Why it matters
Reproducibility is scientific standard. Bit-exact hard at scale; statistically similar OK.
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The architecture
Pin seeds + versions + data.
Deterministic algorithms optional.
Record all env.
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How it works end to end
Pin everything.
PyTorch deterministic.
Statistical repro OK.