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Amy Zhao

PROFILE

Amy Zhao

Xamy Zhao focused on enhancing numerical stability within the facebookresearch/momentum repository by refactoring the quaternion_to_xyz_euler conversion function, a core component in gradient-based optimization pipelines. Using PyTorch and Python, Xamy introduced a helper method to handle near-zero denominators, directly addressing potential instability in gradient computations. The approach aligned with established stable patterns from related projects, ensuring consistency and reliability. This targeted bug fix improved the robustness of downstream training processes that rely on quaternion math. While the work was limited to a single bug fix over the month, it demonstrated depth in numerical methods and careful attention to gradient computation reliability.

Overall Statistics

Feature vs Bugs

0%Features

Repository Contributions

1Total
Bugs
1
Commits
1
Features
0
Lines of code
42
Activity Months1

Work History

July 2025

1 Commits

Jul 1, 2025

Month: 2025-07 — Momentum repository fortifies numerical robustness and downstream gradient reliability through a targeted numerical stability refactor. The work centers on quaternion_to_xyz_euler, a critical conversion used in downstream models and optimization pipelines.

Activity

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Quality Metrics

Correctness90.0%
Maintainability80.0%
Architecture80.0%
Performance80.0%
AI Usage20.0%

Skills & Technologies

Programming Languages

PyTorchPython

Technical Skills

Gradient ComputationNumerical StabilityPyTorchQuaternion Math

Repositories Contributed To

1 repo

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

facebookresearch/momentum

Jul 2025 Jul 2025
1 Month active

Languages Used

PyTorchPython

Technical Skills

Gradient ComputationNumerical StabilityPyTorchQuaternion Math

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