English

New Row-grouped CSR format for storing the sparse matrices on GPU with implementation in CUDA

Distributed, Parallel, and Cluster Computing 2010-12-13 v1

Abstract

In this article we present a new format for storing sparse matrices. The format is designed to perform well mainly on the GPU devices. We present its implementation in CUDA. The performance has been tested on 1,600 different types of matrices and we compare our format with the Hybrid format. We give detailed comparison of both formats and show their strong and weak parts.

Cite

@article{arxiv.1012.2270,
  title  = {New Row-grouped CSR format for storing the sparse matrices on GPU with implementation in CUDA},
  author = {Tomáš Oberhuber and Atsushi Suzuki and Jan Vacata},
  journal= {arXiv preprint arXiv:1012.2270},
  year   = {2010}
}

Comments

21 pages, 8 figures, 7 tables

R2 v1 2026-06-21T16:56:32.813Z