From 92666df3f64f6b5306e8e6ffbc180fa73327d57b Mon Sep 17 00:00:00 2001
From: BAF1927 <brunoarriola83@gmail.com>
Date: Fri, 14 Aug 2026 11:18:13 -0400
Subject: [PATCH 1/9] Hoist clause-satisfaction check out of the head-grounding
 loop
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In `_ground_rule`, the node-head branch called
`check_all_clause_satisfaction` once per head grounding, inside
`for head_grounding in groundings[head_var_1]`. The check does not take
`head_grounding`, so the only way its result could vary between
iterations is if the loop body mutated state the check reads. The body
has exactly one such mutation, `_add_node`, guarded by
`add_head_var_node_to_graph` — and that flag is only ever set on the
branch that assigns `groundings[head_var_1]` a single-element list. When
the mutation can fire, the loop runs once, so there is nothing to differ.

The check is therefore loop-invariant, and the work it repeated scaled
with the number of head groundings: O(clauses x groundings) re-evaluated
K times per rule firing.

Run it once, before the loop, and enter the loop only if it passes. Guard
it behind a non-empty head-grounding check so a rule with no heads does
no work. `satisfaction` is not read after this block, so initializing it
to False changes nothing observable.

The edge-head branch keeps its per-iteration check: that one reads
`temp_groundings`, which is rebuilt for each head pair and is genuinely
not invariant.

Measured on a Friends/owns graph with many candidate heads, identical
observable output in both variants:

    people   before    after     speedup
       100   0.232 s   0.169 s     1.37x
       500   2.320 s   1.164 s     1.99x
     1,000   9.282 s   3.660 s     2.54x
     2,000  37.127 s   6.089 s     6.10x

Applied identically to interpretation.py, interpretation_fp.py and
interpretation_parallel.py; the latter still differs from the first only
in the parallel= decorator.

Co-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com>
---
 .../scripts/interpretation/interpretation.py  | 164 +++++++++---------
 .../interpretation/interpretation_fp.py       | 164 +++++++++---------
 .../interpretation/interpretation_parallel.py | 164 +++++++++---------
 3 files changed, 252 insertions(+), 240 deletions(-)

diff --git a/pyreason/scripts/interpretation/interpretation.py b/pyreason/scripts/interpretation/interpretation.py
index c2e1a187..d4bda1db 100755
--- a/pyreason/scripts/interpretation/interpretation.py
+++ b/pyreason/scripts/interpretation/interpretation.py
@@ -976,90 +976,94 @@ def _ground_rule(rule, interpretations_node, interpretations_edge, predicate_map
 			# is allocated K*N times (K head groundings * N clauses) below, but the data
 			# is rule-static. Hoist a precomputed `clause_variables_precomputed` list
 			# here and append references in the inner loop instead of fresh copies.
-			for head_grounding in groundings[head_var_1]:
-				qualified_nodes = numba.typed.List.empty_list(numba.typed.List.empty_list(node_type))
-				qualified_edges = numba.typed.List.empty_list(numba.typed.List.empty_list(edge_type))
-				annotations = numba.typed.List.empty_list(numba.typed.List.empty_list(interval.interval_type))
-				clause_labels_out = numba.typed.List.empty_list(label.label_type)
-				clause_variables_out = numba.typed.List.empty_list(numba.typed.List.empty_list(numba.types.string))
-				edges_to_be_added = (numba.typed.List.empty_list(node_type), numba.typed.List.empty_list(node_type), rule_edges[-1])
 
-				# Check for satisfaction one more time in case the refining process has changed the groundings
+			# Recheck thresholds once after refining / head-var setup. The check does not
+			# take head_grounding, and this loop does not mutate groundings / interpretations
+			# between iterations, so repeating it per head is redundant.
+			# Skip the check when there are no head groundings (nothing to emit).
+			satisfaction = False
+			if len(groundings[head_var_1]) > 0:
 				satisfaction = check_all_clause_satisfaction(interpretations_node, interpretations_edge, clauses, thresholds, groundings, groundings_edges, closed_world_predicates)
-				if not satisfaction:
-					continue
-
-				for i, clause in enumerate(clauses):
-					clause_type = clause[0]
-					clause_label = clause[1]
-					clause_variables = clause[2]
-
-
-					if clause_type == 'node':
-						clause_var_1 = clause_variables[0]
-
-						# 1.
-						if atom_trace or extended_ann_fn:
-							if clause_var_1 == head_var_1:
-								qualified_nodes.append(numba.typed.List([head_grounding]))
-							else:
-								qualified_nodes.append(numba.typed.List(groundings[clause_var_1]))
-							qualified_edges.append(numba.typed.List.empty_list(edge_type))
-							if extended_ann_fn:
-								clause_labels_out.append(clause_label)
-								clause_variables_out.append(numba.typed.List(clause_variables))
-						# 2.
-						if ann_fn != '':
-							a = numba.typed.List.empty_list(interval.interval_type)
-							if clause_var_1 == head_var_1:
-								a.append(interpretations_node[head_grounding].world[clause_label])
-							else:
-								for qn in groundings[clause_var_1]:
-									a.append(interpretations_node[qn].world[clause_label])
-							annotations.append(a)
-
-					elif clause_type == 'edge':
-						clause_var_1, clause_var_2 = clause_variables[0], clause_variables[1]
-						# 1.
-						if atom_trace or extended_ann_fn:
-							# Cases: Both equal, one equal, none equal
-							qualified_nodes.append(numba.typed.List.empty_list(node_type))
-							if clause_var_1 == head_var_1:
-								es = numba.typed.List([e for e in groundings_edges[(clause_var_1, clause_var_2)] if e[0] == head_grounding])
-								qualified_edges.append(es)
-							elif clause_var_2 == head_var_1:
-								es = numba.typed.List([e for e in groundings_edges[(clause_var_1, clause_var_2)] if e[1] == head_grounding])
-								qualified_edges.append(es)
-							else:
-								qualified_edges.append(numba.typed.List(groundings_edges[(clause_var_1, clause_var_2)]))
-							if extended_ann_fn:
-								clause_labels_out.append(clause_label)
-								clause_variables_out.append(numba.typed.List(clause_variables))
-						# 2.
-						if ann_fn != '':
-							a = numba.typed.List.empty_list(interval.interval_type)
-							if clause_var_1 == head_var_1:
-								for e in groundings_edges[(clause_var_1, clause_var_2)]:
-									if e[0] == head_grounding:
-										a.append(interpretations_edge[e].world[clause_label])
-							elif clause_var_2 == head_var_1:
-								for e in groundings_edges[(clause_var_1, clause_var_2)]:
-									if e[1] == head_grounding:
-										a.append(interpretations_edge[e].world[clause_label])
-							else:
-								for qe in groundings_edges[(clause_var_1, clause_var_2)]:
-									a.append(interpretations_edge[qe].world[clause_label])
-							annotations.append(a)
-					else:
-						# Comparison clause (we do not handle for now)
-						pass
+			if satisfaction:
+				for head_grounding in groundings[head_var_1]:
+					qualified_nodes = numba.typed.List.empty_list(numba.typed.List.empty_list(node_type))
+					qualified_edges = numba.typed.List.empty_list(numba.typed.List.empty_list(edge_type))
+					annotations = numba.typed.List.empty_list(numba.typed.List.empty_list(interval.interval_type))
+					clause_labels_out = numba.typed.List.empty_list(label.label_type)
+					clause_variables_out = numba.typed.List.empty_list(numba.typed.List.empty_list(numba.types.string))
+					edges_to_be_added = (numba.typed.List.empty_list(node_type), numba.typed.List.empty_list(node_type), rule_edges[-1])
+
+					for i, clause in enumerate(clauses):
+						clause_type = clause[0]
+						clause_label = clause[1]
+						clause_variables = clause[2]
+
+
+						if clause_type == 'node':
+							clause_var_1 = clause_variables[0]
+
+							# 1.
+							if atom_trace or extended_ann_fn:
+								if clause_var_1 == head_var_1:
+									qualified_nodes.append(numba.typed.List([head_grounding]))
+								else:
+									qualified_nodes.append(numba.typed.List(groundings[clause_var_1]))
+								qualified_edges.append(numba.typed.List.empty_list(edge_type))
+								if extended_ann_fn:
+									clause_labels_out.append(clause_label)
+									clause_variables_out.append(numba.typed.List(clause_variables))
+							# 2.
+							if ann_fn != '':
+								a = numba.typed.List.empty_list(interval.interval_type)
+								if clause_var_1 == head_var_1:
+									a.append(interpretations_node[head_grounding].world[clause_label])
+								else:
+									for qn in groundings[clause_var_1]:
+										a.append(interpretations_node[qn].world[clause_label])
+								annotations.append(a)
+
+						elif clause_type == 'edge':
+							clause_var_1, clause_var_2 = clause_variables[0], clause_variables[1]
+							# 1.
+							if atom_trace or extended_ann_fn:
+								# Cases: Both equal, one equal, none equal
+								qualified_nodes.append(numba.typed.List.empty_list(node_type))
+								if clause_var_1 == head_var_1:
+									es = numba.typed.List([e for e in groundings_edges[(clause_var_1, clause_var_2)] if e[0] == head_grounding])
+									qualified_edges.append(es)
+								elif clause_var_2 == head_var_1:
+									es = numba.typed.List([e for e in groundings_edges[(clause_var_1, clause_var_2)] if e[1] == head_grounding])
+									qualified_edges.append(es)
+								else:
+									qualified_edges.append(numba.typed.List(groundings_edges[(clause_var_1, clause_var_2)]))
+								if extended_ann_fn:
+									clause_labels_out.append(clause_label)
+									clause_variables_out.append(numba.typed.List(clause_variables))
+							# 2.
+							if ann_fn != '':
+								a = numba.typed.List.empty_list(interval.interval_type)
+								if clause_var_1 == head_var_1:
+									for e in groundings_edges[(clause_var_1, clause_var_2)]:
+										if e[0] == head_grounding:
+											a.append(interpretations_edge[e].world[clause_label])
+								elif clause_var_2 == head_var_1:
+									for e in groundings_edges[(clause_var_1, clause_var_2)]:
+										if e[1] == head_grounding:
+											a.append(interpretations_edge[e].world[clause_label])
+								else:
+									for qe in groundings_edges[(clause_var_1, clause_var_2)]:
+										a.append(interpretations_edge[qe].world[clause_label])
+								annotations.append(a)
+						else:
+							# Comparison clause (we do not handle for now)
+							pass
 
-				# Now that we're sure that the rule is satisfied, we add the head to the graph if needed (only for ground rules)
-				if add_head_var_node_to_graph:
-					_add_node(head_var_1, neighbors, reverse_neighbors, nodes, interpretations_node)
+					# Now that we're sure that the rule is satisfied, we add the head to the graph if needed (only for ground rules)
+					if add_head_var_node_to_graph:
+						_add_node(head_var_1, neighbors, reverse_neighbors, nodes, interpretations_node)
 
-				# For each grounding add a rule to be applied
-				applicable_rules_node.append((head_grounding, annotations, qualified_nodes, qualified_edges, edges_to_be_added, clause_labels_out, clause_variables_out))
+					# For each grounding add a rule to be applied
+					applicable_rules_node.append((head_grounding, annotations, qualified_nodes, qualified_edges, edges_to_be_added, clause_labels_out, clause_variables_out))
 
 		elif rule_type == 'edge':
 			head_var_1 = head_variables[0]
diff --git a/pyreason/scripts/interpretation/interpretation_fp.py b/pyreason/scripts/interpretation/interpretation_fp.py
index 2cf174d0..207f9377 100755
--- a/pyreason/scripts/interpretation/interpretation_fp.py
+++ b/pyreason/scripts/interpretation/interpretation_fp.py
@@ -1098,89 +1098,93 @@ def _ground_rule(rule, interpretations_node, interpretations_edge, predicate_map
 			# is allocated K*N times (K head groundings * N clauses) below, but the data
 			# is rule-static. Hoist a precomputed `clause_variables_precomputed` list
 			# here and append references in the inner loop instead of fresh copies.
-			for head_grounding in groundings[head_var_1]:
-				qualified_nodes = numba.typed.List.empty_list(numba.typed.List.empty_list(node_type))
-				qualified_edges = numba.typed.List.empty_list(numba.typed.List.empty_list(edge_type))
-				annotations = numba.typed.List.empty_list(numba.typed.List.empty_list(interval.interval_type))
-				clause_labels_out = numba.typed.List.empty_list(label.label_type)
-				clause_variables_out = numba.typed.List.empty_list(numba.typed.List.empty_list(numba.types.string))
-				edges_to_be_added = (numba.typed.List.empty_list(node_type), numba.typed.List.empty_list(node_type), rule_edges[-1])
-
-				# Check for satisfaction one more time in case the refining process has changed the groundings
+			# Recheck thresholds once after refining / head-var setup. The check does not
+			# take head_grounding, and this loop does not mutate groundings / interpretations
+			# between iterations, so repeating it per head is redundant.
+			# Skip the check when there are no head groundings (nothing to emit).
+			satisfaction = False
+			if len(groundings[head_var_1]) > 0:
 				satisfaction = check_all_clause_satisfaction(interpretations_node, interpretations_edge, clauses, thresholds, groundings, groundings_edges, closed_world_predicates)
-				if not satisfaction:
-					continue
-
-				for i, clause in enumerate(clauses):
-					clause_type = clause[0]
-					clause_label = clause[1]
-					clause_variables = clause[2]
-
-					if clause_type == 'node':
-						clause_var_1 = clause_variables[0]
-
-						# 1.
-						if atom_trace or extended_ann_fn:
-							if clause_var_1 == head_var_1:
-								qualified_nodes.append(numba.typed.List([head_grounding]))
-							else:
-								qualified_nodes.append(numba.typed.List(groundings[clause_var_1]))
-							qualified_edges.append(numba.typed.List.empty_list(edge_type))
-							if extended_ann_fn:
-								clause_labels_out.append(clause_label)
-								clause_variables_out.append(numba.typed.List(clause_variables))
-						# 2.
-						if ann_fn != '':
-							a = numba.typed.List.empty_list(interval.interval_type)
-							if clause_var_1 == head_var_1:
-								a.append(interpretations_node[head_grounding].world[clause_label])
-							else:
-								for qn in groundings[clause_var_1]:
-									a.append(interpretations_node[qn].world[clause_label])
-							annotations.append(a)
-
-					elif clause_type == 'edge':
-						clause_var_1, clause_var_2 = clause_variables[0], clause_variables[1]
-						# 1.
-						if atom_trace or extended_ann_fn:
-							# Cases: Both equal, one equal, none equal
-							qualified_nodes.append(numba.typed.List.empty_list(node_type))
-							if clause_var_1 == head_var_1:
-								es = numba.typed.List([e for e in groundings_edges[(clause_var_1, clause_var_2)] if e[0] == head_grounding])
-								qualified_edges.append(es)
-							elif clause_var_2 == head_var_1:
-								es = numba.typed.List([e for e in groundings_edges[(clause_var_1, clause_var_2)] if e[1] == head_grounding])
-								qualified_edges.append(es)
-							else:
-								qualified_edges.append(numba.typed.List(groundings_edges[(clause_var_1, clause_var_2)]))
-							if extended_ann_fn:
-								clause_labels_out.append(clause_label)
-								clause_variables_out.append(numba.typed.List(clause_variables))
-						# 2.
-						if ann_fn != '':
-							a = numba.typed.List.empty_list(interval.interval_type)
-							if clause_var_1 == head_var_1:
-								for e in groundings_edges[(clause_var_1, clause_var_2)]:
-									if e[0] == head_grounding:
-										a.append(interpretations_edge[e].world[clause_label])
-							elif clause_var_2 == head_var_1:
-								for e in groundings_edges[(clause_var_1, clause_var_2)]:
-									if e[1] == head_grounding:
-										a.append(interpretations_edge[e].world[clause_label])
-							else:
-								for qe in groundings_edges[(clause_var_1, clause_var_2)]:
-									a.append(interpretations_edge[qe].world[clause_label])
-							annotations.append(a)
-					else:
-						# Comparison clause (we do not handle for now)
-						pass
+			if satisfaction:
+				for head_grounding in groundings[head_var_1]:
+
+					qualified_nodes = numba.typed.List.empty_list(numba.typed.List.empty_list(node_type))
+					qualified_edges = numba.typed.List.empty_list(numba.typed.List.empty_list(edge_type))
+					annotations = numba.typed.List.empty_list(numba.typed.List.empty_list(interval.interval_type))
+					clause_labels_out = numba.typed.List.empty_list(label.label_type)
+					clause_variables_out = numba.typed.List.empty_list(numba.typed.List.empty_list(numba.types.string))
+					edges_to_be_added = (numba.typed.List.empty_list(node_type), numba.typed.List.empty_list(node_type), rule_edges[-1])
+
+					for i, clause in enumerate(clauses):
+						clause_type = clause[0]
+						clause_label = clause[1]
+						clause_variables = clause[2]
+
+						if clause_type == 'node':
+							clause_var_1 = clause_variables[0]
+
+							# 1.
+							if atom_trace or extended_ann_fn:
+								if clause_var_1 == head_var_1:
+									qualified_nodes.append(numba.typed.List([head_grounding]))
+								else:
+									qualified_nodes.append(numba.typed.List(groundings[clause_var_1]))
+								qualified_edges.append(numba.typed.List.empty_list(edge_type))
+								if extended_ann_fn:
+									clause_labels_out.append(clause_label)
+									clause_variables_out.append(numba.typed.List(clause_variables))
+							# 2.
+							if ann_fn != '':
+								a = numba.typed.List.empty_list(interval.interval_type)
+								if clause_var_1 == head_var_1:
+									a.append(interpretations_node[head_grounding].world[clause_label])
+								else:
+									for qn in groundings[clause_var_1]:
+										a.append(interpretations_node[qn].world[clause_label])
+								annotations.append(a)
+
+						elif clause_type == 'edge':
+							clause_var_1, clause_var_2 = clause_variables[0], clause_variables[1]
+							# 1.
+							if atom_trace or extended_ann_fn:
+								# Cases: Both equal, one equal, none equal
+								qualified_nodes.append(numba.typed.List.empty_list(node_type))
+								if clause_var_1 == head_var_1:
+									es = numba.typed.List([e for e in groundings_edges[(clause_var_1, clause_var_2)] if e[0] == head_grounding])
+									qualified_edges.append(es)
+								elif clause_var_2 == head_var_1:
+									es = numba.typed.List([e for e in groundings_edges[(clause_var_1, clause_var_2)] if e[1] == head_grounding])
+									qualified_edges.append(es)
+								else:
+									qualified_edges.append(numba.typed.List(groundings_edges[(clause_var_1, clause_var_2)]))
+								if extended_ann_fn:
+									clause_labels_out.append(clause_label)
+									clause_variables_out.append(numba.typed.List(clause_variables))
+							# 2.
+							if ann_fn != '':
+								a = numba.typed.List.empty_list(interval.interval_type)
+								if clause_var_1 == head_var_1:
+									for e in groundings_edges[(clause_var_1, clause_var_2)]:
+										if e[0] == head_grounding:
+											a.append(interpretations_edge[e].world[clause_label])
+								elif clause_var_2 == head_var_1:
+									for e in groundings_edges[(clause_var_1, clause_var_2)]:
+										if e[1] == head_grounding:
+											a.append(interpretations_edge[e].world[clause_label])
+								else:
+									for qe in groundings_edges[(clause_var_1, clause_var_2)]:
+										a.append(interpretations_edge[qe].world[clause_label])
+								annotations.append(a)
+						else:
+							# Comparison clause (we do not handle for now)
+							pass
 
-				# Now that we're sure that the rule is satisfied, we add the head to the graph if needed (only for ground rules)
-				if add_head_var_node_to_graph:
-					_add_node(head_var_1, neighbors, reverse_neighbors, nodes, interpretations_node)
+					# Now that we're sure that the rule is satisfied, we add the head to the graph if needed (only for ground rules)
+					if add_head_var_node_to_graph:
+						_add_node(head_var_1, neighbors, reverse_neighbors, nodes, interpretations_node)
 
-				# For each grounding add a rule to be applied
-				applicable_rules_node.append((head_grounding, annotations, qualified_nodes, qualified_edges, edges_to_be_added, clause_labels_out, clause_variables_out))
+					# For each grounding add a rule to be applied
+					applicable_rules_node.append((head_grounding, annotations, qualified_nodes, qualified_edges, edges_to_be_added, clause_labels_out, clause_variables_out))
 
 		elif rule_type == 'edge':
 			head_var_1 = head_variables[0]
diff --git a/pyreason/scripts/interpretation/interpretation_parallel.py b/pyreason/scripts/interpretation/interpretation_parallel.py
index 251713b8..32d7b3fc 100644
--- a/pyreason/scripts/interpretation/interpretation_parallel.py
+++ b/pyreason/scripts/interpretation/interpretation_parallel.py
@@ -976,90 +976,94 @@ def _ground_rule(rule, interpretations_node, interpretations_edge, predicate_map
 			# is allocated K*N times (K head groundings * N clauses) below, but the data
 			# is rule-static. Hoist a precomputed `clause_variables_precomputed` list
 			# here and append references in the inner loop instead of fresh copies.
-			for head_grounding in groundings[head_var_1]:
-				qualified_nodes = numba.typed.List.empty_list(numba.typed.List.empty_list(node_type))
-				qualified_edges = numba.typed.List.empty_list(numba.typed.List.empty_list(edge_type))
-				annotations = numba.typed.List.empty_list(numba.typed.List.empty_list(interval.interval_type))
-				clause_labels_out = numba.typed.List.empty_list(label.label_type)
-				clause_variables_out = numba.typed.List.empty_list(numba.typed.List.empty_list(numba.types.string))
-				edges_to_be_added = (numba.typed.List.empty_list(node_type), numba.typed.List.empty_list(node_type), rule_edges[-1])
 
