• DocumentCode
    3091051
  • Title

    Static Multi-device Load Balancing for OpenCL

  • Author

    De La Lama, Carlos S. ; Toharia, Pablo ; Bosque, Jose Luis ; Robles, Oscar D.

  • Author_Institution
    Univ. Rey Juan Carlos, Madrid, Spain
  • fYear
    2012
  • fDate
    10-13 July 2012
  • Firstpage
    675
  • Lastpage
    682
  • Abstract
    This paper presents the Load Balancing for OpenCL (lbcl) library, devoted to automatically solve load balancing issues on both multi-platform and heterogeneous environments. Using this library, a single kernel can be executed on a set of heterogeneous devices, giving each device an amount of work proportional to its computing power. A wrapper has been developed so the library can balance the workload of an existing application not only without introducing any changes into its source code, but without any recompilation stage. Also a general OpenCL profiler has been developed to easily do a detailed profiling of the obtained results.
  • Keywords
    application program interfaces; graphics processing units; resource allocation; API; GPU; OpenCL; application programming language; computing power; heterogeneous environments; multiplatform environments; static multidevice load balancing; Context; Graphics processing unit; Kernel; Libraries; Load management; Merging; Performance evaluation; Load balancing; OpenCL; heterogeneos environments; multi-platform environments;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Parallel and Distributed Processing with Applications (ISPA), 2012 IEEE 10th International Symposium on
  • Conference_Location
    Leganes
  • Print_ISBN
    978-1-4673-1631-6
  • Type

    conf

  • DOI
    10.1109/ISPA.2012.100
  • Filename
    6280360