[High Risk]Refine inference code #840
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wenhuach21
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…into refine_inference
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…into refine_inference
wenhuach21
requested review from
WeiweiZhang1,
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n1ck-guo and
yiliu30
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Pull Request Overview
This is a high-risk refactoring of the inference code that modernizes the backend selection system and improves code maintainability. The PR removes legacy features and refactors the quantization layer replacement logic.
- Removes deprecated
clipparameter from quantization schemes - Refactors backend selection to use structured packing formats and simplifies the layer replacement logic
- Updates backend configuration with more consistent naming and format specifications
Reviewed Changes
Copilot reviewed 5 out of 5 changed files in this pull request and generated 4 comments.
Show a summary per file
| File | Description |
|---|---|
| auto_round/schemes.py | Removes deprecated clip parameter from QuantizationScheme |
| auto_round/inference/convert_model.py | Major refactoring of model conversion logic with simplified backend selection and updated function signatures |
| auto_round/inference/backend.py | Updates backend configurations with new packing format structure and modernized type hints |
| auto_round/compressors/base.py | Removes warning about unsupported auto_round format loading |
| auto_round/main.py | Updates condition for model evaluation to check format type |
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Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>
Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>
yiliu30
approved these changes
Sep 23, 2025
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