• DocumentCode
    2350048
  • Title

    A Note on the Performance of Sparse Matrix-vector Multiplication with Column Reordering

  • Author

    Haque, Sardar Anisul ; Hossain, Shahadat

  • Author_Institution
    Dept. of Math. & Comput. Sci., Univ. of Lethbridge, Lethbridge, AB, Canada
  • fYear
    2009
  • fDate
    2-4 April 2009
  • Firstpage
    23
  • Lastpage
    26
  • Abstract
    We revisit ordering techniques as a preprocessing step for improving the performance of sparse matrix-vector multiplication (SpM x V) on modern hierarchical memory computers. In computing SpM x V the main purpose of ordering of columns (or rows) is to improve the performance by enhancing data reuse. We present a new ordering technique based on the binary reflected gray codes and experimentally evaluate and compare it with other column ordering techniques from the literature. The results from numerical experiments with very large test matrices clearly demonstrates the performance gains rendered by our proposed technique.
  • Keywords
    Gray codes; cache storage; sparse matrices; binary reflected gray codes; column reordering; data reuse; modern hierarchical memory computers; ordering techniques; sparse matrix-vector multiplication; Bandwidth; Computer science; Data structures; Drives; Mathematics; Performance gain; Reflective binary codes; Sparse matrices; Testing; Vectors;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Computing, Engineering and Information, 2009. ICC '09. International Conference on
  • Conference_Location
    Fullerton, CA
  • Print_ISBN
    978-0-7695-3538-8
  • Type

    conf

  • DOI
    10.1109/ICC.2009.40
  • Filename
    5328973