• DocumentCode
    2145881
  • Title

    Data mining MPSoC simulation traces to identify concurrent memory access patterns

  • Author

    Lagraa, Sofiane ; Termier, Alexandre ; Pétrot, Frederic

  • Author_Institution
    LIG, CNRS/Grenoble-INP/UJF, France
  • fYear
    2013
  • fDate
    18-22 March 2013
  • Firstpage
    755
  • Lastpage
    760
  • Abstract
    Due to a growing need for flexibility, massively parallel Multiprocessor SoC (MPSoC) architectures are currently being developed. This leads to the need for parallel software, but poses the problem of the efficient deployment of the software on these architectures. To address this problem, the execution of the parallel program with software traces enabled on the platform and the visualization of these traces to detect irregular timing behavior is the rule. This is error prone as it relies on software logs and human analysis, and requires an existing platform. To overcome these issues and automate the process, we propose the conjoint use of a virtual platform logging at hardware level the memory accesses and of a data-mining approach to automatically report unexpected instructions timings, and the context of occurrence of these instructions. We demonstrate the approach on a multiprocessor platform running a video decoding application.
  • Keywords
    Computer architecture; Data mining; Decoding; Hardware; Itemsets; Program processors;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Design, Automation & Test in Europe Conference & Exhibition (DATE), 2013
  • Conference_Location
    Grenoble, France
  • ISSN
    1530-1591
  • Print_ISBN
    978-1-4673-5071-6
  • Type

    conf

  • DOI
    10.7873/DATE.2013.161
  • Filename
    6513607