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[misc] Revert #38346, #33426, #39061 and #39219 - #39405
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Upstream sgl-project#39405 reverted sgl-project#39219 for review-process reasons. Retain the existing read-only verification state contract and scheduling regression test alongside the ROCm kernel tuning; accept the remaining upstream changes.
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These four PRs were merged by mistake (by @alexnails) before review and CI had completed. Reverting them so they can be re-submitted through the normal review flow. cc @ehuaa @klshuster @janbernloehr @mmangkad
CI States
Latest PR Test (Base): ❌ Run #34831107614
Latest PR Test (Extra): ❌ Run #34831107357
Latest PR Test (AMD ROCm 10): ❌ Run #34831107821