A performance comparison of linear algebra libraries for sparse matrix-vector product

Authors

  • Douglas A. Augusto
  • Luiz M. Carvalho
  • Paulo Goldfeld
  • Albert E. F. Muritiba
  • Michael Souza

DOI:

https://doi.org/10.5540/03.2015.003.01.0116

Keywords:

Sparse Matrix-vector product, Computational Linear Algebra, Linear Algebra libraries

Abstract

In this work we evaluate the computing performance of some well-known linear algebra libraries when performing the sparse matrix-vector product using different matrix formats. We use as benchmark real-world sparse matrices that came from different domains. The results are carried out and compared on CPU and GPU processors.

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Published

2015-08-25

Issue

Section

Computação Científica