-				# Check for satisfaction one more time in case the refining process has changed the groundings
+			# Recheck thresholds once after refining / head-var setup. The check does not
+			# take head_grounding, and this loop does not mutate groundings / interpretations
+			# between iterations, so repeating it per head is redundant.
+			# Skip the check when there are no head groundings (nothing to emit).
+			satisfaction = False
+			if len(groundings[head_var_1]) > 0:
 				satisfaction = check_all_clause_satisfaction(interpretations_node, interpretations_edge, clauses, thresholds, groundings, groundings_edges, closed_world_predicates)
-				if not satisfaction:
-					continue
-
-				for i, clause in enumerate(clauses):
-					clause_type = clause[0]
-					clause_label = clause[1]
-					clause_variables = clause[2]
-
-
-					if clause_type == 'node':
-						clause_var_1 = clause_variables[0]
-
-						# 1.
-						if atom_trace or extended_ann_fn:
-							if clause_var_1 == head_var_1:
-								qualified_nodes.append(numba.typed.List([head_grounding]))
-							else:
-								qualified_nodes.append(numba.typed.List(groundings[clause_var_1]))
-							qualified_edges.append(numba.typed.List.empty_list(edge_type))
-							if extended_ann_fn:
-								clause_labels_out.append(clause_label)
-								clause_variables_out.append(numba.typed.List(clause_variables))
-						# 2.
-						if ann_fn != '':
-							a = numba.typed.List.empty_list(interval.interval_type)
-							if clause_var_1 == head_var_1:
-								a.append(interpretations_node[head_grounding].world[clause_label])
-							else:
-								for qn in groundings[clause_var_1]:
-									a.append(interpretations_node[qn].world[clause_label])
-							annotations.append(a)
-
-					elif clause_type == 'edge':
-						clause_var_1, clause_var_2 = clause_variables[0], clause_variables[1]
-						# 1.
-						if atom_trace or extended_ann_fn:
-							# Cases: Both equal, one equal, none equal
-							qualified_nodes.append(numba.typed.List.empty_list(node_type))
-							if clause_var_1 == head_var_1:
-								es = numba.typed.List([e for e in groundings_edges[(clause_var_1, clause_var_2)] if e[0] == head_grounding])
-								qualified_edges.append(es)
-							elif clause_var_2 == head_var_1:
-								es = numba.typed.List([e for e in groundings_edges[(clause_var_1, clause_var_2)] if e[1] == head_grounding])
-								qualified_edges.append(es)
-							else:
-								qualified_edges.append(numba.typed.List(groundings_edges[(clause_var_1, clause_var_2)]))
-							if extended_ann_fn:
-								clause_labels_out.append(clause_label)
-								clause_variables_out.append(numba.typed.List(clause_variables))
-						# 2.
-						if ann_fn != '':
-							a = numba.typed.List.empty_list(interval.interval_type)
-							if clause_var_1 == head_var_1:
-								for e in groundings_edges[(clause_var_1, clause_var_2)]:
-									if e[0] == head_grounding:
-										a.append(interpretations_edge[e].world[clause_label])
-							elif clause_var_2 == head_var_1:
-								for e in groundings_edges[(clause_var_1, clause_var_2)]:
-									if e[1] == head_grounding:
-										a.append(interpretations_edge[e].world[clause_label])
-							else:
-								for qe in groundings_edges[(clause_var_1, clause_var_2)]:
-									a.append(interpretations_edge[qe].world[clause_label])
-							annotations.append(a)
-					else:
-						# Comparison clause (we do not handle for now)
-						pass
+			if satisfaction:
+				for head_grounding in groundings[head_var_1]:
+					qualified_nodes = numba.typed.List.empty_list(numba.typed.List.empty_list(node_type))
+					qualified_edges = numba.typed.List.empty_list(numba.typed.List.empty_list(edge_type))
+					annotations = numba.typed.List.empty_list(numba.typed.List.empty_list(interval.interval_type))
+					clause_labels_out = numba.typed.List.empty_list(label.label_type)
+					clause_variables_out = numba.typed.List.empty_list(numba.typed.List.empty_list(numba.types.string))
+					edges_to_be_added = (numba.typed.List.empty_list(node_type), numba.typed.List.empty_list(node_type), rule_edges[-1])
+
+					for i, clause in enumerate(clauses):
+						clause_type = clause[0]
+						clause_label = clause[1]
+						clause_variables = clause[2]
+
+
+						if clause_type == 'node':
+							clause_var_1 = clause_variables[0]
+
+							# 1.
+							if atom_trace or extended_ann_fn:
+								if clause_var_1 == head_var_1:
+									qualified_nodes.append(numba.typed.List([head_grounding]))
+								else:
+									qualified_nodes.append(numba.typed.List(groundings[clause_var_1]))
+								qualified_edges.append(numba.typed.List.empty_list(edge_type))
+								if extended_ann_fn:
+									clause_labels_out.append(clause_label)
+									clause_variables_out.append(numba.typed.List(clause_variables))
+							# 2.
+							if ann_fn != '':
+								a = numba.typed.List.empty_list(interval.interval_type)
+								if clause_var_1 == head_var_1:
+									a.append(interpretations_node[head_grounding].world[clause_label])
+								else:
+									for qn in groundings[clause_var_1]:
+										a.append(interpretations_node[qn].world[clause_label])
+								annotations.append(a)
+
+						elif clause_type == 'edge':
+							clause_var_1, clause_var_2 = clause_variables[0], clause_variables[1]
+							# 1.
+							if atom_trace or extended_ann_fn:
+								# Cases: Both equal, one equal, none equal
+								qualified_nodes.append(numba.typed.List.empty_list(node_type))
+								if clause_var_1 == head_var_1:
+									es = numba.typed.List([e for e in groundings_edges[(clause_var_1, clause_var_2)] if e[0] == head_grounding])
+									qualified_edges.append(es)
+								elif clause_var_2 == head_var_1:
+									es = numba.typed.List([e for e in groundings_edges[(clause_var_1, clause_var_2)] if e[1] == head_grounding])
+									qualified_edges.append(es)
+								else:
+									qualified_edges.append(numba.typed.List(groundings_edges[(clause_var_1, clause_var_2)]))
+								if extended_ann_fn:
+									clause_labels_out.append(clause_label)
+									clause_variables_out.append(numba.typed.List(clause_variables))
+							# 2.
+							if ann_fn != '':
+								a = numba.typed.List.empty_list(interval.interval_type)
+								if clause_var_1 == head_var_1:
+									for e in groundings_edges[(clause_var_1, clause_var_2)]:
+										if e[0] == head_grounding:
+											a.append(interpretations_edge[e].world[clause_label])
+								elif clause_var_2 == head_var_1:
+									for e in groundings_edges[(clause_var_1, clause_var_2)]:
+										if e[1] == head_grounding:
+											a.append(interpretations_edge[e].world[clause_label])
+								else:
+									for qe in groundings_edges[(clause_var_1, clause_var_2)]:
+										a.append(interpretations_edge[qe].world[clause_label])
+								annotations.append(a)
+						else:
+							# Comparison clause (we do not handle for now)
+							pass
 
-				# Now that we're sure that the rule is satisfied, we add the head to the graph if needed (only for ground rules)
-				if add_head_var_node_to_graph:
-					_add_node(head_var_1, neighbors, reverse_neighbors, nodes, interpretations_node)
+					# Now that we're sure that the rule is satisfied, we add the head to the graph if needed (only for ground rules)
+					if add_head_var_node_to_graph:
+						_add_node(head_var_1, neighbors, reverse_neighbors, nodes, interpretations_node)
 
-				# For each grounding add a rule to be applied
-				applicable_rules_node.append((head_grounding, annotations, qualified_nodes, qualified_edges, edges_to_be_added, clause_labels_out, clause_variables_out))
+					# For each grounding add a rule to be applied
+					applicable_rules_node.append((head_grounding, annotations, qualified_nodes, qualified_edges, edges_to_be_added, clause_labels_out, clause_variables_out))
 
 		elif rule_type == 'edge':
 			head_var_1 = head_variables[0]

From a1f14926e65c9aba3d39be8a5e6f22b7a353729c Mon Sep 17 00:00:00 2001
From: Colton <coltonpayne23@gmail.com>
Date: Fri, 14 Aug 2026 15:52:44 -0400
Subject: [PATCH 2/9] CI: pin ruff to 0.15.22
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

Ruff 0.16.0 (2026-07-23) expanded its default rule set from 59 rules to
413 — the first change to that default since v0.1.0. The workflow installs
ruff unpinned and pyproject.toml sets no `select`, so the repo silently
inherited all 413 and now reports ~289 findings (SIM, UP, RUF, I001, BLE,
EXE, PIE, FURB, C4) on code that was green in May.

This is not specific to any one branch: main has not run CI since
2026-05-13 and fails the same way, so every PR opened after 0.16.0 landed
was broken on arrival regardless of its contents.

Pin to 0.15.22, the last release carrying the old E4/E7/E9/F default, so
lint results depend on the code rather than on when the job happened to
run. Note that 0.16 also dropped 18 rules from the defaults, E741 among
them, so the existing per-file-ignore stays necessary under this pin.

Adopting the broader rule set remains an option, but it needs an explicit
`select` plus a deliberate one-time cleanup, reviewed on its own.

Co-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com>
---
 .github/workflows/python-package-version-test.yml | 6 +++++-
 1 file changed, 5 insertions(+), 1 deletion(-)

diff --git a/.github/workflows/python-package-version-test.yml b/.github/workflows/python-package-version-test.yml
index fb4a0da0..4a0f3791 100644
--- a/.github/workflows/python-package-version-test.yml
+++ b/.github/workflows/python-package-version-test.yml
@@ -27,7 +27,11 @@ jobs:
     - name: Install dependencies
       run: |
         python -m pip install --upgrade pip
-        python -m pip install ruff pytest
+        # Pinned: ruff 0.16.0 (2026-07-23) expanded the default rule set from
+        # 59 rules to 413, which fails this repo with ~289 findings. 0.15.22 is
+        # the last release with the old E4/E7/E9/F default. Unpin only together
+        # with an explicit `select` in pyproject.toml and the matching cleanup.
+        python -m pip install ruff==0.15.22 pytest
         pip install torch==2.6.0
         if [ -f requirements.txt ]; then pip install -r requirements.txt; fi
     - name: Lint with ruff

From cb7a2b3260750ce7ea7f9fce4f3e7a441a3a6a2a Mon Sep 17 00:00:00 2001
From: BAF1927 <brunoarriola83@gmail.com>
Date: Sun, 16 Aug 2026 21:42:47 -0400
Subject: [PATCH 3/9] Pyreasons Performance Test cases

---
 .github/workflows/perf.yml                    |    92 +
 .gitignore                                    |     5 +
 benchmarks/pokec/README.md                    |    90 +
 benchmarks/pokec/baselines.json               |    11 +
 .../pokec/fixtures/pokec-2k-customers.json    |     7 +
 benchmarks/pokec/fixtures/pokec-2k.graphml    | 60575 ++++++++++++++++
 benchmarks/pokec/generate_fixtures.py         |   359 +
 benchmarks/pokec/run_bench.py                 |   266 +
 8 files changed, 61405 insertions(+)
 create mode 100644 .github/workflows/perf.yml
 create mode 100644 benchmarks/pokec/README.md
 create mode 100644 benchmarks/pokec/baselines.json
 create mode 100644 benchmarks/pokec/fixtures/pokec-2k-customers.json
 create mode 100644 benchmarks/pokec/fixtures/pokec-2k.graphml
 create mode 100644 benchmarks/pokec/generate_fixtures.py
 create mode 100644 benchmarks/pokec/run_bench.py

diff --git a/.github/workflows/perf.yml b/.github/workflows/perf.yml
new file mode 100644
index 00000000..805b12a1
--- /dev/null
+++ b/.github/workflows/perf.yml
@@ -0,0 +1,92 @@
+name: perf
+
+on:
+  pull_request:
+  push:
+    branches: [main]
+  schedule:
+    - cron: "17 6 * * *"
+  workflow_dispatch:
+    inputs:
+      band:
+        description: "2k, 10k, or both"
+        default: "both"
+        type: choice
+        options:
+          - both
+          - 2k
+          - 10k
+
+jobs:
+  pokec-2k:
+    if: >
+      github.event_name != 'schedule' &&
+      (github.event_name != 'workflow_dispatch' ||
+       github.event.inputs.band == '2k' ||
+       github.event.inputs.band == 'both')
+    runs-on: ubuntu-latest
+    timeout-minutes: 45
+    steps:
+      - uses: actions/checkout@v4
+      - uses: actions/setup-python@v5
+        with:
+          python-version: "3.10"
+      - name: Install package
+        run: |
+          python -m pip install --upgrade pip
+          pip install .
+      - name: Pokec 2k bench
+        run: |
+          python benchmarks/pokec/run_bench.py \
+            --fixture benchmarks/pokec/fixtures/pokec-2k.graphml \
+            --customers benchmarks/pokec/fixtures/pokec-2k-customers.json \
+            --repeats 3 --band pokec-2k --out pokec-2k-report.json
+      - uses: actions/upload-artifact@v4
+        if: always()
+        with:
+          name: pokec-2k-report
+          path: pokec-2k-report.json
+
+  pokec-10k:
+    if: >
+      github.event_name == 'schedule' ||
+      (github.event_name == 'workflow_dispatch' &&
+       (github.event.inputs.band == '10k' || github.event.inputs.band == 'both'))
+    runs-on: ubuntu-latest
+    timeout-minutes: 300
+    steps:
+      - uses: actions/checkout@v4
+      - uses: actions/setup-python@v5
+        with:
+          python-version: "3.10"
+      - name: Install package
+        run: |
+          python -m pip install --upgrade pip
+          pip install .
+      - name: Restore 10k fixture
+        id: fixture-cache
+        uses: actions/cache@v4
+        with:
+          path: benchmarks/pokec/fixtures/pokec-10k*
+          key: pokec-10k-fixture-${{ hashFiles('benchmarks/pokec/generate_fixtures.py') }}
+      - name: Generate 10k fixture (cache miss only)
+        if: steps.fixture-cache.outputs.cache-hit != 'true'
+        run: |
+          mkdir -p benchmarks/pokec/data
+          curl -sSf -o benchmarks/pokec/data/soc-pokec-relationships.txt.gz \
+            https://snap.stanford.edu/data/soc-pokec-relationships.txt.gz
+          curl -sSf -o benchmarks/pokec/data/soc-pokec-profiles.txt.gz \
+            https://snap.stanford.edu/data/soc-pokec-profiles.txt.gz
+          python benchmarks/pokec/generate_fixtures.py \
+            --data-dir benchmarks/pokec/data --rungs 10k --write
+      - name: Pokec 10k bench
+        run: |
+          python benchmarks/pokec/run_bench.py \
+            --fixture benchmarks/pokec/fixtures/pokec-10k.graphml \
+            --customers benchmarks/pokec/fixtures/pokec-10k-customers.json \
+            --repeats 1 --band pokec-10k --out pokec-10k-report.json
+      - uses: actions/upload-artifact@v4
+        if: always()
+        with:
+          name: pokec-10k-report
+          path: pokec-10k-report.json
diff --git a/.gitignore b/.gitignore
index 347f7941..c36cd5a5 100755
--- a/.gitignore
+++ b/.gitignore
@@ -175,3 +175,8 @@ cython_debug/
 
