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Development of novel GPU programming techniques

Research Project

Project/Area Number 23650012
Research Category

Grant-in-Aid for Challenging Exploratory Research

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

Principal Investigator

NUKADA AKIRA  東京工業大学, 学術国際情報センター, 特任准教授 (40545688)

Project Period (FY) 2011 – 2012
Project Status Completed (Fiscal Year 2013)
Budget Amount *help
¥3,640,000 (Direct Cost: ¥2,800,000、Indirect Cost: ¥840,000)
Fiscal Year 2012: ¥2,210,000 (Direct Cost: ¥1,700,000、Indirect Cost: ¥510,000)
Fiscal Year 2011: ¥1,430,000 (Direct Cost: ¥1,100,