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chuteng-quic

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Chuteng-quic

Worked on the CodeLinaro/onnxruntime repository to enhance QNN Execution Provider capabilities and improve ONNX model generation reliability. Delivered support for the Sum operator with two inputs and integrated Lora Adapter Binary functionality, enabling offline deployment through configuration parsing and runtime application. Addressed model generation stability by replacing Upsample with Resize in the quantization path for ONNX opset 11 compatibility and corrected input ordering to ensure proper inference. Leveraged C++ and Python to implement these features, focusing on model optimization, quantization, and neural network workflows. The work improved deployment flexibility, runtime configurability, and downstream inference stability for supported devices.

Overall Statistics

Feature vs Bugs

50%Features

Repository Contributions

4Total
Bugs
1
Commits
4
Features
1
Lines of code
284
Activity Months2

Work History

June 2025

2 Commits

Jun 1, 2025

June 2025 monthly summary for CodeLinaro/onnxruntime: Key features delivered and bugs fixed, with business value and technical impact. Focused on ONNX model generation stability and compatibility across opset 11, improving reliability of downstream inference pipelines and reducing model generation errors.

March 2025

2 Commits • 1 Features

Mar 1, 2025

March 2025 monthly summary for CodeLinaro/onnxruntime: Delivered QNN Execution Provider (QNN-EP) enhancements expanding inference capabilities and offline deployment readiness. Core deliveries include Sum operator support (2 inputs) and Lora Adapter Binary support (offline context binaries) with configuration parsing and runtime application. These changes broaden QNN coverage, improve runtime configurability, and enable offline workflows, contributing to performance and deployment flexibility across supported devices.

Activity

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Quality Metrics

Correctness100.0%
Maintainability85.0%
Architecture90.0%
Performance85.0%
AI Usage50.0%

Skills & Technologies

Programming Languages

C++Python

Technical Skills

C++ developmentMachine LearningModel OptimizationNeural NetworksPython ProgrammingPython programmingQNNQuantizationdata processingmachine learningmodel optimization

Repositories Contributed To

1 repo

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

CodeLinaro/onnxruntime

Mar 2025 Jun 2025
2 Months active

Languages Used

C++Python

Technical Skills

C++ developmentMachine LearningModel OptimizationNeural NetworksQNNPython Programming