 # Sphinx Documentation
 /docs/source/_static/css/fonts/
+
+# Pokec SNAP downloads (fixtures under benchmarks/pokec/fixtures/ are committed)
+benchmarks/pokec/data/
+benchmarks/pokec/fixtures/pokec-10k*
+*-report.json
diff --git a/benchmarks/pokec/README.md b/benchmarks/pokec/README.md
new file mode 100644
index 00000000..344a2816
--- /dev/null
+++ b/benchmarks/pokec/README.md
@@ -0,0 +1,90 @@
+# Pokec performance benchmarks
+
+Cliff-tripwire benchmarks shaped like PyReason paper §4.2 (arXiv:2302.13482):
+relevance diffusion on a SNAP soc-Pokec subgraph. Hosted GitHub Actions only —
+no self-hosted runners.
+
+## Layout
+
+| Path | Role |
+|------|------|
+| `generate_fixtures.py` | Deterministic fixture builder from SNAP dumps |
+| `run_bench.py` | Fresh-process runner; times import / setup / reason |
+| `baselines.json` | Banked `relevance_rows` + `reason_s_max` thresholds |
+| `fixtures/pokec-2k.*` | Committed per-PR fixture (~1.6 MB GraphML) |
+| `fixtures/pokec-10k.*` | Generated in nightly CI; **not** committed |
+| `data/` | Local SNAP downloads; gitignored |
+
+## Dataset (do not commit)
+
+Download once into `benchmarks/pokec/data/`:
+
+- https://snap.stanford.edu/data/soc-pokec-relationships.txt.gz
+- https://snap.stanford.edu/data/soc-pokec-profiles.txt.gz
+
+Integrity (gunzip line counts): relationships **30,622,564**; profiles **1,632,803**.
+
+## Fixture generation
+
+```bash
+python benchmarks/pokec/generate_fixtures.py \
+  --data-dir benchmarks/pokec/data --rungs 2k --write
+
+python benchmarks/pokec/generate_fixtures.py \
+  --data-dir benchmarks/pokec/data --rungs 10k --write
+```
+
+Spec (must match exactly for the verified 10k cross-check):
+
+- Rung = N smallest profile user ids; keep edges with both ends kept.
+- `hasPet` from Slovak `pets` text (column 13) via the fixed stem→token map.
+- Customers: paper proportion `2308/1632803`, every k-th sorted owner.
+- GraphML: users then pet tokens; friend edges in SNAP order; hasPet by owner.
+
+Reference **10k** counts (asserted): 10,000 users, **121,716** friend edges,
+**6,204** hasPet edges, **14** customers. **2k** counts are banked in the
+generator (`18,315` / `1,203` / `5`).
+
+## Running the bench
+
+```bash
+# Per-PR band (3 fresh-process repeats, median)
+python benchmarks/pokec/run_bench.py \
+  --fixture benchmarks/pokec/fixtures/pokec-2k.graphml \
+  --customers benchmarks/pokec/fixtures/pokec-2k-customers.json \
+  --repeats 3 --band pokec-2k --out pokec-2k-report.json
+```
+
+Timed windows: `import_s`, `setup_s`, `reason_s`. Thresholds apply to
+`reason_s` only. After `reason()`, `relevance_rows` at the final timestep must
+**exactly** match `baselines.json` (semantics tripwire). First child is an
+untimed warmup so Numba compilation stays out of measured windows.
+`PYTHONHASHSEED=0` on every child.
+
+Verified **10k** `relevance_rows` on current-main / PR #160 semantics: **8006**.
+Banked **2k** `relevance_rows`: **1573**. `reason_s_max` stays `null` until
+banked from Actions (see below).
+
+## CI (`.github/workflows/perf.yml`)
+
+| Job | When | Notes |
+|-----|------|-------|
+| `pokec-2k` | every PR / push to main / manual | committed fixture; 45 min timeout |
+| `pokec-10k` | nightly cron + `workflow_dispatch` | downloads SNAP only on cache miss |
+
+Existing `python-package-version-test.yml` / `python-publish.yml` are untouched.
+
+## Re-banking baselines
+
+Re-banking is a **deliberate, reviewed** edit to `baselines.json` — never
+automatic.
+
+1. Run the band 3× on Actions (`workflow_dispatch`), collect median `reason_s`
+   from each report artifact.
+2. Take the **worst** median, multiply by **2.0**, set `reason_s_max`.
+3. Set `relevance_rows` to the observed count (must be identical across runs).
+4. Open a PR whose description cites the three report artifacts.
+
+`relevance_rows` mismatches are hard failures. `reason_s` over threshold fails
+with a message to re-run once before investigating (hosted-runner noise
+±20–30% is expected; real historical regressions were ≥×4.4).
diff --git a/benchmarks/pokec/baselines.json b/benchmarks/pokec/baselines.json
new file mode 100644
index 00000000..5d93b7c9
--- /dev/null
+++ b/benchmarks/pokec/baselines.json
@@ -0,0 +1,11 @@
+{
+  "runner": "ubuntu-latest",
+  "pokec-2k": {
+    "reason_s_max": null,
+    "relevance_rows": 1573
+  },
+  "pokec-10k": {
+    "reason_s_max": null,
+    "relevance_rows": 8006
+  }
+}
diff --git a/benchmarks/pokec/fixtures/pokec-2k-customers.json b/benchmarks/pokec/fixtures/pokec-2k-customers.json
new file mode 100644
index 00000000..7da15f04
--- /dev/null
+++ b/benchmarks/pokec/fixtures/pokec-2k-customers.json
@@ -0,0 +1,7 @@
+[
+  1,
+  412,
+  789,
+  1168,
+  1566
+]
diff --git a/benchmarks/pokec/fixtures/pokec-2k.graphml b/benchmarks/pokec/fixtures/pokec-2k.graphml
new file mode 100644
index 00000000..d3eff45b
--- /dev/null
+++ b/benchmarks/pokec/fixtures/pokec-2k.graphml
@@ -0,0 +1,60575 @@
+<?xml version='1.0' encoding='utf-8'?>
+<graphml xmlns="http://graphml.graphdrawing.org/xmlns" xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance" xsi:schemaLocation="http://graphml.graphdrawing.org/xmlns http://graphml.graphdrawing.org/xmlns/1.0/graphml.xsd">
+  <key id="friend" for="edge" attr.name="friend" attr.type="long" />
+  <key id="hasPet" for="edge" attr.name="hasPet" attr.type="long" />
+  <graph edgedefault="directed">
+    <node id="u1" />
+    <node id="u2" />
+    <node id="u3" />
+    <node id="u4" />
+    <node id="u5" />
+    <node id="u6" />
+    <node id="u7" />
+    <node id="u8" />
+    <node id="u9" />
+    <node id="u10" />
+    <node id="u11" />
+    <node id="u12" />
+    <node id="u13" />
+    <node id="u14" />
+    <node id="u15" />
+    <node id="u16" />
+    <node id="u17" />
+    <node id="u18" />
+    <node id="u19" />
+    <node id="u20" />
+    <node id="u21" />
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+      <data key="hasPet">1</data>
+    </edge>
+    <edge source="u1648" target="dog">
+      <data key="hasPet">1</data>
+    </edge>
+    <edge source="u1649" target="dog">
+      <data key="hasPet">1</data>
+    </edge>
+    <edge source="u1650" target="dog">
+      <data key="hasPet">1</data>
+    </edge>
+    <edge source="u1660" target="dog">
+      <data key="hasPet">1</data>
+    </edge>
+    <edge source="u1665" target="dog">
+      <data key="hasPet">1</data>
+    </edge>
+    <edge source="u1667" target="dog">
+      <data key="hasPet">1</data>
+    </edge>
+    <edge source="u1668" target="dog">
+      <data key="hasPet">1</data>
+    </edge>
+    <edge source="u1675" target="dog">
+      <data key="hasPet">1</data>
+    </edge>
+    <edge source="u1678" target="dog">
+      <data key="hasPet">1</data>
+    </edge>
+    <edge source="u1681" target="cat">
+      <data key="hasPet">1</data>
+    </edge>
+    <edge source="u1682" target="cat">
+      <data key="hasPet">1</data>
+    </edge>
+    <edge source="u1682" target="dog">
+      <data key="hasPet">1</data>
+    </edge>
+    <edge source="u1684" target="dog">
+      <data key="hasPet">1</data>
+    </edge>
+    <edge source="u1684" target="turtle">
+      <data key="hasPet">1</data>
+    </edge>
+    <edge source="u1686" target="dog">
+      <data key="hasPet">1</data>
+    </edge>
+    <edge source="u1686" target="rodent">
+      <data key="hasPet">1</data>
+    </edge>
+    <edge source="u1688" target="dog">
+      <data key="hasPet">1</data>
+    </edge>
+    <edge source="u1688" target="fish">
+      <data key="hasPet">1</data>
+    </edge>
+    <edge source="u1691" target="dog">
+      <data key="hasPet">1</data>
+    </edge>
+    <edge source="u1693" target="bird">
+      <data key="hasPet">1</data>
+    </edge>
+    <edge source="u1693" target="fish">
+      <data key="hasPet">1</data>
+    </edge>
+    <edge source="u1693" target="lizard">
+      <data key="hasPet">1</data>
+    </edge>
+    <edge source="u1693" target="turtle">
+      <data key="hasPet">1</data>
+    </edge>
+    <edge source="u1701" target="bird">
+      <data key="hasPet">1</data>
+    </edge>
+    <edge source="u1702" target="dog">
+      <data key="hasPet">1</data>
+    </edge>
+    <edge source="u1705" target="hamster">
+      <data key="hasPet">1</data>
+    </edge>
+    <edge source="u1707" target="fish">
+      <data key="hasPet">1</data>
+    </edge>
+    <edge source="u1711" target="dog">
+      <data key="hasPet">1</data>
+    </edge>
+    <edge source="u1715" target="bird">
+      <data key="hasPet">1</data>
+    </edge>
+    <edge source="u1720" target="cat">
+      <data key="hasPet">1</data>
+    </edge>
+    <edge source="u1720" target="dog">
+      <data key="hasPet">1</data>
+    </edge>
+    <edge source="u1721" target="dog">
+      <data key="hasPet">1</data>
+    </edge>
+    <edge source="u1729" target="dog">
+      <data key="hasPet">1</data>
+    </edge>
+    <edge source="u1741" target="spider">
+      <data key="hasPet">1</data>
+    </edge>
+    <edge source="u1747" target="turtle">
+      <data key="hasPet">1</data>
+    </edge>
+    <edge source="u1750" target="dog">
+      <data key="hasPet">1</data>
+    </edge>
+    <edge source="u1750" target="fish">
+      <data key="hasPet">1</data>
+    </edge>
+    <edge source="u1752" target="dog">
+      <data key="hasPet">1</data>
+    </edge>
+    <edge source="u1752" target="fish">
+      <data key="hasPet">1</data>
+    </edge>
+    <edge source="u1757" target="turtle">
+      <data key="hasPet">1</data>
+    </edge>
+    <edge source="u1760" target="dog">
+      <data key="hasPet">1</data>
+    </edge>
+    <edge source="u1760" target="rodent">
+      <data key="hasPet">1</data>
+    </edge>
+    <edge source="u1761" target="dog">
+      <data key="hasPet">1</data>
+    </edge>
+    <edge source="u1762" target="dog">
+      <data key="hasPet">1</data>
+    </edge>
+    <edge source="u1765" target="dog">
+      <data key="hasPet">1</data>
+    </edge>
+    <edge source="u1767" target="cat">
+      <data key="hasPet">1</data>
+    </edge>
+    <edge source="u1767" target="dog">
+      <data key="hasPet">1</data>
+    </edge>
+    <edge source="u1769" target="fish">
+      <data key="hasPet">1</data>
+    </edge>
+    <edge source="u1770" target="dog">
+      <data key="hasPet">1</data>
+    </edge>
+    <edge source="u1771" target="dog">
+      <data key="hasPet">1</data>
+    </edge>
+    <edge source="u1772" target="dog">
+      <data key="hasPet">1</data>
+    </edge>
+    <edge source="u1777" target="cat">
+      <data key="hasPet">1</data>
+    </edge>
+    <edge source="u1777" target="dog">
+      <data key="hasPet">1</data>
+    </edge>
+    <edge source="u1780" target="cat">
+      <data key="hasPet">1</data>
+    </edge>
+    <edge source="u1780" target="dog">
+      <data key="hasPet">1</data>
+    </edge>
+    <edge source="u1782" target="cat">
+      <data key="hasPet">1</data>
+    </edge>
+    <edge source="u1782" target="fish">
+      <data key="hasPet">1</data>
+    </edge>
+    <edge source="u1786" target="cat">
+      <data key="hasPet">1</data>
+    </edge>
+    <edge source="u1786" target="dog">
+      <data key="hasPet">1</data>
+    </edge>
+    <edge source="u1799" target="dog">
+      <data key="hasPet">1</data>
+    </edge>
+    <edge source="u1801" target="dog">
+      <data key="hasPet">1</data>
+    </edge>
+    <edge source="u1803" target="bird">
+      <data key="hasPet">1</data>
+    </edge>
+    <edge source="u1803" target="cat">
+      <data key="hasPet">1</data>
+    </edge>
+    <edge source="u1803" target="dog">
+      <data key="hasPet">1</data>
+    </edge>
+    <edge source="u1804" target="bird">
+      <data key="hasPet">1</data>
+    </edge>
+    <edge source="u1808" target="dog">
+      <data key="hasPet">1</data>
+    </edge>
+    <edge source="u1812" target="bird">
+      <data key="hasPet">1</data>
+    </edge>
+    <edge source="u1814" target="cat">
+      <data key="hasPet">1</data>
+    </edge>
+    <edge source="u1814" target="dog">
+      <data key="hasPet">1</data>
+    </edge>
+    <edge source="u1815" target="cat">
+      <data key="hasPet">1</data>
+    </edge>
+    <edge source="u1820" target="dog">
+      <data key="hasPet">1</data>
+    </edge>
+    <edge source="u1822" target="cat">
+      <data key="hasPet">1</data>
+    </edge>
+    <edge source="u1823" target="dog">
+      <data key="hasPet">1</data>
+    </edge>
+    <edge source="u1827" target="dog">
+      <data key="hasPet">1</data>
+    </edge>
+    <edge source="u1831" target="dog">
+      <data key="hasPet">1</data>
+    </edge>
+    <edge source="u1832" target="dog">
+      <data key="hasPet">1</data>
+    </edge>
+    <edge source="u1832" target="turtle">
+      <data key="hasPet">1</data>
+    </edge>
+    <edge source="u1833" target="dog">
+      <data key="hasPet">1</data>
+    </edge>
+    <edge source="u1834" target="dog">
+      <data key="hasPet">1</data>
+    </edge>
+    <edge source="u1838" target="cat">
+      <data key="hasPet">1</data>
+    </edge>
+    <edge source="u1838" target="dog">
+      <data key="hasPet">1</data>
+    </edge>
+    <edge source="u1838" target="fish">
+      <data key="hasPet">1</data>
+    </edge>
+    <edge source="u1840" target="dog">
+      <data key="hasPet">1</data>
+    </edge>
+    <edge source="u1841" target="dog">
+      <data key="hasPet">1</data>
+    </edge>
+    <edge source="u1843" target="dog">
+      <data key="hasPet">1</data>
+    </edge>
+    <edge source="u1848" target="cat">
+      <data key="hasPet">1</data>
+    </edge>
+    <edge source="u1848" target="dog">
+      <data key="hasPet">1</data>
+    </edge>
+    <edge source="u1851" target="fish">
+      <data key="hasPet">1</data>
+    </edge>
+    <edge source="u1852" target="dog">
+      <data key="hasPet">1</data>
+    </edge>
+    <edge source="u1853" target="bird">
+      <data key="hasPet">1</data>
+    </edge>
+    <edge source="u1853" target="cat">
+      <data key="hasPet">1</data>
+    </edge>
+    <edge source="u1853" target="dog">
+      <data key="hasPet">1</data>
+    </edge>
+    <edge source="u1853" target="fish">
+      <data key="hasPet">1</data>
+    </edge>
+    <edge source="u1856" target="bird">
+      <data key="hasPet">1</data>
+    </edge>
+    <edge source="u1857" target="cat">
+      <data key="hasPet">1</data>
+    </edge>
+    <edge source="u1857" target="dog">
+      <data key="hasPet">1</data>
+    </edge>
+    <edge source="u1859" target="dog">
+      <data key="hasPet">1</data>
+    </edge>
+    <edge source="u1861" target="bird">
+      <data key="hasPet">1</data>
+    </edge>
+    <edge source="u1861" target="cat">
+      <data key="hasPet">1</data>
+    </edge>
+    <edge source="u1861" target="dog">
+      <data key="hasPet">1</data>
+    </edge>
+    <edge source="u1863" target="bird">
+      <data key="hasPet">1</data>
+    </edge>
+    <edge source="u1863" target="dog">
+      <data key="hasPet">1</data>
+    </edge>
+    <edge source="u1863" target="fish">
+      <data key="hasPet">1</data>
+    </edge>
+    <edge source="u1865" target="cat">
+      <data key="hasPet">1</data>
+    </edge>
+    <edge source="u1865" target="fish">
+      <data key="hasPet">1</data>
+    </edge>
+    <edge source="u1865" target="spider">
+      <data key="hasPet">1</data>
+    </edge>
+    <edge source="u1868" target="dog">
+      <data key="hasPet">1</data>
+    </edge>
+    <edge source="u1869" target="turtle">
+      <data key="hasPet">1</data>
+    </edge>
+    <edge source="u1873" target="bird">
+      <data key="hasPet">1</data>
+    </edge>
+    <edge source="u1873" target="dog">
+      <data key="hasPet">1</data>
+    </edge>
+    <edge source="u1873" target="fish">
+      <data key="hasPet">1</data>
+    </edge>
+    <edge source="u1874" target="cat">
+      <data key="hasPet">1</data>
+    </edge>
+    <edge source="u1874" target="dog">
+      <data key="hasPet">1</data>
+    </edge>
+    <edge source="u1874" target="fish">
+      <data key="hasPet">1</data>
+    </edge>
+    <edge source="u1875" target="dog">
+      <data key="hasPet">1</data>
+    </edge>
+    <edge source="u1875" target="parrot">
+      <data key="hasPet">1</data>
+    </edge>
+    <edge source="u1877" target="dog">
+      <data key="hasPet">1</data>
+    </edge>
+    <edge source="u1877" target="fish">
+      <data key="hasPet">1</data>
+    </edge>
+    <edge source="u1881" target="dog">
+      <data key="hasPet">1</data>
+    </edge>
+    <edge source="u1883" target="hamster">
+      <data key="hasPet">1</data>
+    </edge>
+    <edge source="u1886" target="cat">
+      <data key="hasPet">1</data>
+    </edge>
+    <edge source="u1886" target="dog">
+      <data key="hasPet">1</data>
+    </edge>
+    <edge source="u1886" target="hamster">
+      <data key="hasPet">1</data>
+    </edge>
+    <edge source="u1888" target="dog">
+      <data key="hasPet">1</data>
+    </edge>
+    <edge source="u1890" target="dog">
+      <data key="hasPet">1</data>
+    </edge>
+    <edge source="u1892" target="cat">
+      <data key="hasPet">1</data>
+    </edge>
+    <edge source="u1892" target="dog">
+      <data key="hasPet">1</data>
+    </edge>
+    <edge source="u1893" target="dog">
+      <data key="hasPet">1</data>
+    </edge>
+    <edge source="u1896" target="dog">
+      <data key="hasPet">1</data>
+    </edge>
+    <edge source="u1897" target="dog">
+      <data key="hasPet">1</data>
+    </edge>
+    <edge source="u1898" target="dog">
+      <data key="hasPet">1</data>
+    </edge>
+    <edge source="u1898" target="fish">
+      <data key="hasPet">1</data>
+    </edge>
+    <edge source="u1901" target="dog">
+      <data key="hasPet">1</data>
+    </edge>
+    <edge source="u1903" target="dog">
+      <data key="hasPet">1</data>
+    </edge>
+    <edge source="u1903" target="fish">
+      <data key="hasPet">1</data>
+    </edge>
+    <edge source="u1903" target="turtle">
+      <data key="hasPet">1</data>
+    </edge>
+    <edge source="u1904" target="dog">
+      <data key="hasPet">1</data>
+    </edge>
+    <edge source="u1904" target="rodent">
+      <data key="hasPet">1</data>
+    </edge>
+    <edge source="u1906" target="bird">
+      <data key="hasPet">1</data>
+    </edge>
+    <edge source="u1906" target="cat">
+      <data key="hasPet">1</data>
+    </edge>
+    <edge source="u1906" target="dog">
+      <data key="hasPet">1</data>
+    </edge>
+    <edge source="u1907" target="cat">
+      <data key="hasPet">1</data>
+    </edge>
+    <edge source="u1907" target="dog">
+      <data key="hasPet">1</data>
+    </edge>
+    <edge source="u1908" target="fish">
+      <data key="hasPet">1</data>
+    </edge>
+    <edge source="u1909" target="dog">
+      <data key="hasPet">1</data>
+    </edge>
+    <edge source="u1912" target="bird">
+      <data key="hasPet">1</data>
+    </edge>
+    <edge source="u1912" target="dog">
+      <data key="hasPet">1</data>
+    </edge>
+    <edge source="u1912" target="fish">
+      <data key="hasPet">1</data>
+    </edge>
+    <edge source="u1916" target="fish">
+      <data key="hasPet">1</data>
+    </edge>
+    <edge source="u1919" target="dog">
+      <data key="hasPet">1</data>
+    </edge>
+    <edge source="u1919" target="fish">
+      <data key="hasPet">1</data>
+    </edge>
+    <edge source="u1919" target="turtle">
+      <data key="hasPet">1</data>
+    </edge>
+    <edge source="u1922" target="bird">
+      <data key="hasPet">1</data>
+    </edge>
+    <edge source="u1922" target="cat">
+      <data key="hasPet">1</data>
+    </edge>
+    <edge source="u1922" target="dog">
+      <data key="hasPet">1</data>
+    </edge>
+    <edge source="u1922" target="fish">
+      <data key="hasPet">1</data>
+    </edge>
+    <edge source="u1926" target="dog">
+      <data key="hasPet">1</data>
+    </edge>
+    <edge source="u1928" target="dog">
+      <data key="hasPet">1</data>
+    </edge>
+    <edge source="u1929" target="cat">
+      <data key="hasPet">1</data>
+    </edge>
+    <edge source="u1929" target="dog">
+      <data key="hasPet">1</data>
+    </edge>
+    <edge source="u1930" target="turtle">
+      <data key="hasPet">1</data>
+    </edge>
+    <edge source="u1933" target="cat">
+      <data key="hasPet">1</data>
+    </edge>
+    <edge source="u1935" target="dog">
+      <data key="hasPet">1</data>
+    </edge>
+    <edge source="u1938" target="bird">
+      <data key="hasPet">1</data>
+    </edge>
+    <edge source="u1939" target="dog">
+      <data key="hasPet">1</data>
+    </edge>
+    <edge source="u1945" target="dog">
+      <data key="hasPet">1</data>
+    </edge>
+    <edge source="u1945" target="rodent">
+      <data key="hasPet">1</data>
+    </edge>
+    <edge source="u1949" target="spider">
+      <data key="hasPet">1</data>
+    </edge>
+    <edge source="u1959" target="dog">
+      <data key="hasPet">1</data>
+    </edge>
+    <edge source="u1961" target="cat">
+      <data key="hasPet">1</data>
+    </edge>
+    <edge source="u1961" target="dog">
+      <data key="hasPet">1</data>
+    </edge>
+    <edge source="u1962" target="dog">
+      <data key="hasPet">1</data>
+    </edge>
+    <edge source="u1964" target="dog">
+      <data key="hasPet">1</data>
+    </edge>
+    <edge source="u1967" target="bird">
+      <data key="hasPet">1</data>
+    </edge>
+    <edge source="u1967" target="dog">
+      <data key="hasPet">1</data>
+    </edge>
+    <edge source="u1969" target="dog">
+      <data key="hasPet">1</data>
+    </edge>
+    <edge source="u1970" target="fish">
+      <data key="hasPet">1</data>
+    </edge>
+    <edge source="u1970" target="hamster">
+      <data key="hasPet">1</data>
+    </edge>
+    <edge source="u1975" target="bird">
+      <data key="hasPet">1</data>
+    </edge>
+    <edge source="u1975" target="cat">
+      <data key="hasPet">1</data>
+    </edge>
+    <edge source="u1975" target="dog">
+      <data key="hasPet">1</data>
+    </edge>
+    <edge source="u1976" target="dog">
+      <data key="hasPet">1</data>
+    </edge>
+    <edge source="u1976" target="turtle">
+      <data key="hasPet">1</data>
+    </edge>
+    <edge source="u1978" target="horse">
+      <data key="hasPet">1</data>
+    </edge>
+    <edge source="u1980" target="dog">
+      <data key="hasPet">1</data>
+    </edge>
+    <edge source="u1981" target="bird">
+      <data key="hasPet">1</data>
+    </edge>
+    <edge source="u1982" target="dog">
+      <data key="hasPet">1</data>
+    </edge>
+    <edge source="u1999" target="dog">
+      <data key="hasPet">1</data>
+    </edge>
+    <edge source="u1999" target="turtle">
+      <data key="hasPet">1</data>
+    </edge>
+  </graph>
+</graphml>
diff --git a/benchmarks/pokec/generate_fixtures.py b/benchmarks/pokec/generate_fixtures.py
new file mode 100644
index 00000000..2ae7bd74
--- /dev/null
+++ b/benchmarks/pokec/generate_fixtures.py
@@ -0,0 +1,359 @@
+#!/usr/bin/env python3
+"""Deterministic Pokec fixture generator for the paper §4.2-shaped CI bench.
+
+Reconstructs an id-prefix induced subgraph from SNAP soc-Pokec files.
+Every output byte is a pure function of the SNAP inputs and the constants
+below — no randomness, no set-iteration-order dependence.
+
+Usage (from repo root)::
+
+  python benchmarks/pokec/generate_fixtures.py \\
+    --data-dir benchmarks/pokec/data --rungs 2k --write
+
+  python benchmarks/pokec/generate_fixtures.py \\
+    --data-dir benchmarks/pokec/data --rungs 10k --write
+"""
+from __future__ import annotations
+
+import argparse
+import gzip
+import json
+import sys
+import xml.sax.saxutils as saxutils
+from pathlib import Path
+
+# Paper customer proportion (arXiv:2302.13482 §4.2).
+CUSTOMER_NUMER = 2308
+CUSTOMER_DENOM = 1_632_803
+
+# Exact SNAP integrity checks (gunzip line counts).
+EXPECTED_RELATIONSHIP_LINES = 30_622_564
+EXPECTED_PROFILE_LINES = 1_632_803
+
+PET_STEMS = (
+    ("psa", "dog"),
+    ("pes", "dog"),
+    ("psik", "dog"),
+    ("psy", "dog"),
+    ("mack", "cat"),
+    ("macic", "cat"),
+    ("rybk", "fish"),
+    ("rybic", "fish"),
+    ("akvari", "fish"),
+    ("vtacik", "bird"),
+    ("vtaci", "bird"),
+    ("kanarik", "bird"),
+    ("papagaj", "parrot"),
+    ("andulk", "parrot"),
+    ("korytnac", "turtle"),
+    ("skrecok", "hamster"),
+    ("skreck", "hamster"),
+    ("hlodav", "rodent"),
+    ("mys", "rodent"),
+    ("potkan", "rodent"),
+    ("morca", "guineapig"),
+    ("zajac", "rabbit"),
+    ("kralik", "rabbit"),
+    ("had", "snake"),
+    ("pavuk", "spider"),
+    ("jaster", "lizard"),
+    ("kon", "horse"),
+    ("fretk", "ferret"),
+    ("ryb", "fish"),
+)
+
+RUNG_N = {
+    "2k": 2_000,
+    "10k": 10_000,
+}
+
+# Banked after first successful generation. 10k counts are externally verified.
+# 2k counts are filled by this script on first --write and asserted thereafter.
+EXPECTED_COUNTS = {
+    "10k": {
+        "users": 10_000,
+        "friend_edges": 121_716,
+        "haspet_edges": 6_204,
+        "customers": 14,
+    },
+    "2k": {
+        "users": 2_000,
+        "friend_edges": 18_315,
+        "haspet_edges": 1_203,
+        "customers": 5,
+    },
+}
+
+
+def _pets_from_text(text: str) -> list[str]:
+    if not text or text.lower() == "null":
+        return []
+    lowered = text.lower()
+    found: set[str] = set()
+    for stem, token in PET_STEMS:
+        if stem in lowered:
+            found.add(token)
+    return sorted(found)
+
+
+def _pick_customers(owners: list[int], n_users: int) -> list[int]:
+    proportion = CUSTOMER_NUMER / CUSTOMER_DENOM
+    target = max(5, round(proportion * n_users))
+    target = min(target, len(owners))
+    if target == 0:
+        return []
+    step = len(owners) / target
+    return [owners[int(i * step)] for i in range(target)]
+
+
+def _open_maybe_gzip(path: Path):
+    if str(path).endswith(".gz"):
+        return gzip.open(path, "rt", encoding="utf-8", errors="replace")
+    return open(path, "r", encoding="utf-8", errors="replace")
+
+
+def load_profiles(profiles_path: Path, max_id: int | None = None) -> tuple[list[int], dict[int, list[str]], int]:
+    """Return (sorted user_ids, pets_by_id for kept ids, line_count).
+
+    If max_id is set, only profiles with user_id <= max_id are kept in pets_by_id;
+    all ids are still collected for sorting/selection (caller filters by N).
+    """
+    user_ids: list[int] = []
+    pets_by_id: dict[int, list[str]] = {}
+    lines = 0
+    with _open_maybe_gzip(profiles_path) as fh:
+        for raw in fh:
+            lines += 1
+            # SNAP profiles may start with comment lines.
+            if raw.startswith("#"):
+                continue
+            parts = raw.rstrip("\n").split("\t")
+            if not parts or parts[0] == "":
+                continue
+            uid = int(parts[0])
+            user_ids.append(uid)
+            pets_text = parts[13] if len(parts) > 13 else ""
+            if max_id is None or uid <= max_id:
+                pets = _pets_from_text(pets_text)
+                if pets:
+                    pets_by_id[uid] = pets
+    return user_ids, pets_by_id, lines
+
+
+def load_friend_edges(rel_path: Path, kept: set[int]) -> tuple[list[tuple[int, int]], int]:
+    edges: list[tuple[int, int]] = []
+    lines = 0
+    with _open_maybe_gzip(rel_path) as fh:
+        for raw in fh:
+            lines += 1
+            if raw.startswith("#"):
+                continue
+            parts = raw.split()
+            if len(parts) < 2:
+                continue
+            src, dst = int(parts[0]), int(parts[1])
+            if src in kept and dst in kept:
+                edges.append((src, dst))
+    return edges, lines
+
+
+def build_rung(
+    profiles_path: Path,
+    relationships_path: Path,
+    n: int,
+    verify_snap_counts: bool = True,
+) -> dict:
+    # First pass: collect all ids, sort, take N smallest — then we know the
+    # id cutoff so a second pet-filter pass is unnecessary if we load pets for
+    # all profiles. Profiles is large; we load once and filter.
+    print(f"  reading profiles: {profiles_path}", file=sys.stderr)
+    all_ids, pets_all, profile_lines = load_profiles(profiles_path, max_id=None)
+    if verify_snap_counts and profile_lines != EXPECTED_PROFILE_LINES:
+        raise SystemExit(
+            f"profiles line count {profile_lines} != expected {EXPECTED_PROFILE_LINES}"
+        )
+
+    all_ids_sorted = sorted(set(all_ids))
+    if len(all_ids_sorted) < n:
+        raise SystemExit(f"only {len(all_ids_sorted)} unique users; need {n}")
+    kept_ids = all_ids_sorted[:n]
+    kept = set(kept_ids)
+    max_kept = kept_ids[-1]
+
+    pets_by_id = {uid: pets for uid, pets in pets_all.items() if uid in kept}
+    # Owners: kept users with ≥1 pet, sorted ascending.
+    owners = sorted(pets_by_id.keys())
+    customers = _pick_customers(owners, n)
+
+    # Pet token universe for this rung.
+    pet_tokens: set[str] = set()
+    for pets in pets_by_id.values():
+        pet_tokens.update(pets)
+    pet_tokens_sorted = sorted(pet_tokens)
+
+    print(f"  reading relationships (kept ≤ id {max_kept}): {relationships_path}", file=sys.stderr)
+    friend_edges, rel_lines = load_friend_edges(relationships_path, kept)
+    if verify_snap_counts and rel_lines != EXPECTED_RELATIONSHIP_LINES:
+        raise SystemExit(
+            f"relationships line count {rel_lines} != expected {EXPECTED_RELATIONSHIP_LINES}"
+        )
+
+    haspet_edges: list[tuple[int, str]] = []
+    for uid in owners:  # ascending owner id
+        for token in pets_by_id[uid]:  # already sorted
+            haspet_edges.append((uid, token))
+
+    return {
+        "n": n,
+        "kept_ids": kept_ids,
+        "friend_edges": friend_edges,
+        "haspet_edges": haspet_edges,
+        "pet_tokens": pet_tokens_sorted,
+        "customers": customers,
+        "counts": {
+            "users": len(kept_ids),
+            "friend_edges": len(friend_edges),
+            "haspet_edges": len(haspet_edges),
+            "customers": len(customers),
+            "pet_tokens": len(pet_tokens_sorted),
+        },
+    }
+
+
+def write_graphml(path: Path, rung: dict) -> None:
+    """Write deterministic GraphML: users asc, pets sorted; friends SNAP order; hasPet owner asc."""
+    path.parent.mkdir(parents=True, exist_ok=True)
+    esc = saxutils.escape
+    with open(path, "w", encoding="utf-8", newline="\n") as fh:
+        fh.write("<?xml version='1.0' encoding='utf-8'?>\n")
+        fh.write(
+            '<graphml xmlns="http://graphml.graphdrawing.org/xmlns" '
+            'xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance" '
+            'xsi:schemaLocation="http://graphml.graphdrawing.org/xmlns '
+            'http://graphml.graphdrawing.org/xmlns/1.0/graphml.xsd">\n'
+        )
+        fh.write('  <key id="friend" for="edge" attr.name="friend" attr.type="long" />\n')
+        fh.write('  <key id="hasPet" for="edge" attr.name="hasPet" attr.type="long" />\n')
+        fh.write('  <graph edgedefault="directed">\n')
+        for uid in rung["kept_ids"]:
+            fh.write(f'    <node id="u{uid}" />\n')
+        for token in rung["pet_tokens"]:
+            fh.write(f'    <node id="{esc(token)}" />\n')
+        for src, dst in rung["friend_edges"]:
+            fh.write(f'    <edge source="u{src}" target="u{dst}">\n')
+            fh.write('      <data key="friend">1</data>\n')
+            fh.write("    </edge>\n")
+        for uid, token in rung["haspet_edges"]:
+            fh.write(f'    <edge source="u{uid}" target="{esc(token)}">\n')
+            fh.write('      <data key="hasPet">1</data>\n')
+            fh.write("    </edge>\n")
+        fh.write("  </graph>\n")
+        fh.write("</graphml>\n")
+
+
+def write_customers(path: Path, customers: list[int]) -> None:
+    path.parent.mkdir(parents=True, exist_ok=True)
+    path.write_text(json.dumps(customers, indent=2) + "\n", encoding="utf-8")
+
+
+def assert_counts(rung_name: str, counts: dict) -> None:
+    expected = EXPECTED_COUNTS.get(rung_name)
+    if expected is None:
+        return
+    for key in ("users", "friend_edges", "haspet_edges", "customers"):
+        banked = expected.get(key)
+        if banked is None:
+            continue
+        if counts[key] != banked:
+            raise SystemExit(
+                f"{rung_name} {key}={counts[key]} != banked {banked} — "
+                "fixture generation diverged from the verified spec"
+            )
+
+
+def _parse_args():
+    p = argparse.ArgumentParser(description=__doc__)
+    p.add_argument(
+        "--data-dir",
+        type=Path,
+        default=Path("benchmarks/pokec/data"),
+        help="Directory with soc-pokec-*.txt.gz",
+    )
+    p.add_argument(
+        "--out-dir",
+        type=Path,
+        default=Path("benchmarks/pokec/fixtures"),
+        help="Where to write GraphML + customers JSON",
+    )
+    p.add_argument(
+        "--rungs",
+        nargs="+",
+        choices=sorted(RUNG_N.keys()),
+        default=["2k"],
+        help="Which fixture rungs to build",
+    )
+    p.add_argument(
+        "--write",
+        action="store_true",
+        help="Write GraphML + customers JSON (otherwise only print counts)",
+    )
+    p.add_argument(
+        "--skip-snap-verify",
+        action="store_true",
+        help="Skip exact SNAP line-count checks (debug only)",
+    )
+    return p.parse_args()
+
+
+def main() -> int:
+    args = _parse_args()
+    profiles = args.data_dir / "soc-pokec-profiles.txt.gz"
+    relationships = args.data_dir / "soc-pokec-relationships.txt.gz"
+    if not profiles.exists():
+        # Allow uncompressed fallback.
+        profiles = args.data_dir / "soc-pokec-profiles.txt"
+    if not relationships.exists():
+        relationships = args.data_dir / "soc-pokec-relationships.txt"
+    if not profiles.exists() or not relationships.exists():
+        raise SystemExit(
+            f"SNAP files not found under {args.data_dir}. "
+            "Download soc-pokec-profiles.txt.gz and "
+            "soc-pokec-relationships.txt.gz from SNAP."
+        )
+
+    for rung_name in args.rungs:
+        n = RUNG_N[rung_name]
+        print(f"=== building {rung_name} (N={n}) ===", file=sys.stderr)
+        rung = build_rung(
+            profiles,
+            relationships,
+            n,
+            verify_snap_counts=not args.skip_snap_verify,
+        )
+        counts = rung["counts"]
+        print(json.dumps({"rung": rung_name, **counts}, indent=2))
+        assert_counts(rung_name, counts)
+
+        # On first 2k generation, print the values to bank into EXPECTED_COUNTS.
+        banked = EXPECTED_COUNTS.get(rung_name, {})
+        if any(banked.get(k) is None for k in ("friend_edges", "haspet_edges", "customers")):
+            print(
+                f"NOTE: bank these into EXPECTED_COUNTS[{rung_name!r}]: "
+                f"friend_edges={counts['friend_edges']}, "
+                f"haspet_edges={counts['haspet_edges']}, "
+                f"customers={counts['customers']}",
+                file=sys.stderr,
+            )
+
+        if args.write:
+            graphml = args.out_dir / f"pokec-{rung_name}.graphml"
+            customers_path = args.out_dir / f"pokec-{rung_name}-customers.json"
+            write_graphml(graphml, rung)
+            write_customers(customers_path, rung["customers"])
+            print(f"wrote {graphml} and {customers_path}", file=sys.stderr)
+
+    return 0
+
+
+if __name__ == "__main__":
+    raise SystemExit(main())
diff --git a/benchmarks/pokec/run_bench.py b/benchmarks/pokec/run_bench.py
new file mode 100644
index 00000000..8f4c8690
--- /dev/null
+++ b/benchmarks/pokec/run_bench.py
@@ -0,0 +1,266 @@
+#!/usr/bin/env python3
+"""Pokec relevance-diffusion performance runner (paper §4.2 shape).
+
+Standalone: stdlib + pyreason only. Fresh child process per measurement;
+thresholds apply to ``reason_s`` only. Semantic tripwire via ``relevance_rows``.
+
+Parent mode (default)::
+
+  python benchmarks/pokec/run_bench.py \\
+    --fixture benchmarks/pokec/fixtures/pokec-2k.graphml \\
+    --customers benchmarks/pokec/fixtures/pokec-2k-customers.json \\
+    --repeats 3 --band pokec-2k --out pokec-2k-report.json
+
+Child mode is internal (``--child``); do not invoke directly from CI.
+"""
+from __future__ import annotations
+
+import argparse
+import json
+import os
+import statistics
+import subprocess
+import sys
+import time
+from pathlib import Path
+
+
+HERE = Path(__file__).resolve().parent
+DEFAULT_BASELINES = HERE / "baselines.json"
+
+
+def _parse_args(argv=None):
+    p = argparse.ArgumentParser(description=__doc__)
+    p.add_argument("--fixture", type=Path, required=True)
+    p.add_argument("--customers", type=Path, required=True)
+    p.add_argument("--repeats", type=int, default=3)
+    p.add_argument("--band", choices=("pokec-2k", "pokec-10k"), required=True)
+    p.add_argument("--out", type=Path, default=Path("pokec-report.json"))
+    p.add_argument("--baselines", type=Path, default=DEFAULT_BASELINES)
+    p.add_argument(
+        "--child",
+        action="store_true",
+        help="Run one measurement in this process and print JSON to stdout",
+    )
+    p.add_argument(
+        "--skip-warmup",
+        action="store_true",
+        help="Skip the untimed warmup child (debug only)",
+    )
+    return p.parse_args(argv)
+
+
+def _run_program(fixture: Path, customers_path: Path) -> dict:
+    """Execute the paper program once; return timed windows + relevance_rows."""
+    customers = json.loads(customers_path.read_text(encoding="utf-8"))
+
+    t_import0 = time.perf_counter()
+    import pyreason as pr  # noqa: WPS433 — timed deliberately
+
+    import_s = time.perf_counter() - t_import0
+
+    t_setup0 = time.perf_counter()
+    pr.settings.verbose = False
+    # filter_and_sort_nodes needs store_interpretation_changes (default True).
+    pr.load_graphml(str(fixture))
+    pr.add_rule(
+        pr.Rule(
+            "relevance(x) : [0.6,1] <-1 relevance(y):[1,1], friend(x,y):[1,1]",
+            "relevance_friend_rule",
+        )
+    )
+    pr.add_rule(
+        pr.Rule(
+            "relevance(x) : [1,1] <-1 relevance(y):[1,1], friend(x,y):[1,1], "
+            "hasPet(x,p):[1,1], hasPet(y,p):[1,1]",
+            "relevance_same_pet_rule",
+        )
+    )
+    for i, uid in enumerate(customers):
+        pr.add_fact(pr.Fact(f"relevance(u{uid})", f"customer_{i}", 0, 8))
+    setup_s = time.perf_counter() - t_setup0
+
+    t_reason0 = time.perf_counter()
+    interpretation = pr.reason(timesteps=8)
+    reason_s = time.perf_counter() - t_reason0
+
+    df_list = pr.filter_and_sort_nodes(interpretation, ["relevance"])
+    final_df = df_list[-1] if df_list else None
+    relevance_rows = 0 if final_df is None else int(len(final_df))
+
+    try:
+        import pyreason as _pr_mod
+
+        pyreason_version = getattr(_pr_mod, "__version__", "unknown")
+    except Exception:  # noqa: BLE001
+        pyreason_version = "unknown"
+
+    return {
+        "import_s": import_s,
+        "setup_s": setup_s,
+        "reason_s": reason_s,
+        "relevance_rows": relevance_rows,
+        "python": sys.version.split()[0],
+        "pyreason": pyreason_version,
+    }
+
+
+def _spawn_child(args, warmup: bool = False) -> dict:
+    cmd = [
+        sys.executable,
+        str(Path(__file__).resolve()),
+        "--child",
+        "--fixture",
+        str(args.fixture),
+        "--customers",
+        str(args.customers),
+        "--band",
+        args.band,
+        "--repeats",
+        "1",
+        "--out",
+        os.devnull,
+    ]
+    env = os.environ.copy()
+    env["PYTHONHASHSEED"] = "0"
+    # Ensure repo root is importable when running from a checkout.
+    repo_root = Path(__file__).resolve().parents[2]
+    env["PYTHONPATH"] = os.pathsep.join(
+        [str(repo_root), env.get("PYTHONPATH", "")]
+    ).rstrip(os.pathsep)
+    label = "warmup" if warmup else "timed"
+    print(f"  spawning {label} child …", flush=True)
+    proc = subprocess.run(
+        cmd,
+        check=False,
+        capture_output=True,
+        text=True,
+        env=env,
+    )
+    if proc.returncode != 0:
+        sys.stderr.write(proc.stderr or "")
+        sys.stderr.write(proc.stdout or "")
+        raise SystemExit(f"child failed with exit {proc.returncode}")
+    # Child prints a single JSON object on stdout (may have trailing noise).
+    line = proc.stdout.strip().splitlines()[-1]
+    return json.loads(line)
+
+
+def _median(xs):
+    return float(statistics.median(xs)) if xs else None
+
+
+def _load_baselines(path: Path) -> dict:
+    if not path.exists():
+        raise SystemExit(f"baselines file not found: {path}")
+    return json.loads(path.read_text(encoding="utf-8"))
+
+
+def _evaluate(band: str, report: dict, baselines: dict) -> list[str]:
+    """Return list of failure messages (empty ⇒ pass)."""
+    failures: list[str] = []
+    bank = baselines.get(band) or {}
+    expected_rows = bank.get("relevance_rows")
+    observed_rows = report["medians"]["relevance_rows"]
+    if expected_rows is None:
+        report.setdefault("notes", []).append(
+            f"{band}: relevance_rows not banked yet (observed {observed_rows}); "
+            "commit that value to baselines.json after a deliberate measurement run"
+        )
+    elif observed_rows != expected_rows:
+        failures.append(
+            f"{band}: relevance_rows mismatch — expected {expected_rows}, "
+            f"got {observed_rows} (semantics change; hard fail)"
+        )
+
+    reason_max = bank.get("reason_s_max")
+    observed_reason = report["medians"]["reason_s"]
+    if reason_max is None:
+        # Timing threshold not banked yet — do not fail the job on speed.
+        report.setdefault("notes", []).append(
+            f"{band}: reason_s_max not banked; median reason_s={observed_reason:.4f}s "
+            "(record after 3× workflow_dispatch, threshold = 2× worst median)"
+        )
+    elif observed_reason > reason_max:
+        failures.append(
+            f"{band}: reason_s {observed_reason:.4f}s exceeds threshold "
+            f"{reason_max:.4f}s — may be a real regression or runner noise; "
+            "re-run once before investigating"
+        )
+    return failures
+
+
+def _parent_main(args) -> int:
+    baselines = _load_baselines(args.baselines)
+    if not args.fixture.exists():
+        raise SystemExit(f"fixture not found: {args.fixture}")
+    if not args.customers.exists():
+        raise SystemExit(f"customers not found: {args.customers}")
+
+    if not args.skip_warmup:
+        _spawn_child(args, warmup=True)
+
+    runs = []
+    for i in range(args.repeats):
+        print(f"  timed run {i + 1}/{args.repeats}", flush=True)
+        runs.append(_spawn_child(args, warmup=False))
+
+    report = {
+        "band": args.band,
+        "fixture": str(args.fixture),
+        "customers": str(args.customers),
+        "repeats": args.repeats,
+        "runs": runs,
+        "medians": {
+            "import_s": _median([r["import_s"] for r in runs]),
+            "setup_s": _median([r["setup_s"] for r in runs]),
+            "reason_s": _median([r["reason_s"] for r in runs]),
+            "relevance_rows": int(statistics.median([r["relevance_rows"] for r in runs])),
+        },
+        "python": runs[0]["python"] if runs else sys.version.split()[0],
+        "pyreason": runs[0].get("pyreason", "unknown") if runs else "unknown",
+        "notes": [],
+    }
+
+    # All repeats must agree on relevance_rows (determinism).
+    row_set = {r["relevance_rows"] for r in runs}
+    if len(row_set) != 1:
+        report["notes"].append(f"relevance_rows disagreed across runs: {sorted(row_set)}")
+
+    failures = _evaluate(args.band, report, baselines)
+    # Also fail if repeats disagreed on rows.
+    if len(row_set) != 1:
+        failures.append(f"non-deterministic relevance_rows across repeats: {sorted(row_set)}")
+
+    report["pass"] = len(failures) == 0
+    report["failures"] = failures
+
+    args.out.parent.mkdir(parents=True, exist_ok=True)
+    args.out.write_text(json.dumps(report, indent=2) + "\n", encoding="utf-8")
+
+    med = report["medians"]
+    status = "PASS" if report["pass"] else "FAIL"
+    print(
+        f"{status} {args.band}: reason_s_med={med['reason_s']:.4f}s "
+        f"setup_s_med={med['setup_s']:.4f}s import_s_med={med['import_s']:.4f}s "
+        f"relevance_rows={med['relevance_rows']} → {args.out}"
+    )
+    for msg in report.get("notes", []):
+        print(f"NOTE: {msg}")
+    for msg in failures:
+        print(f"FAIL: {msg}", file=sys.stderr)
+    return 0 if report["pass"] else 1
+
+
+def main(argv=None) -> int:
+    args = _parse_args(argv)
+    if args.child:
+        payload = _run_program(args.fixture, args.customers)
+        # Single JSON line for the parent to parse.
+        print(json.dumps(payload), flush=True)
+        return 0
+    return _parent_main(args)
+
+
+if __name__ == "__main__":
+    raise SystemExit(main())

