Provide helper functions for int4 quantization #3775
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Summary: X-link: facebookresearch/FBGEMM#855 This diff introduces a set of quantization helper functions to fbgemm_gpu/experimental/gen_ai to make it easier to apply the new Int4 packing and preshuffling to weights. Reviewed By: summerdengfb Differential Revision: D70643388
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Summary: X-link: facebookresearch/FBGEMM#855 This diff introduces a set of quantization helper functions to fbgemm_gpu/experimental/gen_ai to make it easier to apply the new Int4 packing and preshuffling to weights. Reviewed By: summerdengfb Differential Revision: D70643388
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Summary: X-link: facebookresearch/FBGEMM#855 This diff introduces a set of quantization helper functions to fbgemm_gpu/experimental/gen_ai to make it easier to apply the new Int4 packing and preshuffling to weights. Reviewed By: summerdengfb Differential Revision: D70643388
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Summary: X-link: facebookresearch/FBGEMM#855 Pull Request resolved: pytorch#3775 This diff introduces a set of quantization helper functions to fbgemm_gpu/experimental/gen_ai to make it easier to apply the new Int4 packing and preshuffling to weights. Reviewed By: summerdengfb Differential Revision: D70643388
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Summary: X-link: facebookresearch/FBGEMM#855 This diff introduces a set of quantization helper functions to fbgemm_gpu/experimental/gen_ai to make it easier to apply the new Int4 packing and preshuffling to weights. Reviewed By: summerdengfb Differential Revision: D70643388
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Summary: X-link: facebookresearch/FBGEMM#855 This diff introduces a set of quantization helper functions to fbgemm_gpu/experimental/gen_ai to make it easier to apply the new Int4 packing and preshuffling to weights. Reviewed By: summerdengfb Differential Revision: D70643388
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Summary: X-link: facebookresearch/FBGEMM#855 This diff introduces a set of quantization helper functions to fbgemm_gpu/experimental/gen_ai to make it easier to apply the new Int4 packing and preshuffling to weights. Reviewed By: summerdengfb Differential Revision: D70643388
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Summary: X-link: facebookresearch/FBGEMM#855 Pull Request resolved: pytorch#3775 This diff introduces a set of quantization helper functions to fbgemm_gpu/experimental/gen_ai to make it easier to apply the new Int4 packing and preshuffling to weights. Reviewed By: summerdengfb Differential Revision: D70643388
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This pull request was exported from Phabricator. Differential Revision: D70643388 |
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Summary: X-link: facebookresearch/FBGEMM#855 Pull Request resolved: pytorch#3775 This diff introduces a set of quantization helper functions to fbgemm_gpu/experimental/gen_ai to make it easier to apply the new Int4 packing and preshuffling to weights. Reviewed By: summerdengfb Differential Revision: D70643388
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Summary: X-link: facebookresearch/FBGEMM#855 This diff introduces a set of quantization helper functions to fbgemm_gpu/experimental/gen_ai to make it easier to apply the new Int4 packing and preshuffling to weights. Reviewed By: summerdengfb Differential Revision: D70643388
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Summary: X-link: facebookresearch/FBGEMM#855 This diff introduces a set of quantization helper functions to fbgemm_gpu/experimental/gen_ai to make it easier to apply the new Int4 packing and preshuffling to weights. Reviewed By: summerdengfb Differential Revision: D70643388
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Summary: X-link: facebookresearch/FBGEMM#855 This diff introduces a set of quantization helper functions to fbgemm_gpu/experimental/gen_ai to make it easier to apply the new Int4 packing and preshuffling to weights. Reviewed By: summerdengfb Differential Revision: D70643388
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Summary: X-link: facebookresearch/FBGEMM#855 This diff introduces a set of quantization helper functions to fbgemm_gpu/experimental/gen_ai to make it easier to apply the new Int4 packing and preshuffling to weights. Reviewed By: summerdengfb Differential Revision: D70643388
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Summary: X-link: facebookresearch/FBGEMM#855 Pull Request resolved: pytorch#3775 This diff introduces a set of quantization helper functions to fbgemm_gpu/experimental/gen_ai to make it easier to apply the new Int4 packing and preshuffling to weights. Differential Revision: D70643388 Reviewed By: summerdengfb
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Summary: X-link: facebookresearch/FBGEMM#855 This diff introduces a set of quantization helper functions to fbgemm_gpu/experimental/gen_ai to make it easier to apply the new Int4 packing and preshuffling to weights. Reviewed By: summerdengfb Differential Revision: D70643388
