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feat(pt_expt): align the training runtime with pt - #5958

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OutisLi wants to merge 6 commits into
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OutisLi:pr/pt-expt-training
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feat(pt_expt): align the training runtime with pt#5958
OutisLi wants to merge 6 commits into
deepmodeling:masterfrom
OutisLi:pr/pt-expt-training

fix(train): handle optimizer and checkpoint edge cases

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succeeded Aug 7, 2026 in 6s