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(cherry picked from commit 757068dc)

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(cherry picked from commit ea7bfde6)

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(cherry picked from commit 719735d6)

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(cherry picked from commit 6557f493)

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(cherry picked from commit a08b7733)

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[Perf] Remove redundant device copies for CPU-only pooling token IDs, 48.9% E2E throughput improvement (#38139)
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[ROCm][Documentation] update quickstart and installation to include rocm nightly docker tips (#38367)
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