EXCEEDS logo
Exceeds
Hadi

PROFILE

Hadi

Worked on the intel/onnxruntime repository to deliver and stabilize the TensorRT Execution Provider (TRT EP) for ONNX Runtime, focusing on CUDA-accelerated inference in multi-stream scenarios. Addressed a critical bug by ensuring proper CUDA context preservation when user-provided streams are present, which improved execution correctness and reduced context-switch issues. Introduced auxiliary streams support, allowing explicit control over additional streams and enabling finer-grained stream management. Collaborated across TRT EP and NV Execution Provider components to align context handling and stream logic. Utilized C++, CUDA, and TensorRT, demonstrating a deep understanding of ONNX Runtime internals and multi-stream workload optimization.

Overall Statistics

Feature vs Bugs

50%Features

Repository Contributions

2Total
Bugs
1
Commits
2
Features
1
Lines of code
50
Activity Months1

Work History

December 2025

2 Commits • 1 Features

Dec 1, 2025

December 2025: Delivered and stabilized TensorRT Execution Provider (TRT EP) in ONNX Runtime with key fixes and enhancements that improve reliability and performance for CUDA-accelerated inference across multi-stream scenarios. Collaboration across TRT EP and NV Execution Provider components ensured correct CUDA context handling and configurable stream management, reducing context-switch bugs and enabling finer control over stream usage.

Activity

Loading activity data...

Quality Metrics

Correctness100.0%
Maintainability80.0%
Architecture90.0%
Performance80.0%
AI Usage20.0%

Skills & Technologies

Programming Languages

C++

Technical Skills

C++CUDATensorRT

Repositories Contributed To

1 repo

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

intel/onnxruntime

Dec 2025 Dec 2025
1 Month active

Languages Used

C++

Technical Skills

C++CUDATensorRT