# Pull Request
## Description
<!-- Provide a clear and concise description of your changes -->
## Type of Change
<!-- Mark the relevant option with an 'x' -->
- [ ] 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 improvement
## Related Issues
<!-- Link related issues using keywords: Fixes #123, Closes #456, Related to #789 -->
Fixes #
## Changes Made
<!-- List the main changes in bullet points -->
-
-
-
## Testing Performed
<!-- Describe the testing you've done -->
- [ ] Unit tests added/updated
- [ ] Integration tests added/updated
- [ ] Manual testing performed
- [ ] All existing tests pass
### Test Details
<!-- Provide details about how you tested your changes -->
```bash
# Example test commands
pytest tests/
```
## Screenshots (if applicable)
<!-- Add screenshots to help explain your changes -->
## Checklist
<!-- Ensure all items are completed before submitting -->
- [ ] My code follows the project's style guidelines
- [ ] I have performed a self-review of my 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
- [ ] I have checked my code and corrected any misspellings
## Additional Context
<!-- Add any other context about the pull request here -->
## Breaking Changes
<!-- If this is a breaking change, describe the impact and migration path -->
## Performance Impact
<!-- Describe any performance implications of your changes -->
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**By submitting this pull request, I confirm that my contribution is made under the terms of the MIT License.**
