[Architecture] Redesign Linear module

[hlu1]

Description

Redesign the Linear module.

• Separate out and encapsulate the quantization related logics into individual LinearMethod class for each quant_config.
• Create separate weight loading functions for the different weight_modes.
• I believe the code is much easier to follow after the refactor.

Test Coverage

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run [--disable-fail-fast --skip-test --stage-list "A10-1, xxx" --gpu-type "A30, H100_PCIe" --add-multi-gpu-test --only-multi-gpu-test --disable-multi-gpu-test --post-merge --extra-stage "H100_PCIe-[Post-Merge]-1, xxx"]

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[hlu1]

/bot run --disable-fail-fast

[tensorrt-cicd]

PR_Github #6715 [ run ] triggered by Bot

[tensorrt-cicd]

PR_Github #6715 [ run ] completed with state SUCCESS
/LLM/main/L0_MergeRequest_PR pipeline #4903 completed with status: 'FAILURE'

[hlu1]

/bot run --disable-fail-fast

[hlu1]

/bot run --disable-fail-fast

[tensorrt-cicd]

PR_Github #6823 [ run ] triggered by Bot

[tensorrt-cicd]

PR_Github #6823 [ run ] completed with state SUCCESS
/LLM/main/L0_MergeRequest_PR pipeline #4969 completed with status: 'FAILURE'

[hlu1]

/bot run --disable-fail-fast

[tensorrt-cicd]

PR_Github #6887 [ run ] triggered by Bot

[yuxianq]

LGTM

[tensorrt-cicd]

PR_Github #6887 [ run ] completed with state SUCCESS
/LLM/main/L0_MergeRequest_PR pipeline #5003 completed with status: 'FAILURE'

[hlu1]

/bot run --disable-fail-fast

[tensorrt-cicd]

PR_Github #6952 [ run ] triggered by Bot

[tensorrt-cicd]

PR_Github #6952 [ run ] completed with state SUCCESS
/LLM/main/L0_MergeRequest_PR pipeline #5047 completed with status: 'SUCCESS'

[hlu1]

/bot skip --comment "Reuse previous successful pipeline"