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docs: mention CuteDSL as a CUDA max-autotune backend - #3954

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docs: mention CuteDSL as a CUDA max-autotune backend#3954
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krishnakalyan3:docs/cutedsl-max-autotune

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@krishnakalyan3

@krishnakalyan3 krishnakalyan3 commented Aug 18, 2026

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Summary

Update the CPU max-autotune tutorial to reflect the CUDA GEMM backends available in PyTorch 2.11.

TorchInductor's CUDA max-autotune mode can now evaluate CuteDSL (NVGEMM) implementations alongside ATen, Triton, and CUTLASS. The tutorial now mentions this fourth backend and links to the announcement post for installation guidance and benchmark results.

CuteDSL remains opt-in and requires additional packages.

Testing

  • Verified the RST diff with git diff --check.
  • Documentation-only change; no runtime tests required.

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pytorch-bot Bot commented Aug 18, 2026

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🔗 Helpful Links

🧪 See artifacts and rendered test results at hud.pytorch.org/pr/pytorch/tutorials/3954

Note: Links to docs will display an error until the docs builds have been completed.

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@meta-cla meta-cla Bot added the cla signed label Aug 18, 2026
@krishnakalyan3 krishnakalyan3 changed the title docs: mention CuteDSL as CUDA max-autotune backend docs: mention CuteDSL as a CUDA max-autotune backend Aug 18, 2026
@krishnakalyan3

krishnakalyan3 commented Aug 18, 2026

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cc @mlazos and @NikhilAPatel — tagging you both as authors of the linked CuteDSL/NVGEMM announcement post. Feedback on the wording and technical accuracy would be appreciated.

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