Add ability to deterministically PRUNE particles from the current set by index

[fsaad]

• Add prune to trace_set.py
• Add prune to engine.py (four flavors)
• Add prune to inference.py (four flavors)
• Add prune inference_sps.py (four flavors)
• Add a test_prune to the test suite.