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wl1026sun

PROFILE

Wl1026sun

Worked on the pytorch/executorch repository, focusing on enhancing quantized operator compatibility and backend correctness over a two-month period. Delivered fallback mechanisms for TIE quantized linear and convolution operators, enabling them to use alternative kernels when unsupported shapes are encountered, which improved performance and reduced reliance on CPU fallbacks. In a separate feature, corrected the HiFi backend’s im2row output layout for NHWC workloads to match the channel-major format, updating both the C++ implementation and associated unit tests for alignment with PyTorch references. Leveraged C++ and Python, with emphasis on kernel development, quantization techniques, backend optimization, and robust unit testing practices.

Overall Statistics

Feature vs Bugs

100%Features

Repository Contributions

3Total
Bugs
0
Commits
3
Features
2
Lines of code
222
Activity Months2

Work History

June 2026

1 Commits • 1 Features

Jun 1, 2026

June 2026 focused on delivering a critical fix in the HiFi backend for NHWC workloads within the executorch repository, with corresponding test updates and cross-repo alignment to PyTorch references. The work enhances correctness and positions NHWC data paths for better performance and reliability in production pipelines.

May 2025

2 Commits • 1 Features

May 1, 2025

May 2025 monthly summary for developer work focused on pytorch/executorch. Delivered a critical enhancement to TIE Quantized Operators by introducing fallback kernel support for shapes not covered by the TIE kernel, improving compatibility and performance in edge cases.

Activity

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Quality Metrics

Correctness86.6%
Maintainability80.0%
Architecture80.0%
Performance80.0%
AI Usage20.0%

Skills & Technologies

Programming Languages

C++Python

Technical Skills

C++ developmentKernel developmentQuantization techniquesbackend developmentperformance optimizationquantizationunit testing

Repositories Contributed To

1 repo

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

pytorch/executorch

May 2025 Jun 2026
2 Months active

Languages Used

C++Python

Technical Skills

C++ developmentKernel developmentQuantization techniquesperformance optimizationquantizationbackend development