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Description of the change

Removing CPU version of custom OP scaled_mm_out which has been introduced in the ATen set from torch 2.8.
We will be using torch native scaled_mm_out version when running on CPU from now on.

Also, fixing bug in FP8 unit test giving rise to size mismatch error (note: this test is typically not run as part of CI/CD because it requires torchao and fms installation, as well as GPU with compute >= 8.0).

Related issues or PRs

Relates to torch 2.8 enablement for FMS-MO discussed at: #177

@andrea-fasoli
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needs fix for backward compatibility with torch <= 2.7

@chichun-charlie-liu chichun-charlie-liu merged commit 0f76a0d into main Oct 17, 2025
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@chichun-charlie-liu chichun-charlie-liu deleted the scaled_mm_out branch October 17, 2025 20:40
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