ROCm/aiter
Jan 2026 – Jan 2026
1 Month active
Languages Used
Python
Technical Skills
Deep LearningGPU ProgrammingMachine LearningMatrix ComputationMatrix MultiplicationPerformance Optimization
Muhammad Ahmed
PROFILE
Muhammad Ahmed
Overall Statistics
Feature vs Bugs
100%Features
Repository Contributions
4Total
Bugs
0
Commits
4
Features
2
Lines of code
1,667
Activity Months1
Your Network
134 people
Work History
January 2026
4 Commits • 2 Features
Jan 1, 2026January 2026: Delivered performance-focused kernel enhancements and testing improvements in ROCm/aiter. Implemented Gluon GEMM kernels for 8-bit and FP4 data types, with updated testing and benchmarking scripts, and refactored quantization tests to use PyTorch kernels for optimized RMS normalization and SILU. Corrected and stabilized large-input RMSNorm test tolerances to reduce flaky results, improving overall reliability and performance validation for low-precision workflows.
4 Commits • 2 Features
Jan 1, 2026January 2026: Delivered performance-focused kernel enhancements and testing improvements in ROCm/aiter. Implemented Gluon GEMM kernels for 8-bit and FP4 data types, with updated testing and benchmarking scripts, and refactored quantization tests to use PyTorch kernels for optimized RMS normalization and SILU. Corrected and stabilized large-input RMSNorm test tolerances to reduce flaky results, improving overall reliability and performance validation for low-precision workflows.
January 2026
Activity
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Quality Metrics
Correctness85.0%
Maintainability80.0%
Architecture85.0%
Performance85.0%
AI Usage30.0%
Skills & Technologies
Programming Languages
Python
Technical Skills
Deep LearningGPU ProgrammingMachine LearningMatrix ComputationMatrix MultiplicationPerformance OptimizationPyTorchPythonQuantizationTesting and Benchmarkingdata normalizationtesting
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