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Afroz Mohiuddin

PROFILE

Afroz Mohiuddin

Afroz contributed to the fzyzcjy/triton repository by developing a dynamic constraint system for split_k in Triton kernels, targeting improved scratch memory management for large matrix multiplication tasks. Using Python and C++, Afroz implemented a max_allowable_mn constraint that adjusts kernel launches based on the product of matrix dimensions, optimizing GPU memory usage. The work included updates to configuration logic and the addition of comprehensive tests to ensure robustness across varying matrix sizes. This feature addressed a practical performance bottleneck in GPU computing, demonstrating depth in constraint management and performance optimization within the Triton kernel environment over the course of the month.

Overall Statistics

Feature vs Bugs

100%Features

Repository Contributions

1Total
Bugs
0
Commits
1
Features
1
Lines of code
240
Activity Months1

Your Network

301 people

Work History

October 2025

1 Commits • 1 Features

Oct 1, 2025

Monthly summary for 2025-10 — fzyzcjy/triton: Implemented dynamic max_allowable_mn constraint for split_k in Triton kernels to optimize scratch memory usage for large matrices; updated configuration and tests; focused on business value and technical robustness.

Activity

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Quality Metrics

Correctness100.0%
Maintainability80.0%
Architecture80.0%
Performance80.0%
AI Usage20.0%

Skills & Technologies

Programming Languages

C++Python

Technical Skills

Constraint ManagementGPU ComputingMatrix MultiplicationPerformance OptimizationTriton Kernels

Repositories Contributed To

1 repo

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

fzyzcjy/triton

Oct 2025 Oct 2025
1 Month active

Languages Used

C++Python

Technical Skills

Constraint ManagementGPU ComputingMatrix MultiplicationPerformance OptimizationTriton Kernels