• DocumentCode
    1680151
  • Title

    LBVP: A load balance algorithm based on Virtual Partition in Hadoop cluster

  • Author

    Yuanquan Fan ; Weiguo Wu ; Haijun Cao ; Huo Zhu ; Wei Wei ; Pengfei Zheng

  • Author_Institution
    Dept. of Comput. Sci. & Technol., Xi´an Jiaotong Univ., Xi´an, China
  • fYear
    2012
  • Firstpage
    37
  • Lastpage
    41
  • Abstract
    An approach based on Virtual Partition is proposed to improve the load balance in Reduce phase in MapReduce-based system in cloud computing. After each Map task finished, the output keys are partitioned to different virtual partitions according to Hash Function. And LBVP (a load balance algorithm based on continuous virtual partition) is designed to combine all virtual partitions to the same number of reduce tasks, and ensure each reduce task having balanced input data. The experimental results indicate that the load balance of the amount of Reduce function input is improved effectively and the performance is not degraded significantly by using virtual partition and load allocation algorithm.
  • Keywords
    cloud computing; file organisation; pattern clustering; resource allocation; LBVP; MapReduce-based system; cloud computing; hadoop cluster; hash function; load allocation algorithm; load balance algorithm; map task; reduce function input; reduce phase; virtual partition; Cloud Computing; MapReduce; load balance; virtual partition;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Cloud Computing Congress (APCloudCC), 2012 IEEE Asia Pacific
  • Conference_Location
    Shenzhen
  • Print_ISBN
    978-1-4673-2903-3
  • Electronic_ISBN
    978-1-4673-2902-6
  • Type

    conf

  • DOI
    10.1109/APCloudCC.2012.6486508
  • Filename
    6486508