CodeLinaro/onnxruntime
Sep 2025 – Jan 2026
2 Months active
Languages Used
C++Python
Technical Skills
API DevelopmentBackend DevelopmentC++C++ developmentDeep LearningGPU programming
qti-mattsinc
PROFILE
Qti-mattsinc
Matt Sincavage contributed to the CodeLinaro/onnxruntime and ROCm/onnxruntime repositories, focusing on backend and GPU enhancements for deep learning model execution. He developed FP16 Expand support and multi-device GPU backend handling, implementing device selection logic and extending the QNN Execution Provider to prefer GPU when available. Using C++ and Python, Matt added features such as Pad operation support for pre-opset 11 models, Softmax layout transformation for GPU backends, and an alternate LayerNorm fusion pattern. He also addressed cross-backend zero padding consistency, improving model portability and runtime stability. His work demonstrated depth in backend development and testing.
Overall Statistics
Feature vs Bugs
83%Features
Repository Contributions
7Total
Bugs
1
Commits
7
Features
5
Lines of code
932
Activity Months3
Your Network
276 people
Work History
January 2026
4 Commits • 4 Features
Jan 1, 2026January 2026: Delivered key QNN EP enhancements to CodeLinaro/onnxruntime that improve device selection, broaden model compatibility, and boost GPU backend support. Implemented default device behavior, added Pad op support for pre-opset11, enabled Softmax layout transformation for GPUs, and introduced an alternate LayerNorm fusion pattern in preprocess. These changes improve stability, performance, and deployment scenarios across diverse hardware, delivering tangible business value for end-to-end DL model execution.
4 Commits • 4 Features
Jan 1, 2026January 2026: Delivered key QNN EP enhancements to CodeLinaro/onnxruntime that improve device selection, broaden model compatibility, and boost GPU backend support. Implemented default device behavior, added Pad op support for pre-opset11, enabled Softmax layout transformation for GPUs, and introduced an alternate LayerNorm fusion pattern in preprocess. These changes improve stability, performance, and deployment scenarios across diverse hardware, delivering tangible business value for end-to-end DL model execution.
January 2026
December 2025
1 Commits
Dec 1, 20252025-12 monthly summary for ROCm/onnxruntime focusing on key bug fix delivering cross-backend padding consistency and validation improvements. The month centered on stabilizing zero padding behavior across backends and reducing model-runtime surprises, enabling smoother deployments.
December 2025
1 Commits
Dec 1, 20252025-12 monthly summary for ROCm/onnxruntime focusing on key bug fix delivering cross-backend padding consistency and validation improvements. The month centered on stabilizing zero padding behavior across backends and reducing model-runtime surprises, enabling smoother deployments.
September 2025
2 Commits • 1 Features
Sep 1, 2025Month: 2025-09 | Repository: CodeLinaro/onnxruntime. Focused feature delivery in QNN: FP16 Expand support and GPU backend, with multi-device handling and GPU preference. Implemented translation of FP16 Expand op and extended QNN Execution Provider factory to include GPU support, accompanied by cross-device tests for CPU and GPU backends. No major bugs reported during this period.
2 Commits • 1 Features
Sep 1, 2025Month: 2025-09 | Repository: CodeLinaro/onnxruntime. Focused feature delivery in QNN: FP16 Expand support and GPU backend, with multi-device handling and GPU preference. Implemented translation of FP16 Expand op and extended QNN Execution Provider factory to include GPU support, accompanied by cross-device tests for CPU and GPU backends. No major bugs reported during this period.
September 2025
Activity
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Quality Metrics
Correctness91.4%
Maintainability80.0%
Architecture88.6%
Performance80.0%
AI Usage22.8%
Skills & Technologies
Programming Languages
C++Python
Technical Skills
API DevelopmentBackend DevelopmentC++C++ developmentData ProcessingDeep LearningEmbedded SystemsGPU programmingMachine LearningPythonTestingalgorithm designbackend developmenttesting
Repositories Contributed To
Overview of all repositories you've contributed to across your timeline
ROCm/onnxruntime
Dec 2025 – Dec 2025
1 Month active
Languages Used
C++
Technical Skills
C++algorithm designbackend development