Pre-commit hook for code linting

[zhu0619]

Changelogs

• Added pre-commit configurations for black and ruff
• Add pre_commit dependence in env.yaml
• Few code modifications for linting issue

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This PR addresses codebase linting management.

Note:
Before committing, ensure that pre-commit is installed and configured; simply pre-commit autoupdate(optional) and run pre-commit install once, and the hooks will automatically check your code every time you make a commit with git commit.

[maclandrol]

LGTM