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Manish Kumar

PROFILE

Manish Kumar

Worked on the ROCm/composable_kernel repository to deliver enhancements supporting grouped GEMM preshuffle and tileloop workflows, enabling more efficient and scalable GEMM computations on GPU architectures. Developed tile_grouped_gemm_preshuffle support and introduced grouped_gemm_tileloop, leveraging C++ and CUDA/HIP for high-performance computing. Enabled persistent mode for preshuffle in grouped GEMM, updated tests, and revised utility headers to ensure compatibility with the new workflow. These changes improved performance potential for grouped GEMM patterns, simplified developer usage, and maintained CI stability. The work demonstrated depth in template metaprogramming and GPU programming, laying a foundation for future kernel-level optimizations within the project.

Overall Statistics

Feature vs Bugs

100%Features

Repository Contributions

1Total
Bugs
0
Commits
1
Features
1
Lines of code
311
Activity Months1

Your Network

1653 people

Work History

October 2025

1 Commits • 1 Features

Oct 1, 2025

In 2025-10 for ROCm/composable_kernel, delivered critical enhancements to support grouped GEMM preshuffle and tileloop workflows that unlock more efficient, scalable GEMM computations. Implemented tile_grouped_gemm_preshuffle support, introducing grouped_gemm_tileloop and enabling persistent mode for preshuffle in grouped GEMM. Updated tests and utility headers to accommodate the new workflow, preserving CI stability and reducing manual configuration. This work improves performance potential for grouped GEMM patterns, simplifies usage for developers, and lays groundwork for further kernel-level optimizations.

Activity

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Quality Metrics

Correctness90.0%
Maintainability80.0%
Architecture90.0%
Performance80.0%
AI Usage20.0%

Skills & Technologies

Programming Languages

C++

Technical Skills

C++CUDA/HIPGPU ProgrammingHigh-Performance ComputingTemplate Metaprogramming

Repositories Contributed To

1 repo

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

ROCm/composable_kernel

Oct 2025 Oct 2025
1 Month active

Languages Used

C++

Technical Skills

C++CUDA/HIPGPU ProgrammingHigh-Performance ComputingTemplate Metaprogramming