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Summary: X-link: facebookresearch/FBGEMM#855 This diff introduces a set of quantization helper functions to fbgemm_gpu/experimental/gen_ai to make it easier to apply the new Int4 packing and preshuffling to weights. Reviewed By: summerdengfb Differential Revision: D70643388
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Summary: X-link: facebookresearch/FBGEMM#855 This diff introduces a set of quantization helper functions to fbgemm_gpu/experimental/gen_ai to make it easier to apply the new Int4 packing and preshuffling to weights. Reviewed By: summerdengfb Differential Revision: D70643388
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Summary: X-link: facebookresearch/FBGEMM#855 This diff introduces a set of quantization helper functions to fbgemm_gpu/experimental/gen_ai to make it easier to apply the new Int4 packing and preshuffling to weights. Reviewed By: summerdengfb Differential Revision: D70643388
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Summary: X-link: facebookresearch/FBGEMM#855 This diff introduces a set of quantization helper functions to fbgemm_gpu/experimental/gen_ai to make it easier to apply the new Int4 packing and preshuffling to weights. Reviewed By: summerdengfb Differential Revision: D70643388
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Summary: X-link: facebookresearch/FBGEMM#855 Pull Request resolved: pytorch#3775 This diff introduces a set of quantization helper functions to fbgemm_gpu/experimental/gen_ai to make it easier to apply the new Int4 packing and preshuffling to weights. Differential Revision: D70643388 Reviewed By: summerdengfb
Summary: X-link: facebookresearch/FBGEMM#847 One of the new interesting changes in the preshuffled F8I4 kernel is that group scales are downcast to FP8. This has the risk of running into dynamic range issues and impacting accuracy. We can mitigate this risk by adding FP32 columnwise scaling to the output. Fortunately, we can do this using EVT so the performance impact is negligible. Reviewed By: jiawenliu64 Differential Revision: D70587477
Summary: X-link: facebookresearch/FBGEMM#855 This diff introduces a set of quantization helper functions to fbgemm_gpu/experimental/gen_ai to make it easier to apply the new Int4 packing and preshuffling to weights. Reviewed By: summerdengfb Differential Revision: D70643388
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Summary: X-link: facebookresearch/FBGEMM#855 This diff introduces a set of quantization helper functions to fbgemm_gpu/experimental/gen_ai to make it easier to apply the new Int4 packing and preshuffling to weights. Reviewed By: summerdengfb Differential Revision: D70643388
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Summary: X-link: facebookresearch/FBGEMM#855 This diff introduces a set of quantization helper functions to fbgemm_gpu/experimental/gen_ai to make it easier to apply the new Int4 packing and preshuffling to weights. Reviewed By: summerdengfb Differential Revision: D70643388
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Summary: X-link: facebookresearch/FBGEMM#855 This diff introduces a set of quantization helper functions to fbgemm_gpu/experimental/gen_ai to make it easier to apply the new Int4 packing and preshuffling to weights. Reviewed By: summerdengfb Differential Revision: D70643388
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Summary: X-link: facebookresearch/FBGEMM#855 This diff introduces a set of quantization helper functions to fbgemm_gpu/experimental/gen_ai to make it easier to apply the new Int4 packing and preshuffling to weights. Reviewed By: summerdengfb Differential Revision: D70643388
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Summary: X-link: facebookresearch/FBGEMM#855 Pull Request resolved: pytorch#3775 This diff introduces a set of quantization helper functions to fbgemm_gpu/experimental/gen_ai to make it easier to apply the new Int4 packing and preshuffling to weights. Differential Revision: D70643388 Reviewed By: summerdengfb
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This pull request has been merged in c8ee354. |
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Summary: X-link: https://github.com/facebookresearch/FBGEMM/pull/855 Pull Request resolved: pytorch#3775 This diff introduces a set of quantization helper functions to fbgemm_gpu/experimental/gen_ai to make it easier to apply the new Int4 packing and preshuffling to weights. Reviewed By: summerdengfb Differential Revision: D70643388 fbshipit-source-id: 25d1896ead1918707c056e8cfb0d02bbdd24ecd1
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Summary: Pull Request resolved: facebookresearch/FBGEMM#855 X-link: pytorch#3775 This diff introduces a set of quantization helper functions to fbgemm_gpu/experimental/gen_ai to make it easier to apply the new Int4 packing and preshuffling to weights. Reviewed By: summerdengfb Differential Revision: D70643388 fbshipit-source-id: 25d1896ead1918707c056e8cfb0d02bbdd24ecd1
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Summary: This diff introduces a set of quantization helper functions to fbgemm_gpu/experimental/gen_ai to make it easier to apply the new Int4 packing and preshuffling to weights.
Differential Revision: D70643388