## Description

<!-- Provide a brief description of the changes in this PR -->

## 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
- [ ] Performance improvement
- [ ] Code refactoring
- [ ] Test addition/modification
- [ ] CI/CD changes
- [ ] Dependency update

## Related Issues

<!-- Link to related issues using #issue_number -->

Closes #
Relates to #

## Changes Made

<!-- Provide a detailed list of changes -->

-
-
-

## Testing

### Test Environment

- Python version:
- PyTorch version:
- CUDA version:
- GPU type:
- Number of GPUs:

### Testing Performed

<!-- Describe the tests you ran and their results -->

- [ ] All existing tests pass
- [ ] Added new unit tests
- [ ] Added new integration tests
- [ ] Manual testing completed
- [ ] Tested on CPU
- [ ] Tested on GPU
- [ ] Tested with 14B model
- [ ] Tested with 1.3B model

### Test Results

<!-- Paste relevant test output -->

```
pytest output here
```

## Performance Impact

<!-- If applicable, describe any performance changes -->

- Inference speed:
- Memory usage:
- GPU utilization:

## Breaking Changes

<!-- If this is a breaking change, describe what breaks and migration steps -->

-
-

## Documentation

<!-- Mark the relevant options with an 'x' -->

- [ ] README.md updated
- [ ] INSTALL.md updated
- [ ] Code comments added/updated
- [ ] Docstrings added/updated
- [ ] API documentation updated
- [ ] CHANGELOG.md updated
- [ ] No documentation needed

## Checklist

<!-- Ensure all items are completed before requesting review -->

- [ ] My code follows the project's style guidelines (YAPF/Black formatted)
- [ ] 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 run `make format` to format the code
- [ ] I have checked my code with `mypy` for type errors
- [ ] I have updated type hints where necessary
- [ ] Pre-commit hooks pass

## Screenshots/Videos

<!-- If applicable, add screenshots or videos to demonstrate the changes -->

## Additional Notes

<!-- Add any additional notes, concerns, or context for reviewers -->

## Reviewer Notes

<!-- Anything specific you want reviewers to focus on? -->

---

**For Maintainers:**

- [ ] Code review completed
- [ ] Tests pass in CI
- [ ] Documentation is adequate
- [ ] Ready to merge