From dc39a22faaccdf6c1d3759f24d2be60c1395ed82 Mon Sep 17 00:00:00 2001
From: BAF1927 <brunoarriola83@gmail.com>
Date: Mon, 17 Aug 2026 11:50:53 -0400
Subject: [PATCH 4/9] Test to fire in PR 160  evaluation tests of 10k

---
 .github/workflows/perf.yml | 6 +++++-
 benchmarks/pokec/README.md | 2 +-
 2 files changed, 6 insertions(+), 2 deletions(-)

diff --git a/.github/workflows/perf.yml b/.github/workflows/perf.yml
index 805b12a1..bfb8e89c 100644
--- a/.github/workflows/perf.yml
+++ b/.github/workflows/perf.yml
@@ -2,6 +2,7 @@ name: perf
 
 on:
   pull_request:
+    types: [opened, synchronize, reopened, labeled]
   push:
     branches: [main]
   schedule:
@@ -48,10 +49,13 @@ jobs:
           path: pokec-2k-report.json
 
   pokec-10k:
+    # Nightly, manual dispatch, or a PR labeled "pokec-10k" (opt-in; not every PR).
     if: >
       github.event_name == 'schedule' ||
       (github.event_name == 'workflow_dispatch' &&
-       (github.event.inputs.band == '10k' || github.event.inputs.band == 'both'))
+       (github.event.inputs.band == '10k' || github.event.inputs.band == 'both')) ||
+      (github.event_name == 'pull_request' &&
+       contains(join(github.event.pull_request.labels.*.name, ','), 'pokec-10k'))
     runs-on: ubuntu-latest
     timeout-minutes: 300
     steps:
diff --git a/benchmarks/pokec/README.md b/benchmarks/pokec/README.md
index 344a2816..1d70de64 100644
--- a/benchmarks/pokec/README.md
+++ b/benchmarks/pokec/README.md
@@ -70,7 +70,7 @@ banked from Actions (see below).
 | Job | When | Notes |
 |-----|------|-------|
 | `pokec-2k` | every PR / push to main / manual | committed fixture; 45 min timeout |
-| `pokec-10k` | nightly cron + `workflow_dispatch` | downloads SNAP only on cache miss |
+| `pokec-10k` | nightly + manual, or PR labeled `pokec-10k` | SNAP download only on cache miss; not on every PR |
 
 Existing `python-package-version-test.yml` / `python-publish.yml` are untouched.
 

From 25fe35aed8b46bd58d187a6d13db5c714ce90269 Mon Sep 17 00:00:00 2001
From: BAF1927 <brunoarriola83@gmail.com>
Date: Mon, 17 Aug 2026 12:10:46 -0400
Subject: [PATCH 5/9] Enforced 10k Analysis (FOR TESTING)

---
 .github/workflows/perf.yml | 10 +++-------
 benchmarks/pokec/README.md |  2 +-
 2 files changed, 4 insertions(+), 8 deletions(-)

diff --git a/.github/workflows/perf.yml b/.github/workflows/perf.yml
index bfb8e89c..350af42d 100644
--- a/.github/workflows/perf.yml
+++ b/.github/workflows/perf.yml
@@ -2,7 +2,6 @@ name: perf
 
 on:
   pull_request:
-    types: [opened, synchronize, reopened, labeled]
   push:
     branches: [main]
   schedule:
@@ -49,13 +48,10 @@ jobs:
           path: pokec-2k-report.json
 
   pokec-10k:
-    # Nightly, manual dispatch, or a PR labeled "pokec-10k" (opt-in; not every PR).
     if: >
-      github.event_name == 'schedule' ||
-      (github.event_name == 'workflow_dispatch' &&
-       (github.event.inputs.band == '10k' || github.event.inputs.band == 'both')) ||
-      (github.event_name == 'pull_request' &&
-       contains(join(github.event.pull_request.labels.*.name, ','), 'pokec-10k'))
+      github.event_name != 'workflow_dispatch' ||
+      github.event.inputs.band == '10k' ||
+      github.event.inputs.band == 'both'
     runs-on: ubuntu-latest
     timeout-minutes: 300
     steps:
diff --git a/benchmarks/pokec/README.md b/benchmarks/pokec/README.md
index 1d70de64..c3680cd4 100644
--- a/benchmarks/pokec/README.md
+++ b/benchmarks/pokec/README.md
@@ -70,7 +70,7 @@ banked from Actions (see below).
 | Job | When | Notes |
 |-----|------|-------|
 | `pokec-2k` | every PR / push to main / manual | committed fixture; 45 min timeout |
-| `pokec-10k` | nightly + manual, or PR labeled `pokec-10k` | SNAP download only on cache miss; not on every PR |
+| `pokec-10k` | every PR / push to main / nightly / manual | SNAP download only on cache miss; 300 min timeout |
 
 Existing `python-package-version-test.yml` / `python-publish.yml` are untouched.
 

