refine AutoScheme readme/code #958
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Pull Request Overview
This pull request refactors the AutoScheme functionality by moving it to a dedicated module structure and updating documentation. The changes improve code organization by separating concerns and enhance the README with better examples and parameter documentation.
- Moved AutoScheme class from schemes.py to a dedicated auto_scheme module with proper registration system
- Updated import statements across multiple files to reflect the new module structure
- Enhanced README documentation with AutoScheme usage examples and reorganized hyperparameter descriptions
Reviewed Changes
Copilot reviewed 9 out of 10 changed files in this pull request and generated 2 comments.
Show a summary per file
| File | Description |
|---|---|
| docs/step_by_step.md | Added GGUF quantization scheme documentation and removed redundant torch compile recommendation |
| auto_round/schemes.py | Removed AutoScheme class and related imports, updated all exports |
| auto_round/compressors/base.py | Updated imports and moved parameters to function signature |
| auto_round/autoround.py | Updated AutoScheme import to use new module location |
| auto_round/auto_scheme/register.py | New registration system for auto scheme methods |
| auto_round/auto_scheme/gen_auto_scheme.py | New home for AutoScheme class definition |
| auto_round/auto_scheme/init.py | Module initialization with simplified imports |
| auto_round/init.py | Updated AutoScheme import path |
| README.md | Enhanced documentation with AutoScheme examples and reorganized parameter descriptions |
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Signed-off-by: n1ck-guo <heng.guo@intel.com>
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yiliu30
approved these changes
Oct 29, 2025
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Nov 11, 2025
* Fix rtn tuning_device issue (#893) Signed-off-by: Kaihui-intel <kaihui.tang@intel.com> * fix vlm gguf ut (#895) Signed-off-by: n1ck-guo <heng.guo@intel.com> * update alg_ext.abi3.so with python compatible version (#894) * move ste from quant to round for nvfp4 (#889) Signed-off-by: He, Xin3 <xin3.he@intel.com> * Add GPT-OSS quant support (#887) * better help printing information (#883) * better help printing information Signed-off-by: n1ck-guo <heng.guo@intel.com> * speedup quant and evaluation, fix recompile issue (#897) * rewrite the implementation for ease-of-maintain Signed-off-by: He, Xin3 <xin3.he@intel.com> * fix bug Signed-off-by: He, Xin3 <xin3.he@intel.com> * fix quant performance Signed-off-by: He, Xin3 <xin3.he@intel.com> * Update auto_round/compressors/base.py --------- Signed-off-by: He, Xin3 <xin3.he@intel.com> * fix nvfp act quantization bug (#891) * fix nvfp act quantization bug Signed-off-by: Zhang, Weiwei1 <weiwei1.zhang@intel.com> * add cuda ut for moe nvfp quantize Signed-off-by: Zhang, Weiwei1 <weiwei1.zhang@intel.com> * add cpu UT, refine cuda UT Signed-off-by: Zhang, Weiwei1 <weiwei1.zhang@intel.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * fix ut typo Signed-off-by: Zhang, Weiwei1 <weiwei1.zhang@intel.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * fix cpu ut Signed-off-by: Zhang, Weiwei1 <weiwei1.zhang@intel.com> * enhance experts amax match, refine UT Signed-off-by: Zhang, Weiwei1 <weiwei1.zhang@intel.