42 citations · 47 across the 6 of their papers we have counts for
3 papers · 1 filter
Comparing Llama-2 and GPT-3 LLMs for HPC kernels generation
Pedro Valero-Lara, Alexis Huante, Mustafa Al Lail +4
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…
Analyzing the Performance Portability of Tensor Decomposition
S. Isaac Geronimo Anderson, Keita Teranishi, Daniel M. Dunlavy +1
We employ pressure point analysis and roofline modeling to identify performance bottlenecks and determine an upper bound on the performance of the Canonical Polyadic Alternating Po…
Evaluation of OpenAI Codex for HPC Parallel Programming Models Kernel Generation
William F. Godoy, Pedro Valero-Lara, Keita Teranishi +2
We evaluate AI-assisted generative capabilities on fundamental numerical kernels in high-performance computing (HPC), including AXPY, GEMV, GEMM, SpMV, Jacobi Stencil, and CG. We t…