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Add CUDA Attention spec-coverage tests (GQA asymmetric head-size, output_qk, fp32 softcap+mask ordering) - #28371

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titaiwangms:fix-attention-spec-gaps-and-gqa-tests
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Add CUDA Attention spec-coverage tests (GQA asymmetric head-size, output_qk, fp32 softcap+mask ordering)#28371
titaiwangms wants to merge 5 commits into
microsoft:mainfrom
titaiwangms:fix-attention-spec-gaps-and-gqa-tests

Fix RUFF formatting on output_qk assertion

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