From 5f9919027d6acddd04d8acecc0a2c3c0614d0132 Mon Sep 17 00:00:00 2001
From: BAF1927 <brunoarriola83@gmail.com>
Date: Wed, 19 Aug 2026 10:05:40 -0400
Subject: [PATCH 6/9] 2k Fires Online

No longer stores the pokec-2k fixtures, it now generates them in real time
---
 .github/workflows/perf.yml                    |    32 +-
 .gitignore                                    |     3 +-
 benchmarks/pokec/README.md                    |    37 +-
 benchmarks/pokec/baselines.json               |     4 +-
 .../pokec/fixtures/pokec-2k-customers.json    |     7 -
 benchmarks/pokec/fixtures/pokec-2k.graphml    | 60575 ----------------
 benchmarks/pokec/generate_fixtures.py         |   391 +-
 benchmarks/pokec/run_bench.py                 |   348 +-
 8 files changed, 633 insertions(+), 60764 deletions(-)
 delete mode 100644 benchmarks/pokec/fixtures/pokec-2k-customers.json
 delete mode 100644 benchmarks/pokec/fixtures/pokec-2k.graphml

diff --git a/.github/workflows/perf.yml b/.github/workflows/perf.yml
index 350af42d..c6bfa17f 100644
--- a/.github/workflows/perf.yml
+++ b/.github/workflows/perf.yml
@@ -8,7 +8,7 @@ on:
     - cron: "17 6 * * *"
   workflow_dispatch:
     inputs:
-      band:
+      type:
         description: "2k, 10k, or both"
         default: "both"
         type: choice
@@ -22,8 +22,8 @@ jobs:
     if: >
       github.event_name != 'schedule' &&
       (github.event_name != 'workflow_dispatch' ||
-       github.event.inputs.band == '2k' ||
-       github.event.inputs.band == 'both')
+       github.event.inputs.type == '2k' ||
+       github.event.inputs.type == 'both')
     runs-on: ubuntu-latest
     timeout-minutes: 45
     steps:
@@ -35,12 +35,28 @@ jobs:
         run: |
           python -m pip install --upgrade pip
           pip install .
+      - name: Restore 2k fixture
+        id: fixture-cache
+        uses: actions/cache@v4
+        with:
+          path: benchmarks/pokec/fixtures/pokec-2k*
+          key: pokec-2k-fixture-${{ hashFiles('benchmarks/pokec/generate_fixtures.py') }}
+      - name: Generate 2k fixture (cache miss only)
+        if: steps.fixture-cache.outputs.cache-hit != 'true'
+        run: |
+          mkdir -p benchmarks/pokec/data
+          curl -sSf -o benchmarks/pokec/data/soc-pokec-relationships.txt.gz \
+            https://snap.stanford.edu/data/soc-pokec-relationships.txt.gz
+          curl -sSf -o benchmarks/pokec/data/soc-pokec-profiles.txt.gz \
+            https://snap.stanford.edu/data/soc-pokec-profiles.txt.gz
+          python benchmarks/pokec/generate_fixtures.py \
+            --data-dir benchmarks/pokec/data --size 2k --write
       - name: Pokec 2k bench
         run: |
           python benchmarks/pokec/run_bench.py \
             --fixture benchmarks/pokec/fixtures/pokec-2k.graphml \
             --customers benchmarks/pokec/fixtures/pokec-2k-customers.json \
-            --repeats 3 --band pokec-2k --out pokec-2k-report.json
+            --repeats 3 --type pokec-2k --out pokec-2k-report.json
       - uses: actions/upload-artifact@v4
         if: always()
         with:
@@ -50,8 +66,8 @@ jobs:
   pokec-10k:
     if: >
       github.event_name != 'workflow_dispatch' ||
-      github.event.inputs.band == '10k' ||
-      github.event.inputs.band == 'both'
+      github.event.inputs.type == '10k' ||
+      github.event.inputs.type == 'both'
     runs-on: ubuntu-latest
     timeout-minutes: 300
     steps:
@@ -78,13 +94,13 @@ jobs:
           curl -sSf -o benchmarks/pokec/data/soc-pokec-profiles.txt.gz \
             https://snap.stanford.edu/data/soc-pokec-profiles.txt.gz
           python benchmarks/pokec/generate_fixtures.py \
-            --data-dir benchmarks/pokec/data --rungs 10k --write
+            --data-dir benchmarks/pokec/data --size 10k --write
       - name: Pokec 10k bench
         run: |
           python benchmarks/pokec/run_bench.py \
             --fixture benchmarks/pokec/fixtures/pokec-10k.graphml \
             --customers benchmarks/pokec/fixtures/pokec-10k-customers.json \
-            --repeats 1 --band pokec-10k --out pokec-10k-report.json
+            --repeats 1 --type pokec-10k --out pokec-10k-report.json
       - uses: actions/upload-artifact@v4
         if: always()
         with:
diff --git a/.gitignore b/.gitignore
index c36cd5a5..d04d1dad 100755
--- a/.gitignore
+++ b/.gitignore
@@ -176,7 +176,8 @@ cython_debug/
 # Sphinx Documentation
 /docs/source/_static/css/fonts/
 
-# Pokec SNAP downloads (fixtures under benchmarks/pokec/fixtures/ are committed)
+# Pokec SNAP dumps and generated fixtures (built in CI from SNAP; do not commit)
 benchmarks/pokec/data/
+benchmarks/pokec/fixtures/pokec-2k*
 benchmarks/pokec/fixtures/pokec-10k*
 *-report.json
diff --git a/benchmarks/pokec/README.md b/benchmarks/pokec/README.md
index c3680cd4..32ac2a53 100644
--- a/benchmarks/pokec/README.md
+++ b/benchmarks/pokec/README.md
@@ -11,8 +11,8 @@ no self-hosted runners.
 | `generate_fixtures.py` | Deterministic fixture builder from SNAP dumps |
 | `run_bench.py` | Fresh-process runner; times import / setup / reason |
 | `baselines.json` | Banked `relevance_rows` + `reason_s_max` thresholds |
-| `fixtures/pokec-2k.*` | Committed per-PR fixture (~1.6 MB GraphML) |
-| `fixtures/pokec-10k.*` | Generated in nightly CI; **not** committed |
+| `fixtures/pokec-2k.*` | Generated in CI on cache miss; **not** committed |
+| `fixtures/pokec-10k.*` | Generated in CI on cache miss; **not** committed |
 | `data/` | Local SNAP downloads; gitignored |
 
 ## Dataset (do not commit)
@@ -28,15 +28,15 @@ Integrity (gunzip line counts): relationships **30,622,564**; profiles **1,632,8
 
 ```bash
 python benchmarks/pokec/generate_fixtures.py \
-  --data-dir benchmarks/pokec/data --rungs 2k --write
+  --data-dir benchmarks/pokec/data --size 2k --write
 
 python benchmarks/pokec/generate_fixtures.py \
-  --data-dir benchmarks/pokec/data --rungs 10k --write
+  --data-dir benchmarks/pokec/data --size 10k --write
 ```
 
 Spec (must match exactly for the verified 10k cross-check):
 
-- Rung = N smallest profile user ids; keep edges with both ends kept.
+- Size = N smallest profile user ids; keep edges with both ends kept.
 - `hasPet` from Slovak `pets` text (column 13) via the fixed stem→token map.
 - Customers: paper proportion `2308/1632803`, every k-th sorted owner.
 - GraphML: users then pet tokens; friend edges in SNAP order; hasPet by owner.
@@ -48,11 +48,11 @@ generator (`18,315` / `1,203` / `5`).
 ## Running the bench
 
 ```bash
-# Per-PR band (3 fresh-process repeats, median)
+# Per-PR type (3 fresh-process repeats, median)
 python benchmarks/pokec/run_bench.py \
   --fixture benchmarks/pokec/fixtures/pokec-2k.graphml \
   --customers benchmarks/pokec/fixtures/pokec-2k-customers.json \
-  --repeats 3 --band pokec-2k --out pokec-2k-report.json
+  --repeats 3 --type pokec-2k --out pokec-2k-report.json
 ```
 
 Timed windows: `import_s`, `setup_s`, `reason_s`. Thresholds apply to
@@ -61,29 +61,32 @@ Timed windows: `import_s`, `setup_s`, `reason_s`. Thresholds apply to
 untimed warmup so Numba compilation stays out of measured windows.
 `PYTHONHASHSEED=0` on every child.
 
-Verified **10k** `relevance_rows` on current-main / PR #160 semantics: **8006**.
-Banked **2k** `relevance_rows`: **1573**. `reason_s_max` stays `null` until
-banked from Actions (see below).
+Banked on `ubuntu-latest` (3 Actions medians per type; cap = 2× worst median):
+
+| Type | `relevance_rows` | `reason_s_max` |
+|------|------------------|----------------|
+| 2k | **1573** | **20.6428** s |
+| 10k | **8006** | **154.8286** s |
 
 ## CI (`.github/workflows/perf.yml`)
 
 | Job | When | Notes |
 |-----|------|-------|
-| `pokec-2k` | every PR / push to main / manual | committed fixture; 45 min timeout |
+| `pokec-2k` | every PR / push to main / manual | SNAP download only on cache miss; 45 min timeout |
 | `pokec-10k` | every PR / push to main / nightly / manual | SNAP download only on cache miss; 300 min timeout |
 
 Existing `python-package-version-test.yml` / `python-publish.yml` are untouched.
 
 ## Re-banking baselines
 
-Re-banking is a **deliberate, reviewed** edit to `baselines.json` — never
-automatic.
+Caps above are already banked in `baselines.json`. Re-banking is a
+**deliberate, reviewed** edit — never automatic.
 
-1. Run the band 3× on Actions (`workflow_dispatch`), collect median `reason_s`
-   from each report artifact.
+1. Run the type 3× on Actions, collect median `reason_s` from each report.
 2. Take the **worst** median, multiply by **2.0**, set `reason_s_max`.
-3. Set `relevance_rows` to the observed count (must be identical across runs).
-4. Open a PR whose description cites the three report artifacts.
+3. `relevance_rows` must stay identical across those runs; change it only if
+   the count is stable and the semantics change is intentional.
+4. Cite the three report artifacts in the PR that edits `baselines.json`.
 
 `relevance_rows` mismatches are hard failures. `reason_s` over threshold fails
 with a message to re-run once before investigating (hosted-runner noise
diff --git a/benchmarks/pokec/baselines.json b/benchmarks/pokec/baselines.json
index 5d93b7c9..c0c25288 100644
--- a/benchmarks/pokec/baselines.json
+++ b/benchmarks/pokec/baselines.json
@@ -1,11 +1,11 @@
 {
   "runner": "ubuntu-latest",
   "pokec-2k": {
-    "reason_s_max": null,
+    "reason_s_max": 20.6428,
     "relevance_rows": 1573
   },
   "pokec-10k": {
-    "reason_s_max": null,
+    "reason_s_max": 154.8286,
     "relevance_rows": 8006
   }
 }
diff --git a/benchmarks/pokec/fixtures/pokec-2k-customers.json b/benchmarks/pokec/fixtures/pokec-2k-customers.json
deleted file mode 100644
index 7da15f04..00000000
--- a/benchmarks/pokec/fixtures/pokec-2k-customers.json
+++ /dev/null
@@ -1,7 +0,0 @@
-[
-  1,
-  412,
-  789,
-  1168,
-  1566
-]
diff --git a/benchmarks/pokec/fixtures/pokec-2k.graphml b/benchmarks/pokec/fixtures/pokec-2k.graphml
deleted file mode 100644
index d3eff45b..00000000
--- a/benchmarks/pokec/fixtures/pokec-2k.graphml
+++ /dev/null
@@ -1,60575 +0,0 @@
-<?xml version='1.0' encoding='utf-8'?>
-<graphml xmlns="http://graphml.graphdrawing.org/xmlns" xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance" xsi:schemaLocation="http://graphml.graphdrawing.org/xmlns http://graphml.graphdrawing.org/xmlns/1.0/graphml.xsd">
-  <key id="friend" for="edge" attr.name="friend" attr.type="long" />
-  <key id="hasPet" for="edge" attr.name="hasPet" attr.type="long" />
-  <graph edgedefault="directed">
-    <node id="u1" />
-    <node id="u2" />
-    <node id="u3" />
-    <node id="u4" />
-    <node id="u5" />
-    <node id="u6" />
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-      <data key="hasPet">1</data>
-    </edge>
-    <edge source="u1833" target="dog">
-      <data key="hasPet">1</data>
-    </edge>
-    <edge source="u1834" target="dog">
-      <data key="hasPet">1</data>
-    </edge>
-    <edge source="u1838" target="cat">
-      <data key="hasPet">1</data>
-    </edge>
-    <edge source="u1838" target="dog">
-      <data key="hasPet">1</data>
-    </edge>
-    <edge source="u1838" target="fish">
-      <data key="hasPet">1</data>
-    </edge>
-    <edge source="u1840" target="dog">
-      <data key="hasPet">1</data>
-    </edge>
-    <edge source="u1841" target="dog">
-      <data key="hasPet">1</data>
-    </edge>
-    <edge source="u1843" target="dog">
-      <data key="hasPet">1</data>
-    </edge>
-    <edge source="u1848" target="cat">
-      <data key="hasPet">1</data>
-    </edge>
-    <edge source="u1848" target="dog">
-      <data key="hasPet">1</data>
-    </edge>
-    <edge source="u1851" target="fish">
-      <data key="hasPet">1</data>
-    </edge>
-    <edge source="u1852" target="dog">
-      <data key="hasPet">1</data>
-    </edge>
-    <edge source="u1853" target="bird">
-      <data key="hasPet">1</data>
-    </edge>
-    <edge source="u1853" target="cat">
-      <data key="hasPet">1</data>
-    </edge>
-    <edge source="u1853" target="dog">
-      <data key="hasPet">1</data>
-    </edge>
-    <edge source="u1853" target="fish">
-      <data key="hasPet">1</data>
-    </edge>
-    <edge source="u1856" target="bird">
-      <data key="hasPet">1</data>
-    </edge>
-    <edge source="u1857" target="cat">
-      <data key="hasPet">1</data>
-    </edge>
-    <edge source="u1857" target="dog">
-      <data key="hasPet">1</data>
-    </edge>
-    <edge source="u1859" target="dog">
-      <data key="hasPet">1</data>
-    </edge>
-    <edge source="u1861" target="bird">
-      <data key="hasPet">1</data>
-    </edge>
-    <edge source="u1861" target="cat">
-      <data key="hasPet">1</data>
-    </edge>
-    <edge source="u1861" target="dog">
-      <data key="hasPet">1</data>
-    </edge>
-    <edge source="u1863" target="bird">
-      <data key="hasPet">1</data>
-    </edge>
-    <edge source="u1863" target="dog">
-      <data key="hasPet">1</data>
-    </edge>
-    <edge source="u1863" target="fish">
-      <data key="hasPet">1</data>
-    </edge>
-    <edge source="u1865" target="cat">
-      <data key="hasPet">1</data>
-    </edge>
-    <edge source="u1865" target="fish">
-      <data key="hasPet">1</data>
-    </edge>
-    <edge source="u1865" target="spider">
-      <data key="hasPet">1</data>
-    </edge>
-    <edge source="u1868" target="dog">
-      <data key="hasPet">1</data>
-    </edge>
-    <edge source="u1869" target="turtle">
-      <data key="hasPet">1</data>
-    </edge>
-    <edge source="u1873" target="bird">
-      <data key="hasPet">1</data>
-    </edge>
-    <edge source="u1873" target="dog">
-      <data key="hasPet">1</data>
-    </edge>
-    <edge source="u1873" target="fish">
-      <data key="hasPet">1</data>
-    </edge>
-    <edge source="u1874" target="cat">
-      <data key="hasPet">1</data>
-    </edge>
-    <edge source="u1874" target="dog">
-      <data key="hasPet">1</data>
-    </edge>
-    <edge source="u1874" target="fish">
-      <data key="hasPet">1</data>
-    </edge>
-    <edge source="u1875" target="dog">
-      <data key="hasPet">1</data>
-    </edge>
-    <edge source="u1875" target="parrot">
-      <data key="hasPet">1</data>
-    </edge>
-    <edge source="u1877" target="dog">
-      <data key="hasPet">1</data>
-    </edge>
-    <edge source="u1877" target="fish">
-      <data key="hasPet">1</data>
-    </edge>
-    <edge source="u1881" target="dog">
-      <data key="hasPet">1</data>
-    </edge>
-    <edge source="u1883" target="hamster">
-      <data key="hasPet">1</data>
-    </edge>
-    <edge source="u1886" target="cat">
-      <data key="hasPet">1</data>
-    </edge>
-    <edge source="u1886" target="dog">
-      <data key="hasPet">1</data>
-    </edge>
-    <edge source="u1886" target="hamster">
-      <data key="hasPet">1</data>
-    </edge>
-    <edge source="u1888" target="dog">
-      <data key="hasPet">1</data>
-    </edge>
-    <edge source="u1890" target="dog">
-      <data key="hasPet">1</data>
-    </edge>
-    <edge source="u1892" target="cat">
-      <data key="hasPet">1</data>
-    </edge>
-    <edge source="u1892" target="dog">
-      <data key="hasPet">1</data>
-    </edge>
-    <edge source="u1893" target="dog">
-      <data key="hasPet">1</data>
-    </edge>
-    <edge source="u1896" target="dog">
-      <data key="hasPet">1</data>
-    </edge>
-    <edge source="u1897" target="dog">
-      <data key="hasPet">1</data>
-    </edge>
-    <edge source="u1898" target="dog">
-      <data key="hasPet">1</data>
-    </edge>
-    <edge source="u1898" target="fish">
-      <data key="hasPet">1</data>
-    </edge>
-    <edge source="u1901" target="dog">
-      <data key="hasPet">1</data>
-    </edge>
-    <edge source="u1903" target="dog">
-      <data key="hasPet">1</data>
-    </edge>
-    <edge source="u1903" target="fish">
-      <data key="hasPet">1</data>
-    </edge>
-    <edge source="u1903" target="turtle">
-      <data key="hasPet">1</data>
-    </edge>
-    <edge source="u1904" target="dog">
-      <data key="hasPet">1</data>
-    </edge>
-    <edge source="u1904" target="rodent">
-      <data key="hasPet">1</data>
-    </edge>
-    <edge source="u1906" target="bird">
-      <data key="hasPet">1</data>
-    </edge>
-    <edge source="u1906" target="cat">
-      <data key="hasPet">1</data>
-    </edge>
-    <edge source="u1906" target="dog">
-      <data key="hasPet">1</data>
-    </edge>
-    <edge source="u1907" target="cat">
-      <data key="hasPet">1</data>
-    </edge>
-    <edge source="u1907" target="dog">
-      <data key="hasPet">1</data>
-    </edge>
-    <edge source="u1908" target="fish">
-      <data key="hasPet">1</data>
-    </edge>
-    <edge source="u1909" target="dog">
-      <data key="hasPet">1</data>
-    </edge>
-    <edge source="u1912" target="bird">
-      <data key="hasPet">1</data>
-    </edge>
-    <edge source="u1912" target="dog">
-      <data key="hasPet">1</data>
-    </edge>
-    <edge source="u1912" target="fish">
-      <data key="hasPet">1</data>
-    </edge>
-    <edge source="u1916" target="fish">
-      <data key="hasPet">1</data>
-    </edge>
-    <edge source="u1919" target="dog">
-      <data key="hasPet">1</data>
-    </edge>
-    <edge source="u1919" target="fish">
-      <data key="hasPet">1</data>
-    </edge>
-    <edge source="u1919" target="turtle">
-      <data key="hasPet">1</data>
-    </edge>
-    <edge source="u1922" target="bird">
-      <data key="hasPet">1</data>
-    </edge>
-    <edge source="u1922" target="cat">
-      <data key="hasPet">1</data>
-    </edge>
-    <edge source="u1922" target="dog">
-      <data key="hasPet">1</data>
-    </edge>
-    <edge source="u1922" target="fish">
-      <data key="hasPet">1</data>
-    </edge>
-    <edge source="u1926" target="dog">
-      <data key="hasPet">1</data>
-    </edge>
-    <edge source="u1928" target="dog">
-      <data key="hasPet">1</data>
-    </edge>
-    <edge source="u1929" target="cat">
-      <data key="hasPet">1</data>
-    </edge>
-    <edge source="u1929" target="dog">
-      <data key="hasPet">1</data>
-    </edge>
-    <edge source="u1930" target="turtle">
-      <data key="hasPet">1</data>
-    </edge>
-    <edge source="u1933" target="cat">
-      <data key="hasPet">1</data>
-    </edge>
-    <edge source="u1935" target="dog">
-      <data key="hasPet">1</data>
-    </edge>
-    <edge source="u1938" target="bird">
-      <data key="hasPet">1</data>
-    </edge>
-    <edge source="u1939" target="dog">
-      <data key="hasPet">1</data>
-    </edge>
-    <edge source="u1945" target="dog">
-      <data key="hasPet">1</data>
-    </edge>
-    <edge source="u1945" target="rodent">
-      <data key="hasPet">1</data>
-    </edge>
-    <edge source="u1949" target="spider">
-      <data key="hasPet">1</data>
-    </edge>
-    <edge source="u1959" target="dog">
-      <data key="hasPet">1</data>
-    </edge>
-    <edge source="u1961" target="cat">
-      <data key="hasPet">1</data>
-    </edge>
-    <edge source="u1961" target="dog">
-      <data key="hasPet">1</data>
-    </edge>
-    <edge source="u1962" target="dog">
-      <data key="hasPet">1</data>
-    </edge>
-    <edge source="u1964" target="dog">
-      <data key="hasPet">1</data>
-    </edge>
-    <edge source="u1967" target="bird">
-      <data key="hasPet">1</data>
-    </edge>
-    <edge source="u1967" target="dog">
-      <data key="hasPet">1</data>
-    </edge>
-    <edge source="u1969" target="dog">
-      <data key="hasPet">1</data>
-    </edge>
-    <edge source="u1970" target="fish">
-      <data key="hasPet">1</data>
-    </edge>
-    <edge source="u1970" target="hamster">
-      <data key="hasPet">1</data>
-    </edge>
-    <edge source="u1975" target="bird">
-      <data key="hasPet">1</data>
-    </edge>
-    <edge source="u1975" target="cat">
-      <data key="hasPet">1</data>
-    </edge>
-    <edge source="u1975" target="dog">
-      <data key="hasPet">1</data>
-    </edge>
-    <edge source="u1976" target="dog">
-      <data key="hasPet">1</data>
-    </edge>
-    <edge source="u1976" target="turtle">
-      <data key="hasPet">1</data>
-    </edge>
-    <edge source="u1978" target="horse">
-      <data key="hasPet">1</data>
-    </edge>
-    <edge source="u1980" target="dog">
-      <data key="hasPet">1</data>
-    </edge>
-    <edge source="u1981" target="bird">
-      <data key="hasPet">1</data>
-    </edge>
-    <edge source="u1982" target="dog">
-      <data key="hasPet">1</data>
-    </edge>
-    <edge source="u1999" target="dog">
-      <data key="hasPet">1</data>
-    </edge>
-    <edge source="u1999" target="turtle">
-      <data key="hasPet">1</data>
-    </edge>
-  </graph>
-</graphml>
diff --git a/benchmarks/pokec/generate_fixtures.py b/benchmarks/pokec/generate_fixtures.py
index 2ae7bd74..4060877d 100644
--- a/benchmarks/pokec/generate_fixtures.py
+++ b/benchmarks/pokec/generate_fixtures.py
@@ -8,10 +8,10 @@
 Usage (from repo root)::
 
   python benchmarks/pokec/generate_fixtures.py \\
-    --data-dir benchmarks/pokec/data --rungs 2k --write
+    --data-dir benchmarks/pokec/data --size 2k --write
 
   python benchmarks/pokec/generate_fixtures.py \\
-    --data-dir benchmarks/pokec/data --rungs 10k --write
+    --data-dir benchmarks/pokec/data --size 10k --write
 """
 from __future__ import annotations
 
