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Luis Rios

PROFILE

Luis Rios

Worked on the ROCm/onnxruntime repository to deliver a targeted performance optimization for large tree ensemble models. Focused on the CheckIfSubtreesAreEqual function, the developer refactored the code to pass indices as a const reference instead of by value, which eliminated unnecessary vector copies during deep recursive calls. This change, implemented in C++, leveraged const-correctness and recursion optimization techniques to reduce model loading times from approximately 18 minutes to just 4 seconds for models with millions of nodes. The work demonstrated strong skills in algorithm design, performance profiling, and impact-driven code review, resulting in lower memory overhead and faster model deployment.

Overall Statistics

Feature vs Bugs

100%Features

Repository Contributions

1Total
Bugs
0
Commits
1
Features
1
Lines of code
4
Activity Months1

Work History

May 2026

1 Commits • 1 Features

May 1, 2026

May 2026 monthly summary for ROCm/onnxruntime: Delivered a major performance optimization in CheckIfSubtreesAreEqual by passing indices as a const reference rather than by value, eliminating vector copies in deep recursive calls and drastically reducing model loading times for large tree ensembles.

Activity

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Quality Metrics

Correctness100.0%
Maintainability100.0%
Architecture100.0%
Performance100.0%
AI Usage20.0%

Skills & Technologies

Programming Languages

C++

Technical Skills

C++ programmingalgorithm designperformance optimization

Repositories Contributed To

1 repo

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

ROCm/onnxruntime

May 2026 May 2026
1 Month active

Languages Used

C++

Technical Skills

C++ programmingalgorithm designperformance optimization