Feature/pre-commit hook and pdm integration

[nifedara]

What does this PR do?

Integrate Pre-commit Hooks and Dependency Management

Consideration

• These are sample hooks. More can be added

Why choices of pre-commit hook

• check-yaml: Loads all yaml files to verify the syntax
• end-of-file-fixer: Makes sure files end in a newline and only a newline
• trailing-whitespace: Trims trailing whitespace. ..more
• ruff: Fast Python linter and code formatter, written in Rust.
• commitizen: Enforces writing descriptive commits and makes commits easier to read

Why pdm for dependency management

• pdm: a modern Python package and dependency manager that supports the latest PEP standards