FP6 quantization end-to-end. #5234
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* Initialize the fp6-quant-kernel integration. * Add necessary parameters of kernel interfaces and the linear layer selection logic. * upload kernel code * The simple script for debugging. * fix typo * update * fix split k * Fix some errors and add test case. * Workspace for Inference Kernels (#1) * Add transform_param functions and update format. * kernel debug * fix include * Update core_ops.cpp * Add split k support * fix * Fix kernel error * update * update * Fix rebase errors. * Add missed include. * Fix the bug that the attribute uses the weight information for mem alloc. * Avoid GPU preallocation during weight loading. * Add support of larger shapes for gated activation kernel. * update * model update * fix all weight preprocessing * Add split-k heuristic. * Avoid reading scale attribute on non-quantized tensors. * Change the scales from attributes to new tensors. Provide the end-to-end script given HuggingFace model id. * Hard-coded commented out the scales in the kernel to workaround the bug. * Support the user config for quantization. Fix kernel bug. * Per operator test functions. * Multiply scales by 1e12 according to the kernel design. * Revert "Workspace for Inference Kernels (#1)". This reverts commit 1528732. * Remove the format-only changes. * Put the quantization into the transform_param function. --------- Co-authored-by: Shiyang Chen <csycfl@gmail.com> Co-authored-by: Haojun Xia <xhjustc@mail.ustc.edu.cn>
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A6000 CI that points to the required branch for MII is here |
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The user interface: microsoft/DeepSpeed-MII#433 nv-a6000 ci running against the MII branch linked above is [here](https://github.com/microsoft/DeepSpeed/actions/runs/8192124606) Co-authored-by: Zhen Zheng [zhengzhen@microsoft.com](mailto:zhengzhen@microsoft.com) Co-authored-by: Shiyang Chen [csycfl@gmail.com](mailto:csycfl@gmail.com) Co-authored-by: Arash Bakhtiari [abakhtiari@microsoft.com](mailto:abakhtiari@microsoft.com) Co-authored-by: Haojun Xia [xhjustc@mail.ustc.edu.cn](mailto:xhjustc@mail.ustc.edu.cn) --------- Co-authored-by: ZHENG, Zhen <zhengzhen.z@qq.com> Co-authored-by: Shiyang Chen <csycfl@gmail.com> Co-authored-by: Haojun Xia <xhjustc@mail.ustc.edu.cn> Co-authored-by: Arash Bakhtiari <arash@bakhtiari.org> Co-authored-by: Michael Wyatt <mrwyattii@gmail.com> Co-authored-by: Michael Wyatt <michaelwyatt@microsoft.com>
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The user interface: microsoft/DeepSpeed-MII#433 nv-a6000 ci running against the MII branch linked above is [here](https://github.com/microsoft/DeepSpeed/actions/runs/8192124606) Co-authored-by: Zhen Zheng [zhengzhen@microsoft.com](mailto:zhengzhen@microsoft.com) Co-authored-by: Shiyang Chen [csycfl@gmail.com](mailto:csycfl@gmail.com) Co-authored-by: Arash Bakhtiari [abakhtiari@microsoft.com](mailto:abakhtiari@microsoft.com) Co-authored-by: Haojun Xia [xhjustc@mail.ustc.edu.cn](mailto:xhjustc@mail.ustc.edu.cn) --------- Co-authored-by: ZHENG, Zhen <zhengzhen.z@qq.com> Co-authored-by: Shiyang Chen <csycfl@gmail.com> Co-authored-by: Haojun Xia <xhjustc@mail.ustc.edu.cn> Co-authored-by: Arash Bakhtiari <arash@bakhtiari.org> Co-authored-by: Michael Wyatt <mrwyattii@gmail.com> Co-authored-by: Michael Wyatt <michaelwyatt@microsoft.com>
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The user interface: microsoft/DeepSpeed-MII#433
nv-a6000 ci running against the MII branch linked above is here
Co-authored-by: Zhen Zheng zhengzhen@microsoft.com
Co-authored-by: Shiyang Chen csycfl@gmail.com
Co-authored-by: Arash Bakhtiari abakhtiari@microsoft.com
Co-authored-by: Haojun Xia xhjustc@mail.ustc.edu.cn