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Vaisakh K V

PROFILE

Vaisakh K V

Vaiskv contributed to the CodeLinaro/onnxruntime repository by implementing Qualcomm QMX kernel support within the ONNX Runtime MLAS subsystem. This work enabled SGEMM, QGEMM, and Convolution operations to utilize QMX hardware optimizations, expanding MLAS acceleration capabilities on Qualcomm platforms. Vaiskv approached the task through C++ development and CMake integration, focusing on kernel integration and cross-hardware performance optimization. The feature delivered a foundation for improved inference throughput and broader hardware support, addressing the need for efficient machine learning workloads on Qualcomm devices. The work demonstrated technical depth in ML acceleration backends and disciplined code delivery, with no major bugs reported.

Overall Statistics

Feature vs Bugs

100%Features

Repository Contributions

1Total
Bugs
0
Commits
1
Features
1
Lines of code
158
Activity Months1

Work History

January 2026

1 Commits • 1 Features

Jan 1, 2026

January 2026 monthly summary for CodeLinaro/onnxruntime: Delivered Qualcomm QMX kernel support in ONNX Runtime MLAS, enabling SGEMM, QGEMM, and Convolution to leverage QMX optimizations on Qualcomm hardware. This work expands MLAS hardware acceleration coverage and is expected to improve inference throughput on QC platforms. No major bugs reported this month. Overall impact: stronger performance and broader hardware support with a solid foundation for future QC optimizations. Technologies demonstrated: ML acceleration backends, kernel integration, cross-hardware optimization, and code delivery discipline.

Activity

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Quality Metrics

Correctness80.0%
Maintainability80.0%
Architecture80.0%
Performance80.0%
AI Usage40.0%

Skills & Technologies

Programming Languages

C++CMake

Technical Skills

C++ developmentCMakemachine learningperformance optimization

Repositories Contributed To

1 repo

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

CodeLinaro/onnxruntime

Jan 2026 Jan 2026
1 Month active

Languages Used

C++CMake

Technical Skills

C++ developmentCMakemachine learningperformance optimization

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