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feat(training): polynomial, REX, RAWR schedulers and Simplified AdEMAMix - #18

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DualChimerra merged 1 commit into
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feat/schedulers-ademamix
Oct 4, 2026
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DualChimerra merged 1 commit into
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feat/schedulers-ademamix

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  • lr_scheduler: polynomial (warmup + power decay), rex (REX curve with shape d), rex_annealing_warm_restarts (RAWR: REX cycles with per-cycle warmup, gamma-scaled peaks and a cycle-length multiplier, ported from LoRA Easy Training Scripts as a stateless LambdaLR)
  • optimizer_type: simplified_ademamix (Morwani et al. 2025, adapted from DepenM/Simplified-AdEMAMix) with beta1/beta2/alpha and beta1 warmup; switching to it suggests lr 1e-6 since its step is ~1/(1-beta1) of Adam's
  • schema fields, en/ru labels and descriptions, registry + formula tests

- lr_scheduler: polynomial (warmup + power decay), rex (REX curve with
  shape d), rex_annealing_warm_restarts (RAWR: REX cycles with per-cycle
  warmup, gamma-scaled peaks and a cycle-length multiplier, ported from
  LoRA Easy Training Scripts as a stateless LambdaLR)
- optimizer_type: simplified_ademamix (Morwani et al. 2025, adapted from
  DepenM/Simplified-AdEMAMix) with beta1/beta2/alpha and beta1 warmup;
  switching to it suggests lr 1e-6 since its step is ~1/(1-beta1) of Adam's
- schema fields, en/ru labels and descriptions, registry + formula tests

Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
@DualChimerra
DualChimerra merged commit 92fd4a6 into main Oct 4, 2026
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