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2012 Fiscal Year Final Research Report

Peta-scale Data Processing for Large-scale Heterogeneous Clusters

Research Project

  • PDF
Project/Area Number 23700031
Research Category

Grant-in-Aid for Young Scientists (B)

Allocation TypeMulti-year Fund
Research Field Software
Research InstitutionTokyo Institute of Technology

Principal Investigator

SATO Hitoshi  東京工業大学, 学術国際情報センター, 特任助教 (00550633)

Project Period (FY) 2011 – 2012
Keywords並列処理 / 分散処理 / 大規模データ処理
Research Abstract

We developed a MapReduce framework for GPU-based heterogeneous clusters as an instance of a future large-scale new platform with heterogeneous many core processors for big data applications. We confirmed performance scalability and overhead of our MapReduce framework by running MapReduce-based graph processing applications using 256 nodes 768GPUs of the TSUBAME2.0 supercomputer. Our results lead the foundation of softwaretechnology for next-generation extreme big data processing.

  • Research Products

    (5 results)

All 2013 2012 2011 Other

All Presentation (4 results) Remarks (1 results)

  • [Presentation] A Scalable Implementation of a MapReduce-based Graph Processing Algorithm for Large-scale Heterogeneous Supercomputers2013

    • Author(s)
      Koichi Shirahata, Hitoshi Sato, Toyotaro Suzumura, and Satoshi Matsuoka
    • Organizer
      In Proceedings of the 13th IEEE/ACM International Symposium on Cluster, Cloud, and Grid (CCGrid2013)
    • Place of Presentation
      Delft, The Netherlands
    • Year and Date
      2013-05-15
  • [Presentation] A Scalable Implementation of a MapReduce-based Graph Algorithm for Large-scale Heterogeneous Supercomputers2013

    • Author(s)
      Koichi Shirahata, Hitoshi Sato, Toyotaro Suzumura, Satoshi Matsuoka
    • Organizer
      GPU TechnologyConference 2013 (GTC2013)
    • Place of Presentation
      San Jose, USA
    • Year and Date
      2013-03-18
  • [Presentation] A GPU Implementation of Generalized Graph Processing Algorithm GIM-V2012

    • Author(s)
      Koichi Shirahata, Hitoshi Sato, Toyotaro Suzumura, and Satoshi Matsuoka
    • Organizer
      In Proceedings of the 3rd International Workshop on Parallel Algorithm and Parallel Software (IWPAPS 2012)
    • Place of Presentation
      Beijing, China
    • Year and Date
      2012-09-28
  • [Presentation] Hadoop on the Tsubame2.0 Supercomputer2011

    • Author(s)
      Hitoshi Sato and Satoshi Matsuoka
    • Organizer
      In Proceedings of the 6th International Conference on Ubiquitous Information and Technologies & Applications
    • Place of Presentation
      Seoul, Korea
    • Year and Date
      2011-12-15
  • [Remarks] HadoopGPU拡張公開ページ

    • URL

      https://github.com/koichi626/hadoop-gpu.git

URL: 

Published: 2014-09-25  

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