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e7ed2082b836ac21e45020759e799c3bf1d511fe
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3 Commits
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Andrej Karpathy
6bb92403d5
changes and optimizations to muon, making it more efficient and simpler/cleaner a bit
2026-01-15 03:20:48 +00:00
Andrej Karpathy
2c4473dd1b
Big Muon optimizer changes inspired by latest of modded-nanogpt. Added Polar Express, Adafactor-style variance reduction, cautious weight decay, schedule weight decay linearly to ramp down to zero. Tuned optimum weight decay for multiple model sizes d8, d12, d16, d20 and found a scaling law with optimum wd \propto 1/channels^2, including it as default into code. --weight_decay of base_train is now default on and configured optimally according to all of these experiments. Solid bump to val_bpb observed as a result of these changes.
2026-01-11 16:56:59 +00:00
karpathy
3a5e0bc50b
initial commit
2025-10-13 06:49:24 -07:00