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feat(profiler): drive torch.profiler around the training loop#1750

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feat(profiler): drive torch.profiler around the training loop#1750
dyurk-lila wants to merge 7 commits into
NovaSky-AI:mainfrom
dyurk-lila:upstream-profiler-driving

docs: tighten profiler comments

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skyrl_gpu_tests
failed Jul 1, 2026 in 15s