Comparing Llama-2 and GPT-3 LLMs for HPC kernels generation

no code implementations • 12 Sep 2023 • Pedro Valero-Lara, Alexis Huante, Mustafa Al Lail, William F. Godoy, Keita Teranishi, Prasanna Balaprakash, Jeffrey S. Vetter

We evaluate the use of the open-source Llama-2 model for generating well-known, high-performance computing kernels (e. g., AXPY, GEMV, GEMM) on different parallel programming models and languages (e. g., C++: OpenMP, OpenMP Offload, OpenACC, CUDA, HIP; Fortran: OpenMP, OpenMP Offload, OpenACC; Python: numpy, Numba, pyCUDA, cuPy; and Julia: Threads, CUDA. jl, AMDGPU. jl).

Evaluation of OpenAI Codex for HPC Parallel Programming Models Kernel Generation

no code implementations • 27 Jun 2023 • William F. Godoy, Pedro Valero-Lara, Keita Teranishi, Prasanna Balaprakash, Jeffrey S. Vetter

We evaluate AI-assisted generative capabilities on fundamental numerical kernels in high-performance computing (HPC), including AXPY, GEMV, GEMM, SpMV, Jacobi Stencil, and CG.

ADIOS 2: The Adaptable Input Output System. A framework for high-performance data management

1 code implementation • SoftwareX 2020 • William F. Godoy, Norbert Podhorszki, Ruonan Wang, Chuck Atkins, Greg Eisenhauer, Junmin Gu, Philip Davis, Jong Choi, Kai Germaschewski, Kevin Huck, Axel Huebl, Mark Kim, James Kress, Tahsin Kurc, Qing Liu, Jeremy Logan, Kshitij Mehta, George Ostrouchov, Manish Parashar, Franz Poeschel, David Pugmire, Eric Suchyta, Keichi Takahashi, Nick Thompson, Seiji Tsutsumi, Lipeng Wan, Matthew Wolf, Kesheng Wu, Scott Klasky

We present ADIOS 2, the latest version of the Adaptable Input Output (I/O) System.

Management