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Add CUDA memory optimization for long-context GQA attention #26658

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Address PR review feedback: Revert global allocator, enhance planner

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Add CUDA memory optimization for long-context GQA attention #26658

Address PR review feedback: Revert global allocator, enhance planner
fd42422
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