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Tuan Trieu

PROFILE

Tuan Trieu

Tuan worked on enhancing export compatibility and stability within the PyTorch ecosystem, focusing on the pytorch/FBGEMM and pytorch/pytorch repositories. He implemented a fake tensor backend to enable histogram_binning_calibration export for older PA versions, reducing deployment risk and improving interoperability across model pipelines. Using C++ and PyTorch, he addressed cross-version compatibility and laid groundwork for future export features. Additionally, Tuan improved symbolic shape handling in PyTorch by fixing unbacked symbol rebinding and refining computation logic, leveraging Python and backend development skills. His contributions targeted reliability and correctness, demonstrating depth in deep learning infrastructure and symbolic computation.

Overall Statistics

Feature vs Bugs

50%Features

Repository Contributions

2Total
Bugs
1
Commits
2
Features
1
Lines of code
71
Activity Months2

Work History

June 2025

1 Commits

Jun 1, 2025

June 2025: Delivered stability and correctness improvements for PyTorch symbolic shapes: fixed unbacked symbol rebinding, added a boolean indexing test, and refined symbolic shapes computation to avoid failures during symbol replacement. These changes reduce modeling errors and improve reliability for users relying on symbolic shapes in tracing and scripting.

February 2025

1 Commits • 1 Features

Feb 1, 2025

February 2025 monthly summary for pytorch/FBGEMM: Delivered export compatibility for histogram_binning_calibration by implementing a fake tensor backend to enable exporting older versions of PA. This reduces deployment risk and improves interoperability with downstream pipelines. No major bugs fixed this month. Overall impact includes enhanced cross-version compatibility, smoother model deployment, and a stronger foundation for future export-facing features. Technologies demonstrated: C++, PyTorch core, fake tensor technique, and export tooling.

Activity

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Quality Metrics

Correctness80.0%
Maintainability80.0%
Architecture80.0%
Performance70.0%
AI Usage20.0%

Skills & Technologies

Programming Languages

Python

Technical Skills

Deep LearningMachine LearningPyTorchbackend developmentsymbolic computationunit testing

Repositories Contributed To

2 repos

Overview of all repositories you've contributed to across your timeline

pytorch/FBGEMM

Feb 2025 Feb 2025
1 Month active

Languages Used

Python

Technical Skills

Deep LearningMachine LearningPyTorch

pytorch/pytorch

Jun 2025 Jun 2025
1 Month active

Languages Used

Python

Technical Skills

backend developmentsymbolic computationunit testing

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