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Improved Pyreason Speed and tests included - #160

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Bruno-Faster-Pyreason
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Improved Pyreason Speed and tests included#160
BAF1927 wants to merge 7 commits into
mainfrom
Bruno-Faster-Pyreason

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@BAF1927 BAF1927 commented Jul 27, 2026

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For this tests, the implementation consistently produced identical observable outputs and scaled substantially better as number of nodes inferred by the rule increased. Median speedup rose from 1.37× at 100 people to 6.10× at 2,000 people

Test Results:

Test Size (People) Original Optimized Speedup
100 0.232 s 0.169 s 1.37×
500 2.320 s 1.164 s 1.99×
1,000 9.282 s 3.660 s 2.54×
2,000 37.127 s 6.089 s 6.10×
Screenshot 2026-07-27 at 10 22 03 a m Screenshot 2026-07-27 at 10 22 22 a m

BAF1927 added 7 commits July 27, 2026 10:18
For this tests, the implementation consistently produced identical observable outputs and scaled substantially better as number of nodes inferred by the rule increased. Median speedup rose from 1.37× at 100 people to 6.10× at 2,000 people
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