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sfatimar

PROFILE

Sfatimar

Worked on enhancing ONNX Runtime integrations with OpenVINO across the mozilla/onnxruntime and microsoft/onnxruntime repositories, focusing on reliability, compatibility, and deployment flexibility. Addressed session options ordering in C++ to reduce configuration errors and enabled dynamic appending of options, improving developer experience. Upgraded OpenVINO to version 2025.2.0 in CI workflows and Dockerfiles, ensuring up-to-date compatibility and reducing integration risk. Implemented QDQ scale propagation, expanded hardware support for CPU and NPU, and improved handling of edge cases such as zero-element tensors. Leveraged C++, Docker, and DevOps practices to deliver robust backend features and maintainable machine learning model optimization.

Overall Statistics

Feature vs Bugs

67%Features

Repository Contributions

3Total
Bugs
1
Commits
3
Features
2
Lines of code
1,183
Activity Months2

Work History

July 2025

2 Commits • 2 Features

Jul 1, 2025

July 2025 Monthly Summary for microsoft/onnxruntime focusing on business value and technical achievements. The team delivered OpenVINO compatibility improvements and QDQ-related enhancements, strengthening cross-hardware interoperability and reliability while expanding deployment scenarios. Key outcomes: - OpenVINO Compatibility Update: Bumped OpenVINO to version 2025.2.0 across CI workflows and Dockerfile to ensure compatibility with latest features and stability. This reduces integration risk for customers relying on OpenVINO-backed pipelines. - QDQ propagation and hardware/OPs enhancements: Implemented QDQ scale propagation, enabled dynamic path for NPU, added support for zero-element tensors, fixed CPU fallback model copies, and introduced support for SimplifiedLayerNormalization. These changes broaden hardware support, improve inference robustness, and enable more efficient execution paths. Impact: - Improved compatibility and reliability for OpenVINO-enabled workloads. - Expanded hardware acceleration coverage (CPU/NPU) and better handling of edge cases (zero-element tensors). - Clear business value through faster time-to-market, reduced maintenance burden, and more versatile deployment scenarios. Technologies/skills demonstrated: - CI/CD and Dockerfile maintenance, OpenVINO integration, QDQ propagation passes, NPU dynamic path, handling of zero-element tensors, and support for new ops like SimplifiedLayerNormalization.

March 2025

1 Commits

Mar 1, 2025

March 2025 monthly summary for mozilla/onnxruntime focused on stabilizing the OpenVINO Execution Provider. Delivered a fix for session options ordering and enabled appending session options after provider setup, boosting reliability and flexibility for OpenVINO-backed ONNX Runtime deployments. This work reduces configuration errors and enhances integration experience for partners and developers.

Activity

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Quality Metrics

Correctness93.4%
Maintainability86.6%
Architecture86.6%
Performance86.6%
AI Usage26.6%

Skills & Technologies

Programming Languages

C++DockerfileYAML

Technical Skills

C++Continuous IntegrationDevOpsDockerOpenVINOSoftware Developmentbackend developmentmachine learningmodel optimization

Repositories Contributed To

2 repos

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

microsoft/onnxruntime

Jul 2025 Jul 2025
1 Month active

Languages Used

C++DockerfileYAML

Technical Skills

C++Continuous IntegrationDevOpsDockerbackend developmentmachine learning

mozilla/onnxruntime

Mar 2025 Mar 2025
1 Month active

Languages Used

C++

Technical Skills

C++OpenVINOSoftware Development