EXCEEDS logo
Exceeds
jayfurmanek

PROFILE

Jayfurmanek

Worked across multiple ROCm repositories to enhance deep learning infrastructure, focusing on stability, compatibility, and documentation. Improved MoE routing reliability in ROCm/aiter by refining CUDA kernel selection logic and managing subproject synchronization, reducing CI flakiness. Updated TensorFlow compatibility matrices and aligned documentation in ROCm/ROCm and ROCm/rocm-install-on-linux, streamlining integration for ROCm 6.4 and easing deployment across Ubuntu and Python environments. In ROCm/TransformerEngine, stabilized the build process for gfx942 by addressing cu_num handling and clarifying build instructions. Leveraged C++, CUDA, and Python, with an emphasis on performance optimization, compatibility management, and technical writing to support robust machine learning workflows.

Overall Statistics

Feature vs Bugs

40%Features

Repository Contributions

6Total
Bugs
3
Commits
6
Features
2
Lines of code
1,559
Activity Months4

Your Network

1879 people

Work History

August 2025

1 Commits

Aug 1, 2025

Concise monthly summary for 2025-08 focusing on key contributions in ROCm/TransformerEngine. The month centered on stabilizing and documenting the build process for gfx942 by addressing cu_num handling issues and ensuring correct environment configuration for reliable builds.

April 2025

1 Commits • 1 Features

Apr 1, 2025

April 2025 monthly summary for ROCm/rocm-install-on-linux: Delivered ROCm 6.4 resource updates and TensorFlow/TensorBoard compatibility enhancements. Documentation refreshed, Docker image tags updated, and inventory references aligned across Ubuntu variants and Python environments to streamline adoption and reduce setup friction.

March 2025

1 Commits • 1 Features

Mar 1, 2025

Month: 2025-03 — Focused on improving interoperability between ROCm and TensorFlow by updating the TF compatibility matrix for ROCm 6.4 and aligning documentation. This work streamlines TF/Rocm integration and reduces deployment risk for downstream ML workloads.

February 2025

3 Commits

Feb 1, 2025

February 2025 monthly summary for ROCm/aiter. Focused on stability improvements in MoE sorting and test kernel selection for FP8/smoothquant. Reverted MoE sorting update and re-applied it with subproject hash alignment; fixed test kernel selection logic for Fmoe-g1u1 FP8 smoothquant; these changes improved MoE routing stability and test reliability, reducing CI flakiness. Technologies demonstrated include Git regression management, subproject/hash synchronization, and kernel selection strategy adjustments.

Activity

Loading activity data...

Quality Metrics

Correctness86.6%
Maintainability86.6%
Architecture80.0%
Performance76.6%
AI Usage20.0%

Skills & Technologies

Programming Languages

C++CUDAPythonRSTShellreStructuredText

Technical Skills

Build SystemC++CUDACUDA KernelsCompatibility ManagementDeep LearningDocumentationGPU ComputingMachine LearningPerformance OptimizationPyTorchPythonTechnical Writing

Repositories Contributed To

4 repos

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

ROCm/aiter

Feb 2025 Feb 2025
1 Month active

Languages Used

C++CUDAPython

Technical Skills

C++CUDACUDA KernelsDeep LearningGPU ComputingMachine Learning

ROCm/ROCm

Mar 2025 Mar 2025
1 Month active

Languages Used

RST

Technical Skills

Compatibility ManagementDocumentation

ROCm/rocm-install-on-linux

Apr 2025 Apr 2025
1 Month active

Languages Used

RST

Technical Skills

DocumentationTechnical Writing

ROCm/TransformerEngine

Aug 2025 Aug 2025
1 Month active

Languages Used

ShellreStructuredText

Technical Skills

Build SystemDocumentation