# Pull Request

## Description
<!-- Provide a clear and concise description of your changes -->

## Type of Change
<!-- Mark with an 'x' the applicable options -->
- [ ] Bug fix (non-breaking change which fixes an issue)
- [ ] New feature (non-breaking change which adds functionality)
- [ ] Breaking change (fix or feature that would cause existing functionality to not work as expected)
- [ ] Documentation update
- [ ] Code refactoring
- [ ] Performance improvement
- [ ] Test addition or modification
- [ ] CI/CD improvement

## Related Issues
<!-- Link to related issues using #issue_number -->
Fixes #
Relates to #

## Changes Made
<!-- Provide a detailed list of changes -->
- 
- 
- 

## Testing
<!-- Describe the tests you ran and how to reproduce them -->
- [ ] Existing tests pass (`pytest tests/`)
- [ ] Added new tests for new functionality
- [ ] Manually tested on:
  - [ ] Python 3.9
  - [ ] Python 3.10
  - [ ] Python 3.11
  - [ ] Windows
  - [ ] Linux
  - [ ] macOS

## Code Quality
- [ ] Code follows the project's style guidelines (`ruff check` passes)
- [ ] Code is properly formatted (`ruff format` applied)
- [ ] Added docstrings for new functions/classes
- [ ] Added type hints where applicable
- [ ] Updated relevant documentation
- [ ] Updated CHANGELOG.md (if applicable)

## Screenshots (if applicable)
<!-- Add screenshots to help explain your changes -->

## Breaking Changes
<!-- If this PR introduces breaking changes, describe them and the migration path -->

## Additional Notes
<!-- Any additional information that reviewers should know -->

## Checklist
- [ ] My code follows the style guidelines of this project
- [ ] I have performed a self-review of my own code
- [ ] I have commented my code, particularly in hard-to-understand areas
- [ ] I have made corresponding changes to the documentation
- [ ] My changes generate no new warnings
- [ ] I have added tests that prove my fix is effective or that my feature works
- [ ] New and existing unit tests pass locally with my changes
- [ ] Any dependent changes have been merged and published

