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[Cherry-Pick][Optimization][Speculative Decoding]opt mtp logprob (#7883) #7884

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[Cherry-Pick][Optimization][Speculative Decoding]opt mtp logprob (#7883) #7884

fix
4f35c72
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Remove skip-ci labels on new commits
succeeded May 22, 2026 in 4s