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[XNNPACK] Add support for Linear fused BatchNorm #11805

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@keyprocedure keyprocedure commented Jun 19, 2025

Summary

  • Implemented a fusion pass for Linear + BatchNorm ops.
  • Extended partitioner configuration to recognize the fusion pattern.
  • Registered the pass in XNNPACK.
  • This implementation supports FP32 only. Support for quantized cases may be added in a future PR.

Fixes #11587

Test plan

  • Added unit tests to verify that Linear + BatchNorm is properly fused.
  • Verified that stand-alone BatchNorms1d ops are not fused.
  • Tests passed via:
    python -m unittest executorch.backends.xnnpack.test.passes.test_batch_norm_fusion

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pytorch-bot bot commented Jun 19, 2025

🔗 Helpful Links

🧪 See artifacts and rendered test results at hud.pytorch.org/pr/pytorch/executorch/11805

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

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@facebook-github-bot facebook-github-bot added the CLA Signed This label is managed by the Facebook bot. Authors need to sign the CLA before a PR can be reviewed. label Jun 19, 2025
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@pytorchbot label "release notes: none"

@pytorch-bot pytorch-bot bot added the release notes: none Do not include this in the release notes label Jun 19, 2025
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Support Linear Fused Batchnorm
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