[diffusion] Apply, validate and roll back calibrated residency after warmup (3/4) - #37918

[diffusion] Apply, validate and roll back calibrated residency after warmup (3/4)#37918

mickqian wants to merge 35 commits into

feat/residency-planner-solversgl-project/sglang:feat/residency-planner-solverfrom

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