• DocumentCode
    2954931
  • Title

    A push-based prefetching for cooperative caching RAM Grid

  • Author

    Chu, Rui ; Xiao, Nong ; Chen, Lei ; Lu, Xicheng

  • Author_Institution
    Nat. Lab. for Parallel & Distrib. Process., Changsha
  • Volume
    2
  • fYear
    2007
  • fDate
    5-7 Dec. 2007
  • Firstpage
    1
  • Lastpage
    8
  • Abstract
    As an innovative distributed computing technique for sharing the memory resources in high-speed network, RAM Grid exploits the distributed free nodes, and provides remote memory for the nodes which are short of memory. One of the RAM Grid systems named DRACO, tries to provide cooperative caching to improve the performance of the user node which has mass disk I/O but lacks local memory. However, the performance of DRACO is constrained with the network communication cost. In order to hide the latency of remote memory access and improve the caching performance, we proposed using push- based prefetching to enable the caching providers to push the potential useful memory pages to the user nodes. Specifically, for each caching provider, it employs sequential pattern mining techniques, which adapts to the characteristics of memory page access sequences, on locating useful memory pages for prefetching. We have verified the effectiveness of the proposed method through system analysis and trace-driven simulations.
  • Keywords
    cache storage; data mining; distributed shared memory systems; grid computing; random-access storage; cooperative caching RAM grid systems; distributed computing technique; high-speed network; memory resource sharing; push-based prefetching; sequential pattern mining techniques;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Parallel and Distributed Systems, 2007 International Conference on
  • Conference_Location
    Hsinchu
  • ISSN
    1521-9097
  • Print_ISBN
    978-1-4244-1889-3
  • Electronic_ISBN
    1521-9097
  • Type

    conf

  • DOI
    10.1109/ICPADS.2007.4447770
  • Filename
    4447770