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(cherry picked from commit d2dc5dfc)

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(cherry picked from commit 28d15ab5)

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(cherry picked from commit 11a89cf9)

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(cherry picked from commit 30bb19a7)

(cherry picked from commit 74a1ac38)

(cherry picked from commit e3fc374a)

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(cherry picked from commit 4f735bab)

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(cherry picked from commit 0cd53536)

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(cherry picked from commit 00a8d762)

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(cherry picked from commit 2410132b)

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(cherry picked from commit f5f51e59)

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(cherry picked from commit e94384bb)

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(cherry picked from commit 3bd9c491)

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[Platform] Refactor Platform attention backend selection to avoid breakpoint for OOT platform (#30212)
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[Misc][Hybrid allocator + kv connector] Optionally enable hybrid allocator + KV cache connector (#29805)
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[CustomOp][MM] Extract MMEncoderAttention as CustomOp and replace the backend of QwenVisionAttention with it. (#30125)
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