ROCm/rocWMMA
Sep 2025 – Sep 2025
1 Month active
Languages Used
C++
Technical Skills
GEMM OptimizationGPU ComputingHigh-Performance ComputingLinear AlgebraLinear Algebra LibrariesPerformance Optimization
eliotwang
PROFILE
Eliotwang
Worked on the ROCm/rocWMMA repository to deliver low-precision general matrix multiplication (GEMM) capabilities, focusing on both FP8 and int8 data paths. Developed a performance-optimized FP8 GEMM kernel using C++ and the rocWMMA cooperative API, leveraging inter-warp data sharing and pre-fetching techniques to reduce memory latency and improve throughput. Enabled int8 GEMM support by updating type definitions and test infrastructure, broadening the scope of matrix multiply workloads. The work emphasized GEMM optimization, GPU computing, and high-performance computing, aligning with business goals to accelerate inference pipelines and expand hardware utilization for low-precision linear algebra operations.
Overall Statistics
Feature vs Bugs
100%Features
Repository Contributions
2Total
Bugs
0
Commits
2
Features
2
Lines of code
755
Activity Months1
Your Network
9 peopleWork History
September 2025
2 Commits • 2 Features
Sep 1, 2025September 2025 monthly performance summary for ROCm/rocWMMA focusing on delivering low-precision GEMM capabilities and broadening test coverage for matrix multiply workloads. The month centered on implementing high-value kernels and enabling benchmarking for FP8 and int8 data paths, aligning with business goals of accelerating inference pipelines and expanding hardware utilization.
2 Commits • 2 Features
Sep 1, 2025September 2025 monthly performance summary for ROCm/rocWMMA focusing on delivering low-precision GEMM capabilities and broadening test coverage for matrix multiply workloads. The month centered on implementing high-value kernels and enabling benchmarking for FP8 and int8 data paths, aligning with business goals of accelerating inference pipelines and expanding hardware utilization.
September 2025
Activity
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Quality Metrics
Correctness95.0%
Maintainability90.0%
Architecture95.0%
Performance100.0%
AI Usage20.0%
Skills & Technologies
Programming Languages
C++
Technical Skills
GEMM OptimizationGPU ComputingHigh-Performance ComputingLinear AlgebraLinear Algebra LibrariesPerformance OptimizationROCmrocWMMA
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