@@ -62,7 +62,7 @@
     ("ryb", "fish"),
 )
 
-RUNG_N = {
+SIZE_N = {
     "2k": 2_000,
     "10k": 10_000,
 }
@@ -84,7 +84,7 @@
     },
 }
 
-
+# Convert a user's free-text pets field into sorted, normalized pet tokens.
 def _pets_from_text(text: str) -> list[str]:
     if not text or text.lower() == "null":
         return []
@@ -95,121 +95,214 @@ def _pets_from_text(text: str) -> list[str]:
             found.add(token)
     return sorted(found)
 
-
+ # Calculate the proportion of customers used in the original Pokec experiment.
 def _pick_customers(owners: list[int], n_users: int) -> list[int]:
     proportion = CUSTOMER_NUMER / CUSTOMER_DENOM
+    # Calculate how many customers this fixture should have based on its number of users.
+    # Always select at least 5 customers.
     target = max(5, round(proportion * n_users))
+    # We can never select more customers than the number of available pet owners.
     target = min(target, len(owners))
+    # If there are no available pet owners, there are no customers to select.
     if target == 0:
         return []
+    # Calculate how far apart customer selections should be in the sorted owners list.
     step = len(owners) / target
+    # Select 'target' customers evenly across the owners list.
     return [owners[int(i * step)] for i in range(target)]
 
-
+# Open a text file normally or through gzip depending on its extension.
 def _open_maybe_gzip(path: Path):
     if str(path).endswith(".gz"):
         return gzip.open(path, "rt", encoding="utf-8", errors="replace")
     return open(path, "r", encoding="utf-8", errors="replace")
 
 
-def load_profiles(profiles_path: Path, max_id: int | None = None) -> tuple[list[int], dict[int, list[str]], int]:
-    """Return (sorted user_ids, pets_by_id for kept ids, line_count).
-
-    If max_id is set, only profiles with user_id <= max_id are kept in pets_by_id;
-    all ids are still collected for sorting/selection (caller filters by N).
-    """
+def load_profiles(
+    profiles_path: Path,
+    max_id: int | None = None
+) -> tuple[list[int], dict[int, list[str]], int]:
+    # Store every valid Pokec user ID found in the profiles file.
     user_ids: list[int] = []
+    # Map users with recognized pets to their normalized pet categories.
+    # Example: {412: ["cat", "dog"], 789: ["fish"]}
     pets_by_id: dict[int, list[str]] = {}
-    lines = 0
+    # Count every line read so we can later verify that the full SNAP file was used.
+    line_count = 0
+    # Open the SNAP profiles file, supporting either .txt or .txt.gz.
     with _open_maybe_gzip(profiles_path) as fh:
-        for raw in fh:
-            lines += 1
-            # SNAP profiles may start with comment lines.
-            if raw.startswith("#"):
+        # Process one Pokec user profile at a time.
+        for line in fh:
+            # Count the raw profile line for SNAP dataset integrity verification.
+            line_count += 1
+            # Remove the newline and split the tab-separated profile into columns.
+            parts = line.rstrip("\n").split("\t")
+            # Skip malformed rows that do not contain a user ID.
+            if not parts or not parts[0]:
+                continue
+            try:
+                # Column 0 of the SNAP profile contains the user's numeric ID.
+                uid = int(parts[0])
+            except ValueError:
+                # Skip the row if its user ID cannot be converted to an integer.
                 continue
-            parts = raw.rstrip("\n").split("\t")
-            if not parts or parts[0] == "":
+            # Optionally ignore users whose IDs are above the requested maximum.
+            if max_id is not None and uid > max_id:
                 continue
-            uid = int(parts[0])
+            # Save this valid user ID as part of the available Pokec population.
             user_ids.append(uid)
+            # Column 13 contains the user's free-text pets information.
+            # Use an empty string if the row does not contain that column.
             pets_text = parts[13] if len(parts) > 13 else ""
-            if max_id is None or uid <= max_id:
-                pets = _pets_from_text(pets_text)
-                if pets:
-                    pets_by_id[uid] = pets
-    return user_ids, pets_by_id, lines
-
-
-def load_friend_edges(rel_path: Path, kept: set[int]) -> tuple[list[tuple[int, int]], int]:
+            # Convert the raw pets text into normalized categories such as
+            # "dog", "cat", "fish", etc.
+            pets = _pets_from_text(pets_text)
+            # Only users with at least one recognized pet are stored as pet owners.
+            if pets:
+                pets_by_id[uid] = pets
+    # Return:
+    # 1. every valid user ID,
+    # 2. pet ownership information for users with recognized pets,
+    # 3. total number of raw profile lines read.
+    return user_ids, pets_by_id, line_count
+
+def load_friend_edges(
+    rel_path: Path,
+    kept: set[int]
+) -> tuple[list[tuple[int, int]], int]:
+    """Read Pokec relationships and keep only edges between selected fixture users."""
+    # Store the friendship edges where both users belong to our selected fixture.
+    # Example: [(1, 412), (412, 789)]
     edges: list[tuple[int, int]] = []
+    # Count every raw line in the SNAP relationships file for integrity verification.
     lines = 0
+    # Open the SNAP relationships file, supporting either .txt or .txt.gz.
     with _open_maybe_gzip(rel_path) as fh:
+        # Process each relationship line in the original SNAP dataset.
         for raw in fh:
+            # Count every raw line so we can verify the complete SNAP file was read.
             lines += 1
+            # Ignore comment/header lines because they do not represent relationships.
             if raw.startswith("#"):
                 continue
+            # Split the line into its whitespace-separated values.
+            # The first two values represent the source and destination user IDs.
             parts = raw.split()
+            # Skip malformed lines that do not contain both user IDs.
             if len(parts) < 2:
                 continue
+            # Convert the source and destination user IDs from strings to integers.
             src, dst = int(parts[0]), int(parts[1])
+            # Only keep the friendship if BOTH users are part of our selected
+            # 2k or 10k fixture.
             if src in kept and dst in kept:
                 edges.append((src, dst))
+    # Return:
+    # 1. all friendship edges contained within our selected fixture,
+    # 2. the total number of raw relationship lines read.
     return edges, lines
 
 
-def build_rung(
+def build_size(
     profiles_path: Path,
     relationships_path: Path,
     n: int,
     verify_snap_counts: bool = True,
 ) -> dict:
-    # First pass: collect all ids, sort, take N smallest — then we know the
-    # id cutoff so a second pet-filter pass is unnecessary if we load pets for
-    # all profiles. Profiles is large; we load once and filter.
+    """Build one deterministic Pokec benchmark fixture containing n users."""
+    # Read the entire SNAP profiles file once.
+    # Returns all user IDs, pet information for users with recognized pets,
+    # and the total number of profile lines read.
     print(f"  reading profiles: {profiles_path}", file=sys.stderr)
-    all_ids, pets_all, profile_lines = load_profiles(profiles_path, max_id=None)
+    all_ids, pets_all, profile_lines = load_profiles(
+        profiles_path,
+        max_id=None
+    )
+    # If SNAP verification is enabled, make sure we read the expected
+    # number of rows from the original profiles dataset.
     if verify_snap_counts and profile_lines != EXPECTED_PROFILE_LINES:
         raise SystemExit(
             f"profiles line count {profile_lines} != expected {EXPECTED_PROFILE_LINES}"
         )
-
+    # Remove duplicate user IDs and sort them in ascending order.
+    # Sorting makes the user selection deterministic.
     all_ids_sorted = sorted(set(all_ids))
+    # Make sure the SNAP dataset contains enough unique users
+    # to construct the requested fixture size.
     if len(all_ids_sorted) < n:
         raise SystemExit(f"only {len(all_ids_sorted)} unique users; need {n}")
+    # Select the N smallest user IDs for this fixture.
+    # Example: n=10_000 selects the first 10,000 sorted Pokec user IDs.
     kept_ids = all_ids_sorted[:n]
+    # Convert the selected IDs to a set for fast membership checks.
+    # This is used when filtering profiles and friendship edges.
     kept = set(kept_ids)
+    # Store the largest selected user ID.
+    # This is currently used for the progress/debug message below.
     max_kept = kept_ids[-1]
-
-    pets_by_id = {uid: pets for uid, pets in pets_all.items() if uid in kept}
-    # Owners: kept users with ≥1 pet, sorted ascending.
+    # Keep pet information only for users included in this fixture.
+    # Example: if user 50,000 is not in a 2k fixture, discard their pet data.
+    pets_by_id = {
+        uid: pets
+        for uid, pets in pets_all.items()
+        if uid in kept
+    }
+    # Get the selected users who have at least one recognized pet.
+    # Sorting keeps customer selection and GraphML generation deterministic.
     owners = sorted(pets_by_id.keys())
+    # Choose the initial customer/relevance seed users from the pet owners.
+    # The number of customers is based on the original paper's proportion.
     customers = _pick_customers(owners, n)
-
-    # Pet token universe for this rung.
+    # Collect every unique pet category that appears in this fixture.
+    # These will later become pet nodes in the GraphML graph.
     pet_tokens: set[str] = set()
+    # Add each user's normalized pets to the set of pet categories.
     for pets in pets_by_id.values():
         pet_tokens.update(pets)
+    # Sort the pet categories so their output order is deterministic.
+    # Example: ["bird", "cat", "dog", "fish", ...]
     pet_tokens_sorted = sorted(pet_tokens)
-
-    print(f"  reading relationships (kept ≤ id {max_kept}): {relationships_path}", file=sys.stderr)
-    friend_edges, rel_lines = load_friend_edges(relationships_path, kept)
+    # Read the original SNAP relationships file and keep only friendships
+    # where both users belong to this fixture.
+    print(
+        f"  reading relationships (kept ≤ id {max_kept}): {relationships_path}",
+        file=sys.stderr
+    )
+    friend_edges, rel_lines = load_friend_edges(
+        relationships_path,
+        kept
+    )
+    # If SNAP verification is enabled, make sure the complete original
+    # relationships dataset contained the expected number of lines.
     if verify_snap_counts and rel_lines != EXPECTED_RELATIONSHIP_LINES:
         raise SystemExit(
             f"relationships line count {rel_lines} != expected {EXPECTED_RELATIONSHIP_LINES}"
         )
-
+    # Store the graph edges connecting users to the pets they own.
+    # Example: (412, "dog") represents u412 --hasPet--> dog.
     haspet_edges: list[tuple[int, str]] = []
-    for uid in owners:  # ascending owner id
-        for token in pets_by_id[uid]:  # already sorted
+    # Process pet owners in ascending user-ID order.
+    for uid in owners:
+        # Each user's pet list is already sorted.
+        for token in pets_by_id[uid]:
+            # Create one hasPet edge for this user/pet combination.
             haspet_edges.append((uid, token))
-
+    # Return all information needed to write and validate the fixture.
     return {
+        # Requested fixture population size.
         "n": n,
+        # The actual user IDs included in the fixture.
         "kept_ids": kept_ids,
+        # Friendship relationships between selected users.
         "friend_edges": friend_edges,
+        # User-to-pet relationships.
         "haspet_edges": haspet_edges,
+        # Unique pet categories that need to exist as graph nodes.
         "pet_tokens": pet_tokens_sorted,
+        # Users that begin as the customer/relevance seeds.
         "customers": customers,
+        # Summary statistics used to validate that fixture generation
+        # still matches the banked benchmark specification.
         "counts": {
             "users": len(kept_ids),
             "friend_edges": len(friend_edges),
@@ -220,138 +313,268 @@ def build_rung(
     }
 
 
-def write_graphml(path: Path, rung: dict) -> None:
-    """Write deterministic GraphML: users asc, pets sorted; friends SNAP order; hasPet owner asc."""
+def write_graphml(path: Path, fixture: dict) -> None:
+    """Write the generated Pokec fixture to a deterministic GraphML file."""
+    # Make sure the directory where the GraphML file will be saved exists.
+    # parents=True creates any missing parent directories.
+    # exist_ok=True prevents an error if the directory already exists.
     path.parent.mkdir(parents=True, exist_ok=True)
+    # Create a short alias for the XML escaping function.
+    # This makes strings safe to place inside XML.
+    # Example: "cats & dogs" becomes "cats &amp; dogs".
     esc = saxutils.escape
+    # Open the output GraphML file for writing as UTF-8 text.
+    # newline="\n" ensures consistent line endings across operating systems.
     with open(path, "w", encoding="utf-8", newline="\n") as fh:
+        # Write the standard XML declaration at the top of the file.
         fh.write("<?xml version='1.0' encoding='utf-8'?>\n")
+        # Start the GraphML document and declare the standard GraphML XML namespaces.
         fh.write(
             '<graphml xmlns="http://graphml.graphdrawing.org/xmlns" '
             'xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance" '
             'xsi:schemaLocation="http://graphml.graphdrawing.org/xmlns '
             'http://graphml.graphdrawing.org/xmlns/1.0/graphml.xsd">\n'
         )
-        fh.write('  <key id="friend" for="edge" attr.name="friend" attr.type="long" />\n')
-        fh.write('  <key id="hasPet" for="edge" attr.name="hasPet" attr.type="long" />\n')
+        # Define "friend" as an edge attribute.
+        # PyReason will later recognize edges carrying this attribute as friend relations.
+        fh.write(
+            '  <key id="friend" for="edge" '
+            'attr.name="friend" attr.type="long" />\n'
+        )
+        # Define "hasPet" as another edge attribute.
+        # These edges connect users to their normalized pet-category nodes.
+        fh.write(
+            '  <key id="hasPet" for="edge" '
+            'attr.name="hasPet" attr.type="long" />\n'
+        )
+        # Start the actual graph.
+        # edgedefault="directed" means every edge has a source and a target direction.
         fh.write('  <graph edgedefault="directed">\n')
-        for uid in rung["kept_ids"]:
+        # Write one graph node for every selected Pokec user.
+        # User IDs are prefixed with "u" to distinguish users from pet nodes.
+        # Example: user 412 becomes <node id="u412" />.
+        for uid in fixture["kept_ids"]:
             fh.write(f'    <node id="u{uid}" />\n')
-        for token in rung["pet_tokens"]:
+        # Write one graph node for every unique pet category in the fixture.
+        # Example: "dog" becomes <node id="dog" />.
+        # esc() protects the token in case it contains XML-special characters.
+        for token in fixture["pet_tokens"]:
             fh.write(f'    <node id="{esc(token)}" />\n')
-        for src, dst in rung["friend_edges"]:
-            fh.write(f'    <edge source="u{src}" target="u{dst}">\n')
+        # Write every friendship relationship between selected Pokec users.
+        for src, dst in fixture["friend_edges"]:
+            # Create the directed edge from the source user to the destination user.
+            # Example: (12, 50) becomes u12 -> u50.
+            fh.write(
+                f'    <edge source="u{src}" target="u{dst}">\n'
+            )
+            # Mark this edge as a "friend" relationship with value 1.
             fh.write('      <data key="friend">1</data>\n')
+            # Close this friendship edge.
             fh.write("    </edge>\n")
-        for uid, token in rung["haspet_edges"]:
-            fh.write(f'    <edge source="u{uid}" target="{esc(token)}">\n')
+        # Write every relationship between a user and a pet category they own.
+        for uid, token in fixture["haspet_edges"]:
+            # Create a directed edge from the user to the pet node.
+            # Example: (412, "dog") becomes u412 -> dog.
+            fh.write(
+                f'    <edge source="u{uid}" target="{esc(token)}">\n'
+            )
+            # Mark this edge as a "hasPet" relationship with value 1.
             fh.write('      <data key="hasPet">1</data>\n')
+            # Close this hasPet edge.
             fh.write("    </edge>\n")
+        # Close the graph itself.
         fh.write("  </graph>\n")
+        # Close the GraphML document.
         fh.write("</graphml>\n")
 
-
+#Just writes the array of the customers to a JSON file.
 def write_customers(path: Path, customers: list[int]) -> None:
     path.parent.mkdir(parents=True, exist_ok=True)
     path.write_text(json.dumps(customers, indent=2) + "\n", encoding="utf-8")
 
 
-def assert_counts(rung_name: str, counts: dict) -> None:
-    expected = EXPECTED_COUNTS.get(rung_name)
+def assert_counts(size_name: str, counts: dict) -> None:
+    """Verify that the generated fixture counts match the banked expected counts."""
+    # Get the expected counts for this fixture size from EXPECTED_COUNTS.
+    # Example: size_name="10k" gets the expected users, friendships,
+    # hasPet edges, and customer count for the 10k fixture.
+    expected = EXPECTED_COUNTS.get(size_name)
+    # If there are no expected counts stored for this size,
+    # there is nothing to validate, so exit the function.
     if expected is None:
         return
+    # Check each important property of the generated fixture.
     for key in ("users", "friend_edges", "haspet_edges", "customers"):
+        # Get the previously verified/banked expected value for this property.
+        # Example: for 10k and "friend_edges", banked = 121_716.
         banked = expected.get(key)
+        # If this particular property does not have a banked expected value,
+        # skip its validation.
         if banked is None:
             continue
+        # Compare the newly generated count against the verified expected count.
         if counts[key] != banked:
+            # Stop fixture generation immediately if the counts differ.
+            # A mismatch means the generated benchmark is no longer identical
+            # to the benchmark specification we previously verified.
             raise SystemExit(
-                f"{rung_name} {key}={counts[key]} != banked {banked} — "
+                f"{size_name} {key}={counts[key]} != banked {banked} — "
                 "fixture generation diverged from the verified spec"
             )
 
 
 def _parse_args():
+    """Define and parse the command-line options for the fixture generator."""
+    # Create the command-line argument parser.
+    # description=__doc__ uses the file's top-level docstring as the
+    # description shown when running the script with --help.
     p = argparse.ArgumentParser(description=__doc__)
+    # Define where the original downloaded SNAP Pokec data is located.
+    # The value is converted into a Path object automatically.
+    # If --data-dir is not provided, use benchmarks/pokec/data.
     p.add_argument(
         "--data-dir",
         type=Path,
         default=Path("benchmarks/pokec/data"),
         help="Directory with soc-pokec-*.txt.gz",
     )
+    # Define where the generated benchmark fixture files should be saved.
+    # This directory will contain the GraphML graph and customers JSON.
+    # If --out-dir is not provided, use benchmarks/pokec/fixtures.
     p.add_argument(
         "--out-dir",
         type=Path,
         default=Path("benchmarks/pokec/fixtures"),
         help="Where to write GraphML + customers JSON",
     )
+    # Define which fixture size or sizes should be generated.
+    # nargs="+" allows the user to provide one or more sizes.
+    # choices restricts the values to the sizes defined in SIZE_N.
+    # If no --size is provided, generate only the 2k fixture.
     p.add_argument(
-        "--rungs",
+        "--size",
         nargs="+",
-        choices=sorted(RUNG_N.keys()),
+        choices=sorted(SIZE_N.keys()),
         default=["2k"],
-        help="Which fixture rungs to build",
+        help="Which fixture size(s) to build (2k, 10k)",
     )
+    # Add an optional --write flag.
+    # If --write is present, save the generated GraphML and customers JSON.
+    # If it is absent, build/validate the fixture without writing those files.
     p.add_argument(
         "--write",
         action="store_true",
         help="Write GraphML + customers JSON (otherwise only print counts)",
     )
+    # Add an optional debugging flag that disables the exact SNAP
+    # source-file line-count verification.
+    # By default, SNAP verification remains enabled.
     p.add_argument(
         "--skip-snap-verify",
         action="store_true",
         help="Skip exact SNAP line-count checks (debug only)",
     )
+    # Read the arguments supplied in the terminal and return them
+    # as an argparse Namespace object.
     return p.parse_args()
 
