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Jack Taylor

PROFILE

Jack Taylor

During February 2026, Jataylo focused on stabilizing PyTorch’s gfx950 ROCm CI benchmarking following the ROCm 7.2 upgrade in the pytorch/pytorch repository. They updated expected benchmark results and refined CI pass/fail and accuracy gating for models such as alexnet, demucs, mobilenet_v3_large, and mnasnet1_0, ensuring alignment with the new ROCm environment. Using Python and leveraging skills in benchmarking and CI/CD, Jataylo addressed reliability issues by investigating flaky graph breaks on mobilenet_v3_large runners. Their work improved CI traceability and reduced false negatives, enabling faster, more trustworthy iteration on GPU backends and supporting robust model performance analysis workflows.

Overall Statistics

Feature vs Bugs

0%Features

Repository Contributions

2Total
Bugs
1
Commits
2
Features
0
Lines of code
29
Activity Months1

Work History

February 2026

2 Commits

Feb 1, 2026

February 2026: PyTorch gfx950 ROCm CI benchmarking stabilized and aligned post ROCm 7.2 upgrade. Key work delivered updated expected benchmarks and CI checks for gfx950, with target models including alexnet, demucs, mobilenet_v3_large, and mnasnet1_0. Two commits updated expected benchmarks for gfx950 (#174157) (f7734631f4e1f3a9d734951bde16bf3073b169fc; 9a40706f5bb59bb23de3951404ab45363322cee1). Major fixes addressed pass/fail and accuracy gating in CI to reflect the updated ROCm environment. Ongoing work includes investigating flaky graph breaks for mobilenet_v3_large on gfx950 runners. Impact: more reliable CI signals for the gfx950 ROCm path, reduced false negatives, and faster, trustworthy iteration on GPU backends. Skills demonstrated: ROCm environment handling, CI/test automation, benchmarking accuracy validation, and traceability through commit references.

Activity

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Quality Metrics

Correctness80.0%
Maintainability80.0%
Architecture60.0%
Performance60.0%
AI Usage20.0%

Skills & Technologies

Programming Languages

Python

Technical Skills

BenchmarkingCI/CDModel Performance AnalysisROCm

Repositories Contributed To

1 repo

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

pytorch/pytorch

Feb 2026 Feb 2026
1 Month active

Languages Used

Python

Technical Skills

BenchmarkingCI/CDModel Performance AnalysisROCm

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