pytorch/pytorch
May 2025 – May 2025
1 Month active
Languages Used
C++
Technical Skills
CUDACUDA programmingGPU ProgrammingGPU optimizationGPU programmingParallel computing
Jerry Mannil
PROFILE
Jerry Mannil
Worked on performance and reliability improvements in the PyTorch repository, focusing on the ROCm/MI300X path. Delivered targeted kernel and runtime optimizations to increase throughput for elementwise operations, using C++ and CUDA to implement non-vectorized loop unrolling, vectorized execution enhancements, and non-temporal loads. Addressed a critical reduction performance regression for NHWC 3D tensors by adjusting CUDA reduction configurations for non-contiguous ChannelsLast layouts. Improved GPU utilization by updating maxpool kernel launch configurations, optimizing block strides and thread limits. The work demonstrated depth in GPU programming, parallel computing, and performance optimization, resulting in measurable gains for PyTorch’s MI300X support.
Overall Statistics
Feature vs Bugs
67%Features
Repository Contributions
5Total
Bugs
1
Commits
5
Features
2
Lines of code
239
Activity Months1
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Work History
May 2025
5 Commits • 2 Features
May 1, 2025Concise monthly summary for 2025-05 focusing on performance and reliability improvements in the PyTorch ROCm/MI300X path. Delivered targeted kernel and runtime optimizations to boost throughput for elementwise ops, fixed a critical reduction performance regression for NHWC 3D tensors, and improved maxpool kernel launch configuration to enhance GPU utilization.
5 Commits • 2 Features
May 1, 2025Concise monthly summary for 2025-05 focusing on performance and reliability improvements in the PyTorch ROCm/MI300X path. Delivered targeted kernel and runtime optimizations to boost throughput for elementwise ops, fixed a critical reduction performance regression for NHWC 3D tensors, and improved maxpool kernel launch configuration to enhance GPU utilization.
May 2025
Activity
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Quality Metrics
Correctness100.0%
Maintainability80.0%
Architecture92.0%
Performance100.0%
AI Usage20.0%
Skills & Technologies
Programming Languages
C++
Technical Skills
CUDACUDA programmingGPU ProgrammingGPU optimizationGPU programmingParallel computingPerformance OptimizationPerformance optimizationTensor Operations
Repositories Contributed To
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