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Marko Fabo

PROFILE

Marko Fabo

Marko Fabo developed ONNX MultiHeadAttention operator support for the ROCm/AMDMIGraphX repository, enabling direct deployment of complex attention-based models on ROCm platforms. He implemented parsing logic in C++ to handle multiple input formats and graph transformations, allowing the ONNX parser to accurately interpret and represent attention mechanisms. This work expanded the expressiveness and portability of models by reducing reliance on custom operators. Marko’s contributions included thorough testing and collaboration across teams, ensuring robust integration. By leveraging deep learning operations, ONNX parsing, and Python for validation, he delivered a focused, high-impact feature that improved ONNX compatibility for advanced neural architectures.

Overall Statistics

Feature vs Bugs

100%Features

Repository Contributions

1Total
Bugs
0
Commits
1
Features
1
Lines of code
1,523
Activity Months1

Work History

January 2025

1 Commits • 1 Features

Jan 1, 2025

Month: 2025-01 — ROCm/AMDMIGraphX delivered ONNX MultiHeadAttention operator support in the ONNX parser, expanding model expressiveness and portability. Implemented parsing logic for multiple input formats and transformations to support attention mechanisms. No major bugs fixed this month. Impact: enables customers to deploy more complex attention-based models directly on ROCm, reducing the need for custom ops and accelerating deployment. Technologies/skills demonstrated: C++, ONNX parser work, IR/graph transformations, testing, and cross-team collaboration.

Activity

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Quality Metrics

Correctness100.0%
Maintainability100.0%
Architecture100.0%
Performance80.0%
AI Usage20.0%

Skills & Technologies

Programming Languages

C++Python

Technical Skills

C++Deep Learning OperationsONNX ParsingPythonTesting

Repositories Contributed To

1 repo

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

ROCm/AMDMIGraphX

Jan 2025 Jan 2025
1 Month active

Languages Used

C++Python

Technical Skills

C++Deep Learning OperationsONNX ParsingPythonTesting

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