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User report that CUDA setup is not using SDPA #656

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Supposedly we're not calling into SDPA when running on CUDA. Verify that SDPA is used, and fix if a problem does in fact exist.

@malfet and @larryliu0820 have been talking about @larryliu0820 looking into this.

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