• DocumentCode
    3502233
  • Title

    Parallel Basic Matrix Algebra on the Grid´5000 Large Scale Distributed Platform

  • Author

    Aouad, Lamine M. ; Petiton, Serge G.

  • Author_Institution
    Lab. d´´Informatique Fondamentale, Univ. of Sci. & Technol. of Lille
  • fYear
    2006
  • fDate
    25-28 Sept. 2006
  • Firstpage
    1
  • Lastpage
    8
  • Abstract
    In this paper we present a performance evaluation of large scale matrix algebra applications on the Grid´5000 platform. Grid´5000 is a nation wide experimental set of clusters which provide a reconfigurable and highly controllable and monitorable instrument. We test the scalability of the experimental tool and some optimization techniques for large scale matrix algebra applications in grid infrastructures based on an efficient data locality, already presented for non-dedicated grid platforms. This includes persistent data placement and explicit management of local memories on the computational nodes. We discuss the performances of a block-based matrix-vector product and the Gauss-Jordan method for large matrix inversion. As experimental grid middleware we use the XtremWeb system to manage the Grid´5000 computational resources. We also compare these results with those obtained on large non-dedicated computational platforms distributed on two geographic sites in France and Japan, we show the effectiveness of the presented data placement techniques but that some constraints and limitations on the experimentation and underlying tools make scalability and realistic expectations more difficult
  • Keywords
    grid computing; mathematics computing; matrix algebra; parallel processing; storage management; Gauss-Jordan method; Grid´5000 large scale distributed platform; XtremWeb system; explicit memory management; matrix inversion; parallel basic matrix algebra; performance evaluation; persistent data placement; Gaussian processes; Instruments; Large-scale systems; Matrices; Memory management; Middleware; Monitoring; Resource management; Scalability; Testing; Matrix algebra; Out-of-Core programming; Persistent data storage; The Grid´5000 platform;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Cluster Computing, 2006 IEEE International Conference on
  • Conference_Location
    Barcelona
  • ISSN
    1552-5244
  • Print_ISBN
    1-4244-0327-8
  • Electronic_ISBN
    1552-5244
  • Type

    conf

  • DOI
    10.1109/CLUSTR.2006.311894
  • Filename
    4100400