English

Improved Multi-GPU parallelization of a Lagrangian Transport Model

Distributed, Parallel, and Cluster Computing 2022-11-24 v1

Abstract

This report highlights our work on improving GPU parallelization by supporting compute nodes with multiple GPUs. However, since the default support for multi-GPUs in OpenACC is limited[6], the current implementation allows each MPI process to access only a single GPU. Thus, the only way to take full advantage of multi-GPU nodes in the current version is to launch multiple processes, which increases resource contention. We investigated the benefits of having only one process offload to all available GPU devices.

Keywords

Cite

@article{arxiv.2211.12616,
  title  = {Improved Multi-GPU parallelization of a Lagrangian Transport Model},
  author = {Saheed Bolarinwa},
  journal= {arXiv preprint arXiv:2211.12616},
  year   = {2022}
}

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Technical Report

R2 v1 2026-06-28T06:38:08.772Z