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[Bugfix][ROCm]Fix Qwen3-Next-80B-A3B-Thinking inference and optimize non-standard block size (544) support under rocm_atten (#31380)
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[Misc] Fix `Current vLLM config is not set.` warnings, assert to avoid issues in the future (#31747)
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[MM Encoder]: Migrate legacy ViT `MultiHeadAttention` to new `MMEncoderAttention` interface (#30684)
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[CI/Build] Make test_mha_attn.py run on correct platform only and check for flash_attn_varlen_func in layer.py (#29145)

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[Perf][Deepseek] optimize gather_and_maybe_dequant_cache kernel's perf for extremely long sequence (#28029)
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[CI/Build] Fix illegal memory access and unsupported test in kernels/attention/test_cache.py (#29118)
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