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --------- Signed-off-by: Zhang, Weiwei1 <weiwei1.zhang@intel.com> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> * support automatic mixed bits assignment (#851) * try to fix gguf issue (#886) * remove numba from requirments (#905) Signed-off-by: yiliu30 <yi4.liu@intel.com> * Extend mxfp loading dtypes (#907) * block dataset logger info (#908) Signed-off-by: n1ck-guo <heng.guo@intel.com> * fix torch compile issue in AutoScheme (#909) * Revert "Extend mxfp loading dtypes (#907)" (#915) This reverts commit 0c2619c. * support disable_opt_rtn in auto-scheme (#913) * fix llama 4 ut (#896) * fix ut of llama 4 Signed-off-by: n1ck-guo <heng.guo@intel.com> * add numba for cpu lib (#919) Signed-off-by: yiliu30 <yi4.liu@intel.com> * Loosen the packing restrictions for mxfp&nvfp (#911) * Loosen the packing restrictions for mxfp&nvfp, enable Qwen1.5-MoE-A2.7B quantize Signed-off-by: Zhang, Weiwei1 <weiwei1.zhang@intel.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * fix UT Signed-off-by: Zhang, Weiwei1 <weiwei1.zhang@intel.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * refine mxfp&nvfp layer checker Signed-off-by: Zhang, Weiwei1 <weiwei1.zhang@intel.com> * fix pylint Signed-off-by: Zhang, Weiwei1 <weiwei1.zhang@intel.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --------- Signed-off-by: Zhang, Weiwei1 <weiwei1.zhang@intel.com> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> * Extend mxfp loading dtypes (#916) Signed-off-by: root <root@clx5673.ra.intel.com> Signed-off-by: yiliu30 <yi4.liu@intel.com> Co-authored-by: root <root@clx5673.ra.intel.com> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> * Fix act config exporting for mixed schemes (#903) * fp8 exporting bugfix Signed-off-by: Zhang, Weiwei1 <weiwei1.zhang@intel.com> * fix act related config saving Signed-off-by: Zhang, Weiwei1 <weiwei1.zhang@intel.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * add ut for act_config check Signed-off-by: Zhang, Weiwei1 <weiwei1.zhang@intel.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * refine extra_config saving, add UTs Signed-off-by: Zhang, Weiwei1 <weiwei1.zhang@intel.com> * fix ut typo Signed-off-by: Zhang, Weiwei1 <weiwei1.zhang@intel.com> * fix ut typo Signed-off-by: Zhang, Weiwei1 <weiwei1.zhang@intel.com> * fixtypo Signed-off-by: Zhang, Weiwei1 <weiwei1.zhang@intel.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * fix CI Signed-off-by: Zhang, Weiwei1 <weiwei1.zhang@intel.com> * fix scan issue Signed-off-by: Zhang, Weiwei1 <weiwei1.zhang@intel.com> * fix scan issue Signed-off-by: Zhang, Weiwei1 <weiwei1.zhang@intel.com> * rm global variable Signed-off-by: Zhang, Weiwei1 <weiwei1.zhang@intel.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * rerun ut Signed-off-by: Zhang, Weiwei1 <weiwei1.zhang@intel.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * refine ut Signed-off-by: Zhang, Weiwei1 <weiwei1.zhang@intel.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --------- Signed-off-by: Zhang, Weiwei1 <weiwei1.zhang@intel.com> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> * optimize rtn for int woq (#924) * fix bug of gguf and support for LiquidAI/LFM2-1.2B (#927) Signed-off-by: n1ck-guo <heng.guo@intel.com> * remove numpy<2.0 limitation (#921) * enable regex quantization config saving for mixed bits (#825) * enable dynamic quantization config saving Signed-off-by: Zhang, Weiwei1 <weiwei1.zhang@intel.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * fixtypo Signed-off-by: Zhang, Weiwei1 <weiwei1.zhang@intel.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * rebase code, refine config saving Signed-off-by: Zhang, Weiwei1 <weiwei1.zhang@intel.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * refine ut Signed-off-by: Zhang, Weiwei1 <weiwei1.zhang@intel.com> * fix UT Signed-off-by: Zhang, Weiwei1 <weiwei1.zhang@intel.