 
 def main() -> int:
+    """Run the complete Pokec fixture generation and validation process."""
+    # Read the command-line arguments provided by the user.
+    # This gives us the data directory, output directory, requested sizes,
+    # whether to write files, and whether SNAP verification should be skipped.
     args = _parse_args()
+    # Build the expected path to the compressed SNAP profiles file.
     profiles = args.data_dir / "soc-pokec-profiles.txt.gz"
+    # Build the expected path to the compressed SNAP relationships file.
     relationships = args.data_dir / "soc-pokec-relationships.txt.gz"
+    # If the compressed profiles file does not exist,
+    # try using the uncompressed .txt version instead.
     if not profiles.exists():
-        # Allow uncompressed fallback.
         profiles = args.data_dir / "soc-pokec-profiles.txt"
+    # If the compressed relationships file does not exist,
+    # try using the uncompressed .txt version instead.
     if not relationships.exists():
         relationships = args.data_dir / "soc-pokec-relationships.txt"
+    # After checking both compressed and uncompressed versions,
+    # stop if either required SNAP source file still cannot be found.
     if not profiles.exists() or not relationships.exists():
         raise SystemExit(
             f"SNAP files not found under {args.data_dir}. "
             "Download soc-pokec-profiles.txt.gz and "
             "soc-pokec-relationships.txt.gz from SNAP."
         )
-
-    for rung_name in args.rungs:
-        n = RUNG_N[rung_name]
-        print(f"=== building {rung_name} (N={n}) ===", file=sys.stderr)
-        rung = build_rung(
+    # Build each fixture size requested through --size.
+    # Example: --size 2k 10k causes this loop to run twice.
+    for size_name in args.size:
+        # Convert the size name into its actual number of users.
+        # Example: "2k" -> 2,000 and "10k" -> 10,000.
+        n = SIZE_N[size_name]
+        # Print which fixture is currently being generated.
+        print(f"=== building {size_name} (N={n}) ===", file=sys.stderr)
+        # Build the complete fixture in memory from the SNAP profiles
+        # and relationships files.
+        fixture = build_size(
             profiles,
             relationships,
             n,
+            # SNAP integrity verification is enabled by default.
+            # It is disabled only if --skip-snap-verify was provided.
             verify_snap_counts=not args.skip_snap_verify,
         )
-        counts = rung["counts"]
-        print(json.dumps({"rung": rung_name, **counts}, indent=2))
-        assert_counts(rung_name, counts)
-
-        # On first 2k generation, print the values to bank into EXPECTED_COUNTS.
-        banked = EXPECTED_COUNTS.get(rung_name, {})
-        if any(banked.get(k) is None for k in ("friend_edges", "haspet_edges", "customers")):
+        # Extract the summary counts produced by build_size().
+        # These include users, friendship edges, hasPet edges,
+        # customers, and pet tokens.
+        counts = fixture["counts"]
+        # Print the generated fixture counts in readable JSON format.
+        print(json.dumps({"size": size_name, **counts}, indent=2))
+        # Compare the newly generated counts against the previously
+        # verified values stored in EXPECTED_COUNTS.
+        assert_counts(size_name, counts)
+        # Get the banked expected counts for this fixture size.
+        # If the size has no entry yet, use an empty dictionary.
+        banked = EXPECTED_COUNTS.get(size_name, {})
+        # Check whether any important expected count has not yet been banked.
+        # This is useful when generating a new fixture size for the first time.
+        if any(
+            banked.get(k) is None
+            for k in ("friend_edges", "haspet_edges", "customers")
+        ):
+            # Print the newly generated values so they can be manually
+            # reviewed and added to EXPECTED_COUNTS as reference values.
             print(
-                f"NOTE: bank these into EXPECTED_COUNTS[{rung_name!r}]: "
+                f"NOTE: bank these into EXPECTED_COUNTS[{size_name!r}]: "
                 f"friend_edges={counts['friend_edges']}, "
                 f"haspet_edges={counts['haspet_edges']}, "
                 f"customers={counts['customers']}",
                 file=sys.stderr,
             )
-
+        # Only create the actual fixture files if --write was provided.
         if args.write:
-            graphml = args.out_dir / f"pokec-{rung_name}.graphml"
-            customers_path = args.out_dir / f"pokec-{rung_name}-customers.json"
-            write_graphml(graphml, rung)
-            write_customers(customers_path, rung["customers"])
-            print(f"wrote {graphml} and {customers_path}", file=sys.stderr)
-
+            # Build the output path for the GraphML graph.
+            # Example: benchmarks/pokec/fixtures/pokec-10k.graphml
+            graphml = args.out_dir / f"pokec-{size_name}.graphml"
+            # Build the output path for the customer seed JSON.
+            # Example: benchmarks/pokec/fixtures/pokec-10k-customers.json
+            customers_path = (
+                args.out_dir / f"pokec-{size_name}-customers.json"
+            )
+            # Write the users, pets, friendship edges, and hasPet edges
+            # from the fixture into the GraphML file.
+            write_graphml(graphml, fixture)
+            # Write the selected customer/relevance seed IDs
+            # into their separate JSON file.
+            write_customers(
+                customers_path,
+                fixture["customers"]
+            )
+            # Confirm which files were successfully written.
+            print(
+                f"wrote {graphml} and {customers_path}",
+                file=sys.stderr
+            )
+    # Return 0 to indicate that fixture generation completed successfully.
     return 0
 
 
diff --git a/benchmarks/pokec/run_bench.py b/benchmarks/pokec/run_bench.py
index 8f4c8690..b43c0b85 100644
--- a/benchmarks/pokec/run_bench.py
+++ b/benchmarks/pokec/run_bench.py
@@ -9,7 +9,7 @@
   python benchmarks/pokec/run_bench.py \\
     --fixture benchmarks/pokec/fixtures/pokec-2k.graphml \\
     --customers benchmarks/pokec/fixtures/pokec-2k-customers.json \\
-    --repeats 3 --band pokec-2k --out pokec-2k-report.json
+    --repeats 3 --type pokec-2k --out pokec-2k-report.json
 
 Child mode is internal (``--child``); do not invoke directly from CI.
 """
@@ -30,45 +30,107 @@
 
 
 def _parse_args(argv=None):
+    """Define and parse the command-line options for the Pokec benchmark runner."""
+    # Create the command-line argument parser.
+    # The script's top-level docstring is used as the --help description.
     p = argparse.ArgumentParser(description=__doc__)
-    p.add_argument("--fixture", type=Path, required=True)
-    p.add_argument("--customers", type=Path, required=True)
-    p.add_argument("--repeats", type=int, default=3)
-    p.add_argument("--band", choices=("pokec-2k", "pokec-10k"), required=True)
-    p.add_argument("--out", type=Path, default=Path("pokec-report.json"))
-    p.add_argument("--baselines", type=Path, default=DEFAULT_BASELINES)
+    # Path to the GraphML fixture that PyReason will load and reason over.
+    # This argument is required.
+    p.add_argument(
+        "--fixture",
+        type=Path,
+        required=True
+    )
+    # Path to the JSON file containing the initial customer user IDs.
+    # These users receive the initial relevance facts.
+    # This argument is required.
+    p.add_argument(
+        "--customers",
+        type=Path,
+        required=True
+    )
+    # Number of independent timed benchmark runs to perform.
+    # By default, run the benchmark 3 times.
+    p.add_argument(
+        "--repeats",
+        type=int,
+        default=3
+    )
+    # Name of the benchmark size being tested.
+    # Only the 2k and 10k Pokec benchmark types are allowed.
+    # This determines which baseline values are used later for validation.
+    p.add_argument(
+        "--type",
+        choices=("pokec-2k", "pokec-10k"),
+        required=True
+    )
+    # Path where the final benchmark report JSON should be written.
+    # If not specified, write pokec-report.json in the current directory.
+    p.add_argument(
+        "--out",
+        type=Path,
+        default=Path("pokec-report.json")
+    )
+    # Path to the JSON file containing the expected semantic and
+    # performance baseline values for each benchmark type.
+    # By default, use benchmarks/pokec/baselines.json.
+    p.add_argument(
+        "--baselines",
+        type=Path,
+        default=DEFAULT_BASELINES
+    )
+    # Internal flag used when the parent benchmark process launches
+    # a fresh child process to perform one individual measurement.
+    # Users/CI normally should not invoke --child directly.
     p.add_argument(
         "--child",
         action="store_true",
         help="Run one measurement in this process and print JSON to stdout",
     )
+    # Optional debugging flag that prevents the parent from running
+    # the initial untimed warmup process.
     p.add_argument(
         "--skip-warmup",
         action="store_true",
         help="Skip the untimed warmup child (debug only)",
     )
+    # Parse the supplied arguments and return them as an argparse Namespace.
     return p.parse_args(argv)
 
 
 def _run_program(fixture: Path, customers_path: Path) -> dict:
-    """Execute the paper program once; return timed windows + relevance_rows."""
-    customers = json.loads(customers_path.read_text(encoding="utf-8"))
-
+    """Run one complete Pokec reasoning benchmark and return timing + correctness data."""
+    # Read the customer seed IDs from the JSON file.
+    # Example: [1, 412, 789, 1168, 1566]
+    customers = json.loads(
+        customers_path.read_text(encoding="utf-8")
+    )
+    # Start timing how long importing PyReason takes.
     t_import0 = time.perf_counter()
-    import pyreason as pr  # noqa: WPS433 — timed deliberately
-
+    # Import PyReason inside the timed section so import cost can be reported separately.
+    import pyreason as pr
+    # Calculate total PyReason import time.
     import_s = time.perf_counter() - t_import0
-
+    # Start timing benchmark setup:
+    # graph loading, rule creation, and initial customer facts.
     t_setup0 = time.perf_counter()
+    # Disable verbose PyReason logging so console output does not interfere with the benchmark.
     pr.settings.verbose = False
-    # filter_and_sort_nodes needs store_interpretation_changes (default True).
+    # Load the generated Pokec GraphML fixture into PyReason.
+    # This contains the selected users, friendship edges, and hasPet edges.
     pr.load_graphml(str(fixture))
+    # Add rule 1:
+    # If y is fully relevant [1,1] and x is a friend of y,
+    # then x becomes partially relevant [0.6,1] one timestep later.
     pr.add_rule(
         pr.Rule(
             "relevance(x) : [0.6,1] <-1 relevance(y):[1,1], friend(x,y):[1,1]",
             "relevance_friend_rule",
         )
     )
+    # Add rule 2:
+    # If y is fully relevant, x is y's friend, and x and y share a pet,
+    # then x becomes fully relevant [1,1] one timestep later.
     pr.add_rule(
         pr.Rule(
             "relevance(x) : [1,1] <-1 relevance(y):[1,1], friend(x,y):[1,1], "
@@ -76,25 +138,54 @@ def _run_program(fixture: Path, customers_path: Path) -> dict:
             "relevance_same_pet_rule",
         )
     )
+    # Add the selected customers as initial relevance facts.
+    # Every customer starts fully relevant from timestep 0 through timestep 8.
     for i, uid in enumerate(customers):
-        pr.add_fact(pr.Fact(f"relevance(u{uid})", f"customer_{i}", 0, 8))
+        pr.add_fact(
+            pr.Fact(
+                f"relevance(u{uid})",
+                f"customer_{i}",
+                0,
+                8,
+            )
+        )
+    # Record how long benchmark setup took.
     setup_s = time.perf_counter() - t_setup0
-
+    # Start timing only the reasoning engine.
+    # This is the main performance number used for regression detection.
     t_reason0 = time.perf_counter()
+    # Run PyReason for 8 timesteps and store the resulting interpretation.
     interpretation = pr.reason(timesteps=8)
+    # Record the total reasoning runtime.
     reason_s = time.perf_counter() - t_reason0
-
-    df_list = pr.filter_and_sort_nodes(interpretation, ["relevance"])
+    # Extract the relevance results from the interpretation for each timestep.
+    df_list = pr.filter_and_sort_nodes(
+        interpretation,
+        ["relevance"]
+    )
+    # Take the final timestep's relevance table.
+    # If no result tables exist, use None.
     final_df = df_list[-1] if df_list else None
-    relevance_rows = 0 if final_df is None else int(len(final_df))
-
+    # Count how many nodes have a relevance result at the final timestep.
+    # This is used as a semantic correctness check.
+    relevance_rows = (
+        0
+        if final_df is None
+        else int(len(final_df))
+    )
+    # Try to record the installed PyReason version for the benchmark report.
     try:
         import pyreason as _pr_mod
-
-        pyreason_version = getattr(_pr_mod, "__version__", "unknown")
-    except Exception:  # noqa: BLE001
+        pyreason_version = getattr(
+            _pr_mod,
+            "__version__",
+            "unknown",
+        )
+    # If version detection fails for any reason, continue the benchmark
+    # and report the version as unknown instead of failing.
+    except Exception:
         pyreason_version = "unknown"
-
+    # Return all measurements and identifying information for this run.
     return {
         "import_s": import_s,
         "setup_s": setup_s,
@@ -106,152 +197,270 @@ def _run_program(fixture: Path, customers_path: Path) -> dict:
 
 
 def _spawn_child(args, warmup: bool = False) -> dict:
+    """Launch one fresh benchmark subprocess and return its JSON result."""
+    # Build the exact terminal command that the child Python process will run.
     cmd = [
+        # Use the same Python executable that is running the parent process.
         sys.executable,
+        # Run this same run_bench.py file again.
         str(Path(__file__).resolve()),
+        # Tell the new process that it is a child measurement,
+        # not the main parent/controller process.
         "--child",
+        # Pass the GraphML fixture path to the child.
         "--fixture",
         str(args.fixture),
+        # Pass the customer seed JSON path to the child.
         "--customers",
         str(args.customers),
-        "--band",
-        args.band,
+        # Pass which benchmark type/size is being tested.
+        "--type",
+        args.type,
+        # A child performs exactly one measurement.
         "--repeats",
         "1",
+        # The child does not need to write a report file.
+        # Its result will be returned to the parent through stdout instead.
         "--out",
         os.devnull,
     ]
+    # Copy the parent's environment variables so the child starts
+    # with the same general execution environment.
     env = os.environ.copy()
+    # Fix Python's hash randomization seed so each child process
+    # uses the same hash behavior.
     env["PYTHONHASHSEED"] = "0"
-    # Ensure repo root is importable when running from a checkout.
+    # Find the root directory of the PyReason repository.
+    # run_bench.py is under benchmarks/pokec/, so parents[2]
+    # moves back up to the repository root.
     repo_root = Path(__file__).resolve().parents[2]
+    # Add the repository root to PYTHONPATH so the child process
+    # can import the PyReason code from the current checkout.
     env["PYTHONPATH"] = os.pathsep.join(
         [str(repo_root), env.get("PYTHONPATH", "")]
     ).rstrip(os.pathsep)
+    # Label the child as either a warmup run or a timed run
+    # for readable console output.
     label = "warmup" if warmup else "timed"
+    # Print what kind of child process is about to start.
+    # flush=True forces the message to appear immediately.
     print(f"  spawning {label} child …", flush=True)
+    # Launch the child process and wait for it to finish.
     proc = subprocess.run(
         cmd,
+        # Do not automatically raise an exception on nonzero exit;
+        # handle failure manually below so stderr/stdout can be shown.
         check=False,
+        # Capture the child's stdout and stderr instead of printing
+        # them directly to the parent's terminal.
         capture_output=True,
+        # Return stdout/stderr as normal strings instead of bytes.
         text=True,
+        # Run the child using the environment configured above.
         env=env,
     )
+    # If the child process failed, print its captured output
+    # and stop the parent benchmark with an error.
     if proc.returncode != 0:
         sys.stderr.write(proc.stderr or "")
         sys.stderr.write(proc.stdout or "")
-        raise SystemExit(f"child failed with exit {proc.returncode}")
-    # Child prints a single JSON object on stdout (may have trailing noise).
+        raise SystemExit(
+            f"child failed with exit {proc.returncode}"
+        )
+    # The child prints its result as JSON to stdout.
+    # Take the final output line in case PyReason printed extra text first.
     line = proc.stdout.strip().splitlines()[-1]
+    # Convert the JSON string back into a Python dictionary
+    # and return the child's benchmark result to the parent.
     return json.loads(line)
 
-
 def _median(xs):
+    # Return the median value of the list as a float.
+    # If the list is empty, return None instead.
     return float(statistics.median(xs)) if xs else None
 
 
-def _load_baselines(path: Path) -> dict:
-    if not path.exists():
-        raise SystemExit(f"baselines file not found: {path}")
-    return json.loads(path.read_text(encoding="utf-8"))
-
-
-def _evaluate(band: str, report: dict, baselines: dict) -> list[str]:
-    """Return list of failure messages (empty ⇒ pass)."""
+def _evaluate(type_name: str, report: dict, baselines: dict) -> list[str]:
+    """Compare benchmark results against expected baselines and return any failures."""
+    # Store any correctness or performance failures found during evaluation.
+    # If this list stays empty, the benchmark passes.
     failures: list[str] = []
-    bank = baselines.get(band) or {}
+    # Get the saved baseline values for this benchmark type.
+    # Example: "pokec-2k" -> its expected relevance_rows and reason_s_max.
+    # If the type does not exist in baselines, use an empty dictionary.
+    bank = baselines.get(type_name) or {}
+    # Get the expected number of final relevance rows from the baseline.
     expected_rows = bank.get("relevance_rows")
+    # Get the median relevance-row count observed in the current benchmark runs.
     observed_rows = report["medians"]["relevance_rows"]
+    # If no expected relevance count has been saved yet,
+    # do not fail. Add a note saying this value still needs to be banked.
     if expected_rows is None:
         report.setdefault("notes", []).append(
-            f"{band}: relevance_rows not banked yet (observed {observed_rows}); "
+            f"{type_name}: relevance_rows not banked yet (observed {observed_rows}); "
             "commit that value to baselines.json after a deliberate measurement run"
         )
+    # If an expected count exists but the new benchmark produced a different
+    # number of relevance rows, treat this as a correctness/semantic failure.
     elif observed_rows != expected_rows:
         failures.append(
-            f"{band}: relevance_rows mismatch — expected {expected_rows}, "
+            f"{type_name}: relevance_rows mismatch — expected {expected_rows}, "
             f"got {observed_rows} (semantics change; hard fail)"
         )
-
+    # Get the maximum allowed reasoning time for this benchmark type.
     reason_max = bank.get("reason_s_max")
+    # Get the median reasoning time measured in the current benchmark runs.
     observed_reason = report["medians"]["reason_s"]
+    # If no performance threshold has been saved yet,
+    # do not fail the benchmark. Add a note saying a threshold must be established.
     if reason_max is None:
-        # Timing threshold not banked yet — do not fail the job on speed.
         report.setdefault("notes", []).append(
-            f"{band}: reason_s_max not banked; median reason_s={observed_reason:.4f}s "
+            f"{type_name}: reason_s_max not banked; median reason_s={observed_reason:.4f}s "
             "(record after 3× workflow_dispatch, threshold = 2× worst median)"
         )
+    # If the measured median reasoning time exceeds the allowed maximum,
+    # record a performance-regression failure.
     elif observed_reason > reason_max:
         failures.append(
-            f"{band}: reason_s {observed_reason:.4f}s exceeds threshold "
+            f"{type_name}: reason_s {observed_reason:.4f}s exceeds threshold "
             f"{reason_max:.4f}s — may be a real regression or runner noise; "
             "re-run once before investigating"
         )
+    # Return all failures found.
+    # Empty list [] means the benchmark passed these checks.
     return failures
 
-
 def _parent_main(args) -> int:
+    """Run the full benchmark workflow in parent mode and return an exit code."""
+    # Load the expected correctness and performance baselines
+    # from baselines.json.
     baselines = _load_baselines(args.baselines)
+    # Stop immediately if the GraphML fixture file does not exist.
     if not args.fixture.exists():
         raise SystemExit(f"fixture not found: {args.fixture}")
+    # Stop immediately if the customer seed JSON file does not exist.
     if not args.customers.exists():
         raise SystemExit(f"customers not found: {args.customers}")
-
+    # Run one untimed child process first unless warmup was explicitly skipped.
+    # This helps keep first-run compilation/cache effects out of measured runs.
     if not args.skip_warmup:
         _spawn_child(args, warmup=True)
-
+    # Store the result dictionary from each timed child process.
     runs = []
+    # Launch the requested number of fresh timed child processes.
     for i in range(args.repeats):
+        # Print progress such as "timed run 1/3".
         print(f"  timed run {i + 1}/{args.repeats}", flush=True)
+        # Run one benchmark measurement in a fresh child process
+        # and save its returned timing/correctness data.
         runs.append(_spawn_child(args, warmup=False))
-
+    # Build the final benchmark report using all measured runs.
     report = {
-        "band": args.band,
+        # Record which benchmark type was executed.
+        "type": args.type,
+        # Record which GraphML fixture was used.
         "fixture": str(args.fixture),
+        # Record which customer seed file was used.
         "customers": str(args.customers),
+        # Record how many timed benchmark runs were performed.
         "repeats": args.repeats,
+        # Store the complete raw result from every timed child.
         "runs": runs,
+        # Calculate one representative median value for each metric.
         "medians": {
+            # Median PyReason import time across all measured runs.
             "import_s": _median([r["import_s"] for r in runs]),
+            # Median graph/rule/fact setup time.
             "setup_s": _median([r["setup_s"] for r in runs]),
+            # Median actual reasoning time.
+            # This is the main performance metric.
             "reason_s": _median([r["reason_s"] for r in runs]),
-            "relevance_rows": int(statistics.median([r["relevance_rows"] for r in runs])),
+            # Median final relevance-row count.
+            # Normally every run should already have exactly the same count.
+            "relevance_rows": int(
+                statistics.median(
+                    [r["relevance_rows"] for r in runs]
+                )
+            ),
         },
-        "python": runs[0]["python"] if runs else sys.version.split()[0],
-        "pyreason": runs[0].get("pyreason", "unknown") if runs else "unknown",
+        # Record the Python version used by the child processes.
+        # If no runs somehow exist, fall back to the parent Python version.
+        "python": (
+            runs[0]["python"]
+            if runs
+            else sys.version.split()[0]
+        ),
+        # Record the PyReason version reported by the first child.
+        # If unavailable, use "unknown".
+        "pyreason": (
+            runs[0].get("pyreason", "unknown")
+            if runs
+            else "unknown"
+        ),
+        # Start with an empty list for informational notes.
         "notes": [],
     }
-
-    # All repeats must agree on relevance_rows (determinism).
+    # Collect all distinct relevance-row counts returned by the repeated runs.
+    # Example: {1573} means every run agreed.
     row_set = {r["relevance_rows"] for r in runs}
+    # If more than one different relevance-row count exists,
+    # note that the benchmark was not deterministic.
     if len(row_set) != 1:
-        report["notes"].append(f"relevance_rows disagreed across runs: {sorted(row_set)}")
-
-    failures = _evaluate(args.band, report, baselines)
-    # Also fail if repeats disagreed on rows.
+        report["notes"].append(
+            f"relevance_rows disagreed across runs: {sorted(row_set)}"
+        )
+    # Compare the median benchmark results against the saved baselines.
+    # This checks both correctness and performance.
+    failures = _evaluate(
+        args.type,
+        report,
+        baselines
+    )
+    # Independently fail the benchmark if repeated runs produced
+    # different relevance-row counts.
     if len(row_set) != 1:
-        failures.append(f"non-deterministic relevance_rows across repeats: {sorted(row_set)}")
-
+        failures.append(
+            f"non-deterministic relevance_rows across repeats: "
+            f"{sorted(row_set)}"
+        )
+    # The benchmark passes only when there are no failure messages.
     report["pass"] = len(failures) == 0
+    # Store all failure messages in the final report.
     report["failures"] = failures
-
-    args.out.parent.mkdir(parents=True, exist_ok=True)
-    args.out.write_text(json.dumps(report, indent=2) + "\n", encoding="utf-8")
-
+    # Make sure the parent directory for the output report exists.
+    args.out.parent.mkdir(
+        parents=True,
+        exist_ok=True
+    )
+    # Write the complete benchmark report to JSON.
+    args.out.write_text(
+        json.dumps(report, indent=2) + "\n",
+        encoding="utf-8"
+    )
+    # Create a short alias to the median metrics for easier printing.
     med = report["medians"]
+    # Convert the boolean pass result into a readable status string.
     status = "PASS" if report["pass"] else "FAIL"
+    # Print a one-line benchmark summary.
     print(
-        f"{status} {args.band}: reason_s_med={med['reason_s']:.4f}s "
-        f"setup_s_med={med['setup_s']:.4f}s import_s_med={med['import_s']:.4f}s "
-        f"relevance_rows={med['relevance_rows']} → {args.out}"
+        f"{status} {args.type}: "
+        f"reason_s_med={med['reason_s']:.4f}s "
+        f"setup_s_med={med['setup_s']:.4f}s "
+        f"import_s_med={med['import_s']:.4f}s "
+        f"relevance_rows={med['relevance_rows']} "
+        f"→ {args.out}"
     )
+    # Print any informational notes.
     for msg in report.get("notes", []):
         print(f"NOTE: {msg}")
+    # Print each failure message to stderr.
     for msg in failures:
         print(f"FAIL: {msg}", file=sys.stderr)
+    # Return exit code 0 when the benchmark passes.
+    # Return exit code 1 when it fails.
+    # GitHub Actions uses this exit code to decide whether the job is green or red.
     return 0 if report["pass"] else 1
 
-
 def main(argv=None) -> int:
     args = _parse_args(argv)
     if args.child:
@@ -261,6 +470,5 @@ def main(argv=None) -> int:
         return 0
     return _parent_main(args)
 
-
 if __name__ == "__main__":
     raise SystemExit(main())

From a9de6567e2a3cbfbefa5c5a5b34a5271b2d34a60 Mon Sep 17 00:00:00 2001
From: BAF1927 <brunoarriola83@gmail.com>
Date: Wed, 19 Aug 2026 10:09:24 -0400
Subject: [PATCH 7/9] Fixed accidental function deletion

---
 benchmarks/pokec/run_bench.py | 7 +++++++
 1 file changed, 7 insertions(+)

diff --git a/benchmarks/pokec/run_bench.py b/benchmarks/pokec/run_bench.py
index b43c0b85..57b22743 100644
--- a/benchmarks/pokec/run_bench.py
+++ b/benchmarks/pokec/run_bench.py
@@ -280,6 +280,13 @@ def _median(xs):
     return float(statistics.median(xs)) if xs else None
 
 
+def _load_baselines(path: Path) -> dict:
+    """Read baselines.json and return it as a dictionary."""
+    if not path.exists():
+        raise SystemExit(f"baselines file not found: {path}")
+    return json.loads(path.read_text(encoding="utf-8"))
+
+
 def _evaluate(type_name: str, report: dict, baselines: dict) -> list[str]:
     """Compare benchmark results against expected baselines and return any failures."""
     # Store any correctness or performance failures found during evaluation.

