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cccclai

PROFILE

Cccclai

Worked on PyTorch’s quantization and backend infrastructure, focusing on two core repositories. In pytorch/ao, enhanced quantization coverage by refining the _is_conv_node function to recognize a broader range of convolution operations, updating associated tests to ensure accuracy and prevent regressions. This improved quantization performance and model support for diverse convolution types using Python and PyTorch. In pytorch/executorch, restored and stabilized the Qualcomm Neural Network backend by reintroducing removed components and developing robust build and test scripts for the QNN wheel. Leveraged C++, Python scripting, and CI/CD practices to streamline packaging, validation, and production readiness for QNN-enabled workflows.

Overall Statistics

Feature vs Bugs

50%Features

Repository Contributions

2Total
Bugs
1
Commits
2
Features
1
Lines of code
819
Activity Months2

Work History

September 2025

1 Commits

Sep 1, 2025

September 2025 monthly summary for pytorch/executorch: Focused on restoring and stabilizing the QNN backend integration to ensure robustness of Qualcomm Neural Network (QNN) acceleration support in executorch. Reintroduced removed components and added comprehensive build/test scripts for the QNN wheel, enabling reliable packaging and validation. This work improved packaging reliability, CI feedback, and readiness for production deployments of QNN-enabled workflows.

May 2025

1 Commits • 1 Features

May 1, 2025

May 2025 monthly summary for pytorch/ao focused on enhancing quantization coverage in convolution operations. Delivered a targeted feature that expands recognition of convolution types during quantization by refining the _is_conv_node function and aligning tests accordingly. The change improves quantization accuracy and performance for a broader set of conv ops in quantized models.

Activity

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Quality Metrics

Correctness80.0%
Maintainability80.0%
Architecture80.0%
Performance80.0%
AI Usage50.0%

Skills & Technologies

Programming Languages

BashC++Python

Technical Skills

C++ developmentCI/CDPyTorchPython scriptingbackend developmentquantizationtesting

Repositories Contributed To

2 repos

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

pytorch/ao

May 2025 May 2025
1 Month active

Languages Used

Python

Technical Skills

PyTorchbackend developmentquantizationtesting

pytorch/executorch

Sep 2025 Sep 2025
1 Month active

Languages Used

BashC++Python

Technical Skills

C++ developmentCI/CDPython scriptingbackend development