## 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)
- [ ] Performance improvement
- [ ] Breaking change (fix or feature that would cause existing functionality to not work as expected)
- [ ] Documentation update
- [ ] Code refactoring
- [ ] New example or tutorial
- [ ] CI/CD or tooling change

## Motivation and Context

<!-- Why is this change required? What problem does it solve? -->
<!-- If it fixes an open issue, please link to the issue here -->

Fixes #(issue)

## Changes Made

<!-- List the specific changes made in this PR -->

-
-
-

## Testing

<!-- Describe the tests you ran to verify your changes -->

- [ ] Tested on RTX 5080
- [ ] Tested on RTX 5090
- [ ] Benchmarks show performance improvement
- [ ] All existing tests pass
- [ ] Added new tests for new functionality

### Test Configuration
<!-- Provide details about your test configuration -->

- **GPU:**
- **Driver Version:**
- **CUDA Version:**
- **Python Version:**
- **PyTorch Version:**

## Performance Impact

<!-- If applicable, provide benchmark results showing performance impact -->

**Before:**
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<!-- Benchmark results before changes -->
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**After:**
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## 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

## Screenshots (if applicable)

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## Additional Notes

<!-- Any additional information that reviewers should know -->
