Migrate SQ and WOQ to INC 3.x API.

[changwangss]

Type of Change

feature or bug fix or documentation or others
API changed or not

Description

detail description
JIRA ticket: xxx

Expected Behavior & Potential Risk

the expected behavior that triggered by this PR

How has this PR been tested?

how to reproduce the test (including hardware information)

Dependency Change?

any library dependency introduced or removed

[github-actions]

⛈️ Required checks status: Has failure 🔴

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Groups summary

🟢 Format Scan Tests workflow

Check ID	Status	Error details
format-scan (pylint)	success		✅
format-scan (bandit)	success		✅
format-scan (cloc)	success		✅
format-scan (cpplint)	success		✅

These checks are required after the changes to intel_extension_for_transformers/neural_chat/examples/finetuning/multi_modal/train.py, intel_extension_for_transformers/neural_chat/models/model_utils.py, intel_extension_for_transformers/transformers/llm/evaluation/models.py, intel_extension_for_transformers/transformers/llm/quantization/nn/modules.py, intel_extension_for_transformers/transformers/llm/quantization/sq_utils.py, intel_extension_for_transformers/transformers/llm/quantization/utils.py, intel_extension_for_transformers/transformers/modeling/modeling_auto.py, intel_extension_for_transformers/transformers/utils/config.py, intel_extension_for_transformers/transformers/utils/utility.py.

🔴 Optimize Unit Test workflow

Check ID	Status	Error details
optimize-unit-test-baseline	failure	download	❌
optimize-unit-test-PR-test	cancelled		🚫
Genreate-OptimizeUT-Report	skipped		❓

These checks are required after the changes to intel_extension_for_transformers/transformers/llm/evaluation/models.py, intel_extension_for_transformers/transformers/llm/quantization/nn/modules.py, intel_extension_for_transformers/transformers/llm/quantization/sq_utils.py, intel_extension_for_transformers/transformers/llm/quantization/utils.py, intel_extension_for_transformers/transformers/modeling/modeling_auto.py, intel_extension_for_transformers/transformers/utils/config.py, intel_extension_for_transformers/transformers/utils/utility.py, tests/CI/test_quantization.py.

🔴 NeuralChat Unit Test

Check ID	Status	Error details
neuralchat-unit-test-baseline	cancelled		🚫
neuralchat-unit-test-PR-test	failure	download	❌
Generate-NeuralChat-Report	skipped		❓

These checks are required after the changes to intel_extension_for_transformers/neural_chat/models/model_utils.py, intel_extension_for_transformers/transformers/llm/quantization/nn/modules.py, intel_extension_for_transformers/transformers/llm/quantization/sq_utils.py, intel_extension_for_transformers/transformers/llm/quantization/utils.py, intel_extension_for_transformers/transformers/llm/evaluation/models.py, intel_extension_for_transformers/transformers/modeling/modeling_auto.py, intel_extension_for_transformers/transformers/utils/config.py, intel_extension_for_transformers/transformers/utils/utility.py.

🔴 Engine Unit Test workflow

Check ID	Status	Error details
engine-unit-test-baseline	cancelled		🚫
engine-unit-test-PR-test	failure	download	❌
Genreate-Engine-Report	skipped		❓

These checks are required after the changes to intel_extension_for_transformers/transformers/llm/evaluation/models.py, intel_extension_for_transformers/transformers/llm/quantization/nn/modules.py, intel_extension_for_transformers/transformers/llm/quantization/sq_utils.py, intel_extension_for_transformers/transformers/llm/quantization/utils.py, intel_extension_for_transformers/transformers/modeling/modeling_auto.py, intel_extension_for_transformers/transformers/utils/config.py, intel_extension_for_transformers/transformers/utils/utility.py.

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[changwangss]

@XuehaoSun please update CI support INC 3.x API installation.

[chensuyue]

Any update for SQ part?