Enhance 3.x common logger and update 3.x torch example

[yuwenzho]

Type of Change

example API changed or not: no

Description

Update 3.x torch example and enhance 3.x common logger information.

Smooth quant uses quantize(), others use prepare() + convert()

How has this PR been tested?

CI, extension test

Dependency Change?

no

[github-actions[bot]]

⛈️ Required checks status: Has failure 🔴

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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/common/__init__.py, neural_compressor/common/utils/constants.py, neural_compressor/common/utils/logger.py, neural_compressor/common/utils/utility.py, neural_compressor/onnxrt/quantization/autotune.py, neural_compressor/onnxrt/quantization/quantize.py, neural_compressor/tensorflow/quantization/autotune.py, neural_compressor/tensorflow/quantization/quantize.py, neural_compressor/torch/algorithms/base_algorithm.py, neural_compressor/torch/quantization/algorithm_entry.py, neural_compressor/torch/quantization/autotune.py, neural_compressor/torch/quantization/quantize.py, neural_compressor/torch/utils/utility.py.

🔴 Model Tests workflow

Check ID	Status	Error details
Model-Test	failure		❌
Model-Test (Generate Report GenerateReport)	no_status		❓
Model-Test (Run ONNX Model resnet50-v1-12)	success		✅
Model-Test (Run PyTorch Model resnet18)	failure		❌
Model-Test (Run PyTorch Model resnet18_fx)	failure		❌
Model-Test (Run TensorFlow Model darknet19)	success		✅
Model-Test (Run TensorFlow Model inception_v1)	success		✅
Model-Test (Run TensorFlow Model resnet-101)	success		✅
Model-Test (Run TensorFlow Model resnet50v1.5)	success		✅
Model-Test (Run TensorFlow Model ssd_mobilenet_v1_ckpt)	success		✅
Model-Test (Run TensorFlow Model ssd_resnet50_v1)	success		✅

These checks are required after the changes to .azure-pipelines/scripts/models/env_setup.sh, .azure-pipelines/scripts/models/run_model_trigger_common.sh, .azure-pipelines/scripts/models/run_pytorch_models_trigger.sh.

🟢 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/common/__init__.py, neural_compressor/common/utils/constants.py, neural_compressor/common/utils/logger.py, neural_compressor/common/utils/utility.py, neural_compressor/torch/algorithms/base_algorithm.py, neural_compressor/torch/quantization/algorithm_entry.py, neural_compressor/torch/quantization/autotune.py, neural_compressor/torch/quantization/quantize.py, neural_compressor/torch/utils/utility.py, examples/3.x_api/pytorch/nlp/huggingface_models/language-modeling/quantization/llm/run_clm_no_trainer.py, .azure-pipelines/scripts/models/env_setup.sh, .azure-pipelines/scripts/models/run_model_trigger_common.sh, .azure-pipelines/scripts/models/run_pytorch_models_trigger.sh.

🟢 Unit Tests ITREX workflow

Check ID	Status	Error details
UT-ITREX	success		✅

These checks are required after the changes to neural_compressor/onnxrt/quantization/autotune.py, neural_compressor/onnxrt/quantization/quantize.py.

🟢 Unit Tests 3x-TensorFlow workflow

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

These checks are required after the changes to neural_compressor/common/__init__.py, neural_compressor/common/utils/constants.py, neural_compressor/common/utils/logger.py, neural_compressor/common/utils/utility.py, neural_compressor/tensorflow/quantization/autotune.py, neural_compressor/tensorflow/quantization/quantize.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/common/__init__.py, neural_compressor/common/utils/constants.py, neural_compressor/common/utils/logger.py, neural_compressor/common/utils/utility.py, neural_compressor/torch/algorithms/base_algorithm.py, neural_compressor/torch/quantization/algorithm_entry.py, neural_compressor/torch/quantization/autotune.py, neural_compressor/torch/quantization/quantize.py, neural_compressor/torch/utils/utility.py.

🟢 Unit Tests 3x-ONNXRT workflow

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

These checks are required after the changes to neural_compressor/common/__init__.py, neural_compressor/common/utils/constants.py, neural_compressor/common/utils/logger.py, neural_compressor/common/utils/utility.py, neural_compressor/onnxrt/quantization/autotune.py, neural_compressor/onnxrt/quantization/quantize.py.

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