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(cherry picked from commit 1be5a735)

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(cherry picked from commit c5891b54)

[Bugfix][ROCm][performance] Resolve the performance regression issue of the Qwen3-Next-80B-A3B-Thinking under rocm_atten (#32336)
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(cherry picked from commit e27078ea)

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