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Amy Zhao

PROFILE

Amy Zhao

Worked on the facebookresearch/momentum repository to enhance the numerical stability of quaternion-to-Euler angle conversions, a core operation in gradient-based training pipelines. Focused on refactoring the quaternion_to_xyz_euler function in PyTorch, the work introduced a helper method to manage near-zero denominators, thereby improving the robustness of gradient computations. The implementation aligned with established stability patterns from real_lbs_pytorch, ensuring consistency across related codebases. Leveraging expertise in Python, PyTorch, and quaternion mathematics, the changes addressed a critical bug affecting downstream model reliability. This targeted fix contributed to more stable optimization processes without introducing new features, reflecting a depth of focus on numerical precision.

Overall Statistics

Feature vs Bugs

0%Features

Repository Contributions

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

Your Network

3153 people

Shared Repositories

75
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Clark KangMember
Carsten StollMember

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