EXCEEDS logo
Exceeds
James McGregor

PROFILE

James Mcgregor

Worked on extending the oneapi-src/oneDNN repository to add BF16 data type support for the ACL inner product operation on aarch64 platforms. The approach involved implementing compatibility checks and broadening fast-math conditions to include BF16, targeting improved performance for deep learning workloads on 64-bit ARM architectures. Leveraged expertise in ARM architecture, CPU optimization, and embedded systems, using C++ to ensure the new path integrated cleanly with existing code. All changes were reviewed for maintainability and future extensibility, aligning with repository standards. This work enables a performance-oriented execution path for select models, addressing the need for efficient BF16 computation.

Overall Statistics

Feature vs Bugs

100%Features

Repository Contributions

1Total
Bugs
0
Commits
1
Features
1
Lines of code
16
Activity Months1

Work History

December 2024

1 Commits • 1 Features

Dec 1, 2024

Month: 2024-12. Focused on extending oneDNN to support BF16 data type for the ACL inner product on aarch64. Implemented compatibility checks and extended fast-math conditions to include bf16, enabling a performance-oriented path for select deep learning models on 64-bit ARM.

Activity

Loading activity data...

Quality Metrics

Correctness90.0%
Maintainability80.0%
Architecture80.0%
Performance100.0%
AI Usage20.0%

Skills & Technologies

Programming Languages

C++

Technical Skills

ARM ArchitectureCPU OptimizationEmbedded SystemsPerformance Engineering

Repositories Contributed To

1 repo

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

oneapi-src/oneDNN

Dec 2024 Dec 2024
1 Month active

Languages Used

C++

Technical Skills

ARM ArchitectureCPU OptimizationEmbedded SystemsPerformance Engineering