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jakpiase

PROFILE

Jakpiase

Jakub Piasecki worked on the ROCm/composable_kernel repository, focusing on optimizing CK Tile depthwise convolutions and expanding feature support for 5x5 filters. He enhanced tensor descriptor transformations to better handle grouped depthwise convolutions and introduced vectorload improvements, targeting higher throughput and lower latency in deep learning workloads. Using C++ and leveraging deep learning and GPU programming expertise, Jakub validated his changes through internal benchmarks, demonstrating improved performance for both 3x3 and 5x5 convolution paths. His work increased model coverage and aligned with ROCm-libraries workflows, reflecting a deep technical understanding of performance optimization in GPU-accelerated environments.

Overall Statistics

Feature vs Bugs

100%Features

Repository Contributions

1Total
Bugs
0
Commits
1
Features
1
Lines of code
167
Activity Months1

Work History

March 2026

1 Commits • 1 Features

Mar 1, 2026

March 2026 monthly summary for ROCm/composable_kernel. Focus was on CK Tile depthwise convolution optimizations and feature expansion. Delivered performance optimizations and 5x5 filter support, including updates to tensor descriptor transformations for grouped depthwise convolutions and vectorload enhancements. No major bugs fixed recorded in this scope. Validation included internal benchmarks across DL models, showing significant performance uplift for depthwise 3x3 and 5x5 paths. Business impact: higher model throughput and lower latency for workloads using depthwise convolutions, and expanded 5x5 kernel support bringing CK Tile performance closer to depthwise merged implementations. Technologies demonstrated include CK Tile architecture, tensor descriptor transformations, grouped depthwise conv handling, 5x5 filter specialization, and internal benchmarking aligned with ROCm-libraries workflows (commit d32d515f64a4e55a191087fb299fa99b7140616f).

Activity

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Quality Metrics

Correctness80.0%
Maintainability80.0%
Architecture80.0%
Performance100.0%
AI Usage40.0%

Skills & Technologies

Programming Languages

C++

Technical Skills

Deep LearningGPU programmingPerformance optimization

Repositories Contributed To

1 repo

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ROCm/composable_kernel

Mar 2026 Mar 2026
1 Month active

Languages Used

C++

Technical Skills

Deep LearningGPU programmingPerformance optimization