add some new features for layer-wise quant

[n1ck-guo]

Type of Change

feature

Description

add some new features for layer-wise quant, include get_weight, get_bias, update, and save/load. Make it more easy to use, like a normal model.

Expected Behavior & Potential Risk

None

How has this PR been tested?

how to reproduce the test (including hardware information)

Dependency Change?

None

[github-actions[bot]]

⛈️ Required checks status: Has failure 🔴

Warning If you do not have the access to re-run the Probot, please contact XuehaoSun for help. If you push a new commit, all of the workflow will be re-triggered.

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/layer_wise/utils.py.

🔴 Model Tests 3x workflow

Check ID	Status	Error details
Model-Test-3x	failure		❌
Model-Test-3x (Generate Report GenerateReport)	no_status		❓
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)	failure		❌
Model-Test-3x (Run PyTorch Model opt_125m_woq_gptq_int4_dq_ggml)	failure		❌

These checks are required after the changes to neural_compressor/torch/algorithms/layer_wise/utils.py.

🔴 Unit Tests 3x-PyTorch workflow

Check ID	Status	Error details
UT-3x-Torch	failure		❌
UT-3x-Torch (Coverage Compare CollectDatafiles)	failure	download	❌
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/layer_wise/utils.py.

---

Thank you for your contribution! 💜

Note This comment is automatically generated and will be updates every 180 seconds within the next 6 hours. If you have any other questions, contact chensuyue or XuehaoSun for help.

[Kaihui-intel]

marked draft and will migrate to https://github.com/intel/neural-compressor/pull/1883