# Pull Request

## Description
Brief description of what this PR does and why.

## Type of Change
Please delete options that are not relevant.

- [ ] 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
- [ ] Performance improvement
- [ ] Code refactoring (no functional changes)
- [ ] Test improvements

## Related Issues
Closes #(issue_number)
Relates to #(issue_number)

## Changes Made
- 
- 
- 

## Testing
- [ ] Tests pass locally
- [ ] Added tests for new functionality
- [ ] Updated existing tests
- [ ] Manual testing completed

Describe any testing you performed:

## Documentation
- [ ] Updated docstrings
- [ ] Updated README if needed
- [ ] Updated API documentation
- [ ] Added/updated examples

## Code Quality
- [ ] Code follows the style guidelines
- [ ] Self-review of the code completed
- [ ] Code is commented where necessary
- [ ] No new warnings introduced

## Breaking Changes
If this introduces breaking changes, please describe them and provide migration guidance:

## Screenshots/Examples
If applicable, add screenshots or code examples to help explain your changes.

```python
# Example usage
```

## Additional Notes
Any additional information that reviewers should know.

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## Reviewer Checklist
- [ ] Code follows project style guidelines
- [ ] Changes are well documented
- [ ] Tests are adequate and pass
- [ ] No obvious bugs or performance issues
- [ ] Breaking changes are properly documented