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Differential Revision: D83184235

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pytorch-bot bot commented Sep 24, 2025

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🧪 See artifacts and rendered test results at hud.pytorch.org/pr/pytorch/ao/3057

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@meta-cla meta-cla 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 Sep 24, 2025
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@RandySheriff has exported this pull request. If you are a Meta employee, you can view the originating diff in D83184235.

Summary: Previously the shape mismatch on input and weight scales caused semi-tensor fall back to dense version, QPS therefore dropped to 20k from 29k. With this fix, we prevented the fall back to ensure the usage of semi-tensor during inferencing, which boosted QPS to [32k](https://www.internalfb.com/intern/paste/P1962815637/) on 10 linears, of shape(10k+, 1k+).

Differential Revision: D83184235
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@RandySheriff has exported this pull request. If you are a Meta employee, you can view the originating diff in D83184235.

@jcaip jcaip added the sparsity label Sep 25, 2025
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lgtm, thanks for the fix!

@facebook-github-bot facebook-github-bot merged commit 7391a4a into pytorch:main Sep 25, 2025
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vkuzo added a commit that referenced this pull request Sep 25, 2025
Summary:

#3057 was landed with failing lint,
this PR fixes it.

Test Plan:

```
ruff format
```

Reviewers:

Subscribers:

Tasks:

Tags:
vkuzo added a commit that referenced this pull request Sep 25, 2025
Summary:

#3057 was landed with failing lint,
this PR fixes it.

Test Plan:

```
ruff format
```

Reviewers:

Subscribers:

Tasks:

Tags:
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3 participants