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * enable hf loading for regex, add UTs Signed-off-by: Zhang, Weiwei1 <weiwei1.zhang@intel.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * refine export, enhance gptq UT Signed-off-by: Zhang, Weiwei1 <weiwei1.zhang@intel.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --------- Signed-off-by: Zhang, Weiwei1 <weiwei1.zhang@intel.com> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> * Fix Flux tuning issue (#936) Signed-off-by: Mengni Wang <mengni.wang@intel.com> * gguf support for inclusionAI/Ling-flash-2.0 (#940) * remove low_cpu_mem (#934) * Add compatibility test (#918) * Add commit hash to version (#941) Signed-off-by: Sun, Xuehao <xuehao.sun@intel.com> * gguf weight type align with original, output.weight, token_embed (#900) * support attention mask in user's dataset (#930) * Add diffusion README (#923) * update readme (#949) * refactor utils file (#943) * refact utils Signed-off-by: n1ck-guo <heng.guo@intel.com> * update readme for sglang support (#953) * update readme for sglang support Signed-off-by: Zhang, Weiwei1 <weiwei1.zhang@intel.com> * refine doc Signed-off-by: Zhang, Weiwei1 <weiwei1.zhang@intel.com> * Update README.md --------- Signed-off-by: Zhang, Weiwei1 <weiwei1.zhang@intel.com> Co-authored-by: Wenhua Cheng <wenhua.cheng@intel.com> * update gguf and support for CompressedLinear (#950) * Reduce AutoSchem VRAM usage by up to 10X (#944) * add self attribution and fix avg_bits error (#956) * add self attribution and fix avg_bits error --------- Signed-off-by: He, Xin3 <xin3.he@intel.com> Co-authored-by: Wenhua Cheng <wenhua.cheng@intel.com> * add logo (#960) * refine AutoScheme readme/code (#958) * update readme (#962) * fix critic disable_opt_rtn regression (#963) * [1/N] Initial vllm-ext evaluation support (MXFP4 MOE) (#935) Signed-off-by: yiliu30 <yi4.liu@intel.com> * fix bug of imatrix contains 0 (#955) * fix rtn bug (#966) * enhance flux doc (#967) * clean code (#968) * support for model scope (#957) * support for model scope Signed-off-by: n1ck-guo <heng.guo@intel.com> * merge main branch to alg_ext (#970) * fix cuda CI backend issue, fixtypo (#974) * disable compile packing by default (#975) Signed-off-by: yiliu30 <yi4.liu@intel.com> * enhance auto device map and support XPU (#961) * enhance auto device map and support XPU --------- Signed-off-by: He, Xin3 <xin3.he@intel.com> * refine readme (#978) * cli support for positional arguments model (#979) Signed-off-by: n1ck-guo <heng.guo@intel.com> * update bits (#986) Signed-off-by: He, Xin3 <xin3.he@intel.com> * fix guff scheme and device_map bug (#969) * add support for Magistral-Small (#980) * support model_dtype and fix bug of scheme contains quotes, mllm eval (#985) --------- Signed-off-by: Kaihui-intel <kaihui.tang@intel.com> Signed-off-by: n1ck-guo <heng.guo@intel.com> Signed-off-by: He, Xin3 <xin3.he@intel.com> Signed-off-by: Zhang, Weiwei1 <weiwei1.zhang@intel.com> Signed-off-by: yiliu30 <yi4.liu@intel.com> Signed-off-by: root <root@clx5673.ra.intel.com> Signed-off-by: Mengni Wang <mengni.wang@intel.com> Signed-off-by: Sun, Xuehao <xuehao.sun@intel.com> Co-authored-by: Tang Kaihui <kaihui.tang@intel.com> Co-authored-by: Heng Guo <heng.guo@intel.com> Co-authored-by: Xin He <xin3.he@intel.com> Co-authored-by: Yi Liu <yi4.liu@intel.com> Co-authored-by: Weiwei <weiwei1.zhang@intel.com> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Co-authored-by: Wenhua Cheng <wenhua.cheng@intel.com> Co-authored-by: root <root@clx5673.ra.intel.com> Co-authored-by: Wang, Mengni <mengni.wang@intel.com> Co-authored-by: Sun, Xuehao <xuehao.sun@intel.com>
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