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Add 4-bit Groupwise Weight-Only Quantization for Core ML #4866

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YifanShenSZ
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4-bit groupwise weight-only quantization is well supported in Core ML. Since torchao offers the same quantization, let's use torchao to quantize llama then delegate to Core ML.

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pytorch-bot bot commented Aug 23, 2024

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🧪 See artifacts and rendered test results at hud.pytorch.org/pr/pytorch/executorch/4866

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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 Aug 23, 2024
@digantdesai
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cc @kimishpatel

@digantdesai digantdesai added triaged This issue has been looked at a team member, and triaged and prioritized into an appropriate module module: coreml Issues related to Apple's Core ML delegation and code under backends/apple/coreml/ labels Aug 23, 2024
@YifanShenSZ
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Turns out, we may prefer Core ML quantization at this moment. Landed the alternative in #5228 Locally confirmed performance gain & accuracy preservation

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