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foxhunt/crates/ml-alpha
jgrusewski 30db01ccc8 perf(loader): parallel per-file load via rayon par_iter (~4-8x speedup)
Each file's load_or_predecode + label generation is pure CPU work over
disjoint inputs (snapshots, cfg.horizons, cfg.outcome_label_cost). The
sequential for loop was the parallel-friendly bottleneck — converting
to rayon::par_iter gives ~4-8x speedup on typical 4-8 core hosts.

Combined with SPEED-C's ~400x speedup on the inner Welford loop, total
preload throughput is ~1600-3200x faster than the prior single-threaded
O(W) recompute path.

File order is preserved by par_iter's collect contract. Too-few-snapshots
skips emit a warn during load and resolve to None at collection.
2026-05-22 21:13:37 +02:00
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