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[optim, ckpt] feat: add fp32 masters and selective cpu adamw - #1226

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YLlllllllllll wants to merge 198 commits into
ByteDance-Seed:mainfrom
YLlllllllllll:qwen38-base-optimizer
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YLlllllllllll wants to merge 198 commits into
ByteDance-Seed:mainfrom
YLlllllllllll:qwen38-base-optimizer

Synchronize checkpoint fixture with cache configuration

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succeeded Nov 7, 2026 in 5s