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[Model] Accelerate the Qwen2.5-Omni audio encoder: native packed attention + opt-in torch.compile and CUDA graph capture - #1

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[Model] Accelerate the Qwen2.5-Omni audio encoder: native packed attention + opt-in torch.compile and CUDA graph capture#1
pratapyash wants to merge 725 commits into
review-base-omni-audio-encoderfrom
feat-upstream-omni-audio-encoder

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