• DocumentCode
    1662144
  • Title

    Natural block data decomposition for heterogeneous clusters

  • Author

    Dovolnov, Egor ; Kalinov, Alexey ; Klimov, Sergey

  • Author_Institution
    Inst. for Syst. Programming, Acad. of Sci., Moscow, Russia
  • fYear
    2003
  • Abstract
    We propose general purposes natural heuristics for static block and block-cyclic heterogeneous data decomposition over processes of parallel program mapped into multidimensional grid. This heuristics is an extension of the intuitively clear heterogeneous data distribution for one-dimensional case. It is compared to advanced heuristics for heterogeneous data decomposition proposed for solving linear algebra problems on two-dimensional process grid. We experimentally show that for typical local network (12 Windows 2000 PCs interconnected via Fast Ethernet switch) and for typical linear algebra problems these two heuristics have almost the same efficiency. We demonstrate efficiency of the proposed natural decomposition for case of three-dimensional process grid on the example of 3D modeling of supernova explosion.
  • Keywords
    linear algebra; local area networks; matrix multiplication; parallel algorithms; supernovae; workstation clusters; fast Ethernet switch; general purposes natural heuristics; heterogeneous clusters; linear algebra; multidimensional grid; natural block data decomposition; parallel algorithms; parallel program; supernova explosion; two-dimensional process grid; Clustering algorithms; Ethernet networks; Explosions; Linear algebra; Load management; Multidimensional systems; Parallel algorithms; Parallel programming; Personal communication networks; Switches;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Parallel and Distributed Processing Symposium, 2003. Proceedings. International
  • ISSN
    1530-2075
  • Print_ISBN
    0-7695-1926-1
  • Type

    conf

  • DOI
    10.1109/IPDPS.2003.1213209
  • Filename
    1213209