Smoothquant refactor for 3.x API

[violetch24]

Type of Change

Smoothquant refactor for 3.x API
API changed

Description

• refactor new API - prepare/convert
• add ut for new API, remove unnecessary old ones
• fix eager model/prepared model issue for old quantize API
• modify 3.x sq example

Expected Behavior & Potential Risk

ut pass

How has this PR been tested?

Dependency Change?

[github-actions]

⚡ Required checks status: All passing 🟢

Groups summary

🟢 Code Scan Tests workflow

Check ID	Status	Error details
Code-Scan	success		✅
Code-Scan (Bandit Code Scan Bandit)	success		✅
Code-Scan (DocStyle Code Scan DocStyle)	success		✅
Code-Scan (Pylint Code Scan Pylint)	success		✅

These checks are required after the changes to neural_compressor/torch/algorithms/base_algorithm.py, neural_compressor/torch/algorithms/smooth_quant/__init__.py, neural_compressor/torch/algorithms/smooth_quant/smooth_quant.py, neural_compressor/torch/algorithms/smooth_quant/utility.py, neural_compressor/torch/algorithms/static_quant/utility.py, neural_compressor/torch/quantization/algorithm_entry.py, neural_compressor/torch/quantization/config.py, neural_compressor/torch/quantization/quantize.py.

🟢 Model Tests 3x workflow

Check ID	Status	Error details
Model-Test-3x	success		✅
Model-Test-3x (Generate Report GenerateReport)	success		✅
Model-Test-3x (Run PyTorch Model opt_125m_woq_gptq_int4)	success		✅
Model-Test-3x (Run PyTorch Model opt_125m_woq_gptq_int4_dq_bnb)	success		✅
Model-Test-3x (Run PyTorch Model opt_125m_woq_gptq_int4_dq_ggml)	success		✅

These checks are required after the changes to neural_compressor/torch/algorithms/base_algorithm.py, neural_compressor/torch/algorithms/smooth_quant/__init__.py, neural_compressor/torch/algorithms/smooth_quant/smooth_quant.py, neural_compressor/torch/algorithms/smooth_quant/utility.py, neural_compressor/torch/algorithms/static_quant/utility.py, neural_compressor/torch/quantization/algorithm_entry.py, neural_compressor/torch/quantization/config.py, neural_compressor/torch/quantization/quantize.py, examples/3.x_api/pytorch/nlp/huggingface_models/language-modeling/quantization/llm/run_clm_no_trainer.py.

🟢 Unit Tests 3x-PyTorch workflow

Check ID	Status	Error details
UT-3x-Torch	success		✅
UT-3x-Torch (Coverage Compare CollectDatafiles)	success		✅
UT-3x-Torch (Unit Test 3x Torch Unit Test 3x Torch)	success		✅
UT-3x-Torch (Unit Test 3x Torch baseline Unit Test 3x Torch baseline)	success		✅

These checks are required after the changes to neural_compressor/torch/algorithms/base_algorithm.py, neural_compressor/torch/algorithms/smooth_quant/__init__.py, neural_compressor/torch/algorithms/smooth_quant/smooth_quant.py, neural_compressor/torch/algorithms/smooth_quant/utility.py, neural_compressor/torch/algorithms/static_quant/utility.py, neural_compressor/torch/quantization/algorithm_entry.py, neural_compressor/torch/quantization/config.py, neural_compressor/torch/quantization/quantize.py, test/3x/torch/quantization/test_smooth_quant.py, test/3x/torch/requirements.txt.

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[xin3he]

Feel free to contact me if you have any question.

[chensuyue]

@xin3he please review