From 6a274af3318c6c340780f70d12b9004be6f60a18 Mon Sep 17 00:00:00 2001
From: Colton <coltonpayne23@gmail.com>
Date: Mon, 24 Aug 2026 09:40:09 -0400
Subject: [PATCH 8/9] perf CI: gate both sizes on every PR, ship fixtures
 in-repo

Make the perf workflow's behavior deliberate instead of incidental, and cut
its dependency on an external host.

Gating
- Both jobs now carry symmetric conditions whose only filter is the
  workflow_dispatch size selector. pokec-10k already ran on every PR, but via
  an `if:` whose first clause short-circuits true for all non-dispatch events
  -- accidental, and left over from 25fe35a ("FOR TESTING"). pokec-2k was
  additionally excluded from the nightly cron for no stated reason.
- The two sizes run as parallel jobs, so the gate costs the longer of them
  (~11 min), while python-package-version-test.yml on the same PR takes
  29-35 min. Perf is never the critical path, and runner minutes are free on
  public repos, so 2k rides along at no wall-clock cost.
- 10k goes to --repeats 3, matching 2k, so its median is measured the same way
  the banked baseline was.
- Timeouts drop from 45/300 min to 20/30 min: real ceilings with ~3x headroom
  rather than placeholders that would let a hung job burn five hours.
- Add concurrency cancel-in-progress for pull_request only, so superseded PR
  runs stop while main and nightly history stays complete.

Fixtures
- Commit both fixtures gzipped (76 KB + 509 KB) and gunzip them in CI. This
  removes the actions/cache steps and the two curl calls to snap.stanford.edu:
  no cold-miss download, no third-party outage in the gate's path, and fork
  PRs -- which cannot write to the Actions cache -- behave like branch PRs.
- Regenerated from the SNAP dumps with the current generate_fixtures.py. The
  2k GraphML is byte-identical to the one previously committed at 25fe35a; the
  10k has never been in git before. Both match the documented reference counts
  (2k: 18,315 friend / 1,203 hasPet / 5 customers; 10k: 121,716 / 6,204 / 14).
- Compressing with the no-timestamp flag keeps the archives byte-reproducible
  from identical GraphML.
- .gitignore now excludes only the unpacked .graphml build artifact.

README: describe the gate as intended, document why both sizes run per PR,
why LFS is the wrong tool at this size, and how to regenerate.
---
 .github/workflows/perf.yml                    |  60 ++++++------------
 .gitignore                                    |   6 +-
 benchmarks/pokec/README.md                    |  47 ++++++++++++--
 .../pokec/fixtures/pokec-10k-customers.json   |  16 +++++
 .../pokec/fixtures/pokec-10k.graphml.gz       | Bin 0 -> 520880 bytes
 .../pokec/fixtures/pokec-2k-customers.json    |   7 ++
 benchmarks/pokec/fixtures/pokec-2k.graphml.gz | Bin 0 -> 76745 bytes
 7 files changed, 88 insertions(+), 48 deletions(-)
 create mode 100644 benchmarks/pokec/fixtures/pokec-10k-customers.json
 create mode 100644 benchmarks/pokec/fixtures/pokec-10k.graphml.gz
 create mode 100644 benchmarks/pokec/fixtures/pokec-2k-customers.json
 create mode 100644 benchmarks/pokec/fixtures/pokec-2k.graphml.gz

diff --git a/.github/workflows/perf.yml b/.github/workflows/perf.yml
index c6bfa17f..47529e62 100644
--- a/.github/workflows/perf.yml
+++ b/.github/workflows/perf.yml
@@ -5,6 +5,8 @@ on:
   push:
     branches: [main]
   schedule:
+    # Nightly drift check on main: catches regressions from runner image or
+    # dependency changes that no PR would surface.
     - cron: "17 6 * * *"
   workflow_dispatch:
     inputs:
@@ -17,15 +19,23 @@ on:
           - 2k
           - 10k
 
+# A new push to a PR makes the in-flight perf run obsolete; cancel it.
+# Runs on main and nightly runs are kept so the baseline history stays complete.
+concurrency:
+  group: perf-${{ github.ref }}
+  cancel-in-progress: ${{ github.event_name == 'pull_request' }}
+
 jobs:
+  # Both sizes run on every PR. They run as parallel jobs and together finish
+  # well inside the functional suite's runtime, so the gate adds no PR latency.
+  # The only filter is the manual-dispatch size selector.
   pokec-2k:
     if: >
-      github.event_name != 'schedule' &&
-      (github.event_name != 'workflow_dispatch' ||
-       github.event.inputs.type == '2k' ||
-       github.event.inputs.type == 'both')
+      github.event_name != 'workflow_dispatch' ||
+      github.event.inputs.type == '2k' ||
+      github.event.inputs.type == 'both'
     runs-on: ubuntu-latest
-    timeout-minutes: 45
+    timeout-minutes: 20
     steps:
       - uses: actions/checkout@v4
       - uses: actions/setup-python@v5
@@ -35,22 +45,8 @@ jobs:
         run: |
           python -m pip install --upgrade pip
           pip install .
-      - name: Restore 2k fixture
-        id: fixture-cache
-        uses: actions/cache@v4
-        with:
-          path: benchmarks/pokec/fixtures/pokec-2k*
-          key: pokec-2k-fixture-${{ hashFiles('benchmarks/pokec/generate_fixtures.py') }}
-      - name: Generate 2k fixture (cache miss only)
-        if: steps.fixture-cache.outputs.cache-hit != 'true'
-        run: |
-          mkdir -p benchmarks/pokec/data
-          curl -sSf -o benchmarks/pokec/data/soc-pokec-relationships.txt.gz \
-            https://snap.stanford.edu/data/soc-pokec-relationships.txt.gz
-          curl -sSf -o benchmarks/pokec/data/soc-pokec-profiles.txt.gz \
-            https://snap.stanford.edu/data/soc-pokec-profiles.txt.gz
-          python benchmarks/pokec/generate_fixtures.py \
-            --data-dir benchmarks/pokec/data --size 2k --write
+      - name: Unpack 2k fixture
+        run: gunzip -kf benchmarks/pokec/fixtures/pokec-2k.graphml.gz
       - name: Pokec 2k bench
         run: |
           python benchmarks/pokec/run_bench.py \
@@ -69,7 +65,7 @@ jobs:
       github.event.inputs.type == '10k' ||
       github.event.inputs.type == 'both'
     runs-on: ubuntu-latest
-    timeout-minutes: 300
+    timeout-minutes: 30
     steps:
       - uses: actions/checkout@v4
       - uses: actions/setup-python@v5
@@ -79,28 +75,14 @@ jobs:
         run: |
           python -m pip install --upgrade pip
           pip install .
-      - name: Restore 10k fixture
-        id: fixture-cache
-        uses: actions/cache@v4
-        with:
-          path: benchmarks/pokec/fixtures/pokec-10k*
-          key: pokec-10k-fixture-${{ hashFiles('benchmarks/pokec/generate_fixtures.py') }}
-      - name: Generate 10k fixture (cache miss only)
-        if: steps.fixture-cache.outputs.cache-hit != 'true'
-        run: |
-          mkdir -p benchmarks/pokec/data
-          curl -sSf -o benchmarks/pokec/data/soc-pokec-relationships.txt.gz \
-            https://snap.stanford.edu/data/soc-pokec-relationships.txt.gz
-          curl -sSf -o benchmarks/pokec/data/soc-pokec-profiles.txt.gz \
-            https://snap.stanford.edu/data/soc-pokec-profiles.txt.gz
-          python benchmarks/pokec/generate_fixtures.py \
-            --data-dir benchmarks/pokec/data --size 10k --write
+      - name: Unpack 10k fixture
+        run: gunzip -kf benchmarks/pokec/fixtures/pokec-10k.graphml.gz
       - name: Pokec 10k bench
         run: |
           python benchmarks/pokec/run_bench.py \
             --fixture benchmarks/pokec/fixtures/pokec-10k.graphml \
             --customers benchmarks/pokec/fixtures/pokec-10k-customers.json \
-            --repeats 1 --type pokec-10k --out pokec-10k-report.json
+            --repeats 3 --type pokec-10k --out pokec-10k-report.json
       - uses: actions/upload-artifact@v4
         if: always()
         with:
diff --git a/.gitignore b/.gitignore
index d04d1dad..9253eb26 100755
--- a/.gitignore
+++ b/.gitignore
@@ -176,8 +176,8 @@ cython_debug/
 # Sphinx Documentation
 /docs/source/_static/css/fonts/
 
-# Pokec SNAP dumps and generated fixtures (built in CI from SNAP; do not commit)
+# Local SNAP dumps used only to regenerate fixtures; never committed.
 benchmarks/pokec/data/
-benchmarks/pokec/fixtures/pokec-2k*
-benchmarks/pokec/fixtures/pokec-10k*
+# Fixtures ship gzipped; the unpacked GraphML is a build artifact.
+benchmarks/pokec/fixtures/*.graphml
 *-report.json
diff --git a/benchmarks/pokec/README.md b/benchmarks/pokec/README.md
index 32ac2a53..5af240e3 100644
--- a/benchmarks/pokec/README.md
+++ b/benchmarks/pokec/README.md
@@ -11,13 +11,20 @@ no self-hosted runners.
 | `generate_fixtures.py` | Deterministic fixture builder from SNAP dumps |
 | `run_bench.py` | Fresh-process runner; times import / setup / reason |
 | `baselines.json` | Banked `relevance_rows` + `reason_s_max` thresholds |
-| `fixtures/pokec-2k.*` | Generated in CI on cache miss; **not** committed |
-| `fixtures/pokec-10k.*` | Generated in CI on cache miss; **not** committed |
-| `data/` | Local SNAP downloads; gitignored |
+| `fixtures/pokec-2k.graphml.gz` | Committed fixture, gzipped (75 KB) |
+| `fixtures/pokec-10k.graphml.gz` | Committed fixture, gzipped (509 KB) |
+| `fixtures/pokec-*-customers.json` | Committed customer id lists |
+| `data/` | Local SNAP dumps, needed only to regenerate; gitignored |
 
 ## Dataset (do not commit)
 
-Download once into `benchmarks/pokec/data/`:
+The fixtures are committed gzipped, so **neither CI nor a normal checkout needs
+the SNAP dumps** — CI just gunzips them. Both archives together are under
+600 KB, small enough to live in git directly; Git LFS would be the wrong tool
+at this size and would bill clone bandwidth to the repo owner.
+
+You only need the raw dumps to *regenerate* a fixture (spec change, new size).
+Download once into `benchmarks/pokec/data/` (~570 MB, gitignored):
 
 - https://snap.stanford.edu/data/soc-pokec-relationships.txt.gz
 - https://snap.stanford.edu/data/soc-pokec-profiles.txt.gz
@@ -32,8 +39,16 @@ python benchmarks/pokec/generate_fixtures.py \
 
 python benchmarks/pokec/generate_fixtures.py \
   --data-dir benchmarks/pokec/data --size 10k --write
+
+# Re-compress for commit. -n omits the timestamp so the archive is
+# byte-reproducible from identical GraphML.
+gzip -9 -n -kf benchmarks/pokec/fixtures/pokec-{2k,10k}.graphml
 ```
 
+The generator asserts the reference counts below, so a run that completes
+without an AssertionError has produced a correct fixture. The unpacked
+`.graphml` is gitignored; commit only the `.gz`.
+
 Spec (must match exactly for the verified 10k cross-check):
 
 - Size = N smallest profile user ids; keep edges with both ends kept.
@@ -72,8 +87,28 @@ Banked on `ubuntu-latest` (3 Actions medians per type; cap = 2× worst median):
 
 | Job | When | Notes |
 |-----|------|-------|
-| `pokec-2k` | every PR / push to main / manual | SNAP download only on cache miss; 45 min timeout |
-| `pokec-10k` | every PR / push to main / nightly / manual | SNAP download only on cache miss; 300 min timeout |
+| `pokec-2k` | every PR / push to main / nightly / manual | 3 repeats; ~7 min; 20 min timeout |
+| `pokec-10k` | every PR / push to main / nightly / manual | 3 repeats; ~11 min; 30 min timeout |
+
+**Both sizes gate every PR, by design.** They run as two parallel jobs, so the
+gate costs the longer of the two (~11 min) rather than their sum — and the
+existing `python-package-version-test.yml` suite takes 29–35 min on the same
+PR. Perf therefore adds **zero** PR latency: it is never the critical path.
+Runner minutes are free on public repos, so wall clock is the only budget that
+matters here, and 2k is effectively free alongside 10k.
+
+Roughly 320 s of each job is size-independent Numba compilation in the warmup
+child. That is why 2k is not much cheaper than 10k, and why merging the two
+jobs to share one warmup would *raise* wall clock by serializing them.
+
+`workflow_dispatch` takes a `type` input (`2k` / `10k` / `both`) to run a
+single size manually; every other trigger runs both. The nightly cron is kept
+as a drift check against runner-image and dependency changes that no PR would
+surface.
+
+Fixtures are unpacked from the committed `.gz` files, so CI never contacts
+`snap.stanford.edu` — no cache step, no cold-miss download, and fork PRs
+(which cannot write to the Actions cache) behave identically to branch PRs.
 
 Existing `python-package-version-test.yml` / `python-publish.yml` are untouched.
 
diff --git a/benchmarks/pokec/fixtures/pokec-10k-customers.json b/benchmarks/pokec/fixtures/pokec-10k-customers.json
new file mode 100644
index 00000000..4eace3e2
--- /dev/null
+++ b/benchmarks/pokec/fixtures/pokec-10k-customers.json
@@ -0,0 +1,16 @@
+[
+  1,
+  696,
+  1377,
+  2154,
+  2819,
+  3574,
+  4340,
+  5083,
+  5845,
+  6527,
+  7192,
+  7879,
+  8629,
+  9304
+]
diff --git a/benchmarks/pokec/fixtures/pokec-10k.graphml.gz b/benchmarks/pokec/fixtures/pokec-10k.graphml.gz
new file mode 100644
index 0000000000000000000000000000000000000000..3f29ec6b3c5b1cb68c6362a5f0a929bbe29d9109
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diff --git a/benchmarks/pokec/fixtures/pokec-2k-customers.json b/benchmarks/pokec/fixtures/pokec-2k-customers.json
new file mode 100644
index 00000000..7da15f04
--- /dev/null
+++ b/benchmarks/pokec/fixtures/pokec-2k-customers.json
@@ -0,0 +1,7 @@
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+  789,
+  1168,
+  1566
+]
diff --git a/benchmarks/pokec/fixtures/pokec-2k.graphml.gz b/benchmarks/pokec/fixtures/pokec-2k.graphml.gz
new file mode 100644
index 0000000000000000000000000000000000000000..e9b67c5e2e63f4af2c824bceb76889787fd03238
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HcmV?d00001


From 9d916712f4a2a547a5a91eca16feaf6d173023bd Mon Sep 17 00:00:00 2001
From: Colton <coltonpayne23@gmail.com>
Date: Mon, 24 Aug 2026 09:53:34 -0400
Subject: [PATCH 9/9] perf CI: install editable, harden run_bench argument
 handling

Follow-up on review notes that survived the previous commit.

Editable install
- The perf jobs installed the package non-editable, but run_bench.py's
  _spawn_child prepends the repo root to the child's PYTHONPATH, so the child
  always imports the checkout. The site-packages copy was never imported --
  confirmed locally where site-packages held 3.5.1 while the checkout was
  3.6.0 and the child still resolved to the checkout. Switching to -e removes
  the discrepancy and states that the checkout is what gets measured, which is
  the correct thing for a perf gate to measure.

run_bench.py
- Reject --repeats below 1 in the parent. Previously it reached
  statistics.median on an empty list and raised StatisticsError, which named
  neither the flag nor the cause.
- A child that exits 0 having printed nothing now fails with that sentence
  rather than a bare IndexError from splitlines()[-1].

Both run_bench.py paths were unreachable in CI; they only bite someone driving
the script by hand.

Two earlier notes are moot: restore-keys, because the actions/cache steps and
the SNAP downloads are gone, and cancel-in-progress, which the previous commit
added. A paths: filter is deliberately not added -- see the README.
---
 .github/workflows/perf.yml    | 12 ++++++++++--
 benchmarks/pokec/README.md    | 13 +++++++++++++
 benchmarks/pokec/run_bench.py | 20 +++++++++++++++++---
 3 files changed, 40 insertions(+), 5 deletions(-)

diff --git a/.github/workflows/perf.yml b/.github/workflows/perf.yml
index 47529e62..34f3fbdd 100644
--- a/.github/workflows/perf.yml
+++ b/.github/workflows/perf.yml
@@ -42,9 +42,13 @@ jobs:
         with:
           python-version: "3.10"
       - name: Install package
+        # Editable on purpose. run_bench.py's child prepends the repo root to
+        # PYTHONPATH, so the code under measurement is the checkout either way;
+        # a non-editable install just leaves a never-imported copy in
+        # site-packages. -e says what is actually being benchmarked.
         run: |
           python -m pip install --upgrade pip
-          pip install .
+          pip install -e .
       - name: Unpack 2k fixture
         run: gunzip -kf benchmarks/pokec/fixtures/pokec-2k.graphml.gz
       - name: Pokec 2k bench
@@ -72,9 +76,13 @@ jobs:
         with:
           python-version: "3.10"
       - name: Install package
+        # Editable on purpose. run_bench.py's child prepends the repo root to
+        # PYTHONPATH, so the code under measurement is the checkout either way;
+        # a non-editable install just leaves a never-imported copy in
+        # site-packages. -e says what is actually being benchmarked.
         run: |
           python -m pip install --upgrade pip
-          pip install .
+          pip install -e .
       - name: Unpack 10k fixture
         run: gunzip -kf benchmarks/pokec/fixtures/pokec-10k.graphml.gz
       - name: Pokec 10k bench
diff --git a/benchmarks/pokec/README.md b/benchmarks/pokec/README.md
index 5af240e3..527c5f1a 100644
--- a/benchmarks/pokec/README.md
+++ b/benchmarks/pokec/README.md
@@ -110,6 +110,19 @@ Fixtures are unpacked from the committed `.gz` files, so CI never contacts
 `snap.stanford.edu` — no cache step, no cold-miss download, and fork PRs
 (which cannot write to the Actions cache) behave identically to branch PRs.
 
+There is deliberately **no `paths:` filter**. A perf number depends on more
+than it looks like it does — the engine, the benchmark harness, the fixtures,
+the workflow, and the pinned dependencies in `setup.py` — and a filter that
+misses one of those turns a real regression into a job that silently never
+ran. Since perf is off the critical path and runner minutes are free, a filter
+would buy no wall clock and no money in exchange for that gap. A docs-only PR
+running the bench is the cheap side of the trade.
+
+The jobs install the package **editable**. `run_bench.py` prepends the repo
+root to each child's `PYTHONPATH`, so the checkout is what gets imported and
+measured regardless; `-e` makes that explicit instead of leaving an unused
+copy in `site-packages`.
+
 Existing `python-package-version-test.yml` / `python-publish.yml` are untouched.
 
 ## Re-banking baselines
diff --git a/benchmarks/pokec/run_bench.py b/benchmarks/pokec/run_bench.py
index 57b22743..71acb2e6 100644
--- a/benchmarks/pokec/run_bench.py
+++ b/benchmarks/pokec/run_bench.py
@@ -94,8 +94,15 @@ def _parse_args(argv=None):
         action="store_true",
         help="Skip the untimed warmup child (debug only)",
     )
-    # Parse the supplied arguments and return them as an argparse Namespace.
-    return p.parse_args(argv)
+    # Parse the supplied arguments into an argparse Namespace.
+    args = p.parse_args(argv)
+    # A parent run with no timed repeats has no median to compare against the
+    # baseline. Reject it here rather than failing later inside statistics.median
+    # on an empty list, which reports nothing about the actual mistake.
+    if not args.child and args.repeats < 1:
+        p.error("--repeats must be at least 1")
+    # Return the validated arguments.
+    return args
 
 
 def _run_program(fixture: Path, customers_path: Path) -> dict:
@@ -269,7 +276,14 @@ def _spawn_child(args, warmup: bool = False) -> dict:
         )
     # The child prints its result as JSON to stdout.
     # Take the final output line in case PyReason printed extra text first.
-    line = proc.stdout.strip().splitlines()[-1]
+    lines = proc.stdout.strip().splitlines()
+    # A child that exits 0 while printing nothing means the JSON handoff broke.
+    # Name that failure instead of surfacing a bare IndexError on [-1].
+    if not lines:
+        raise SystemExit(
+            "child exited 0 but wrote no JSON result to stdout"
+        )
+    line = lines[-1]
     # Convert the JSON string back into a Python dictionary
     # and return the child's benchmark result to the parent.
     return json.loads(line)