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2013 Fiscal Year Final Research Report

Development of Auto-Tuning framework using pragmas for optimization of GPU program

Research Project

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Project/Area Number 24700024
Research Category

Grant-in-Aid for Young Scientists (B)

Allocation TypeMulti-year Fund
Research Field Software
Research InstitutionThe University of Tokyo

Principal Investigator

OHSHIMA Satoshi  東京大学, 情報基盤センター, 助教 (40570081)

Project Period (FY) 2012-04-01 – 2014-03-31
KeywordsGPGPU / 自動チューニング
Research Abstract

This project researched to reduce the difficulty and labor of optimization of GPU program. Especially, in order to make the product useful for users, this project attached a high value to achieve the purpose by using simple pragmas and API functions.
1. In order to make performance evaluation and utilization of the result of the performance evaluation, this project proposed and developed a framework to utilize some information of the profiler.
2. This project studied and developed a framework which confirm the computation of GPU and reduce the cost of testing by focusing on the data transfer between CPU and GPU.

  • Research Products

    (7 results)

All 2013 2012 Other

All Presentation (6 results) Remarks (1 results)

  • [Presentation] メニーコアアーキテクチャ向けのSpMV最適化と自動チューニング2013

    • Author(s)
      大島聡史,金子勇,片桐孝洋
    • Organizer
      日本応用数理学会2013年度年会
    • Place of Presentation
      アクロス福岡
    • Year and Date
      20130909-11
  • [Presentation] Xeon PhiにおけるSpMVの性能評価2013

    • Author(s)
      大島聡史,金子勇,片桐孝洋
    • Organizer
      情報処理学会研究報告(HPC-140)
    • Place of Presentation
      北九州,北九州国際会議場(7月24日発行(Vol.2013-HPC-140 No.33), SWoPP2013)
    • Year and Date
      20130731-0802
  • [Presentation] GPUプログラム最適化のための指示文を用いたチューニング機構の開発2013

    • Author(s)
      大島聡史
    • Organizer
      第5回自動チューニング技術の現状と応用に関するシンポジウム
    • Place of Presentation
      東京大学山上会館
    • Year and Date
      2013-12-25
  • [Presentation] Performance Evaluation of SpMV on Current Parallel Processors -- CPU vs GPU vs MIC --2013

    • Author(s)
      Satoshi Ohshima
    • Organizer
      HPC in Asia session at ISC'13
    • Place of Presentation
      Congress Center Leipzig, Leipzig
    • Year and Date
      2013-06-17
  • [Presentation] GPUを用いた疎行列ベクトル積計算の最適化2012

    • Author(s)
      大島聡史
    • Organizer
      日本応用数理学会2012年度年会
    • Place of Presentation
      稚内全日空ホテル
    • Year and Date
      20120828-0902
  • [Presentation] GPUプログラム最適化のための指示文を用いたチューニング機構の開発2012

    • Author(s)
      大島聡史
    • Organizer
      第4回自動チューニング技術の現状と応用に関するシンポジウム
    • Place of Presentation
      東京大学山上会館
    • Year and Date
      2012-12-25
  • [Remarks]

    • URL

      http://www.cspp.cc.u-tokyo.ac.jp/ohshima/gpupragma/

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Published: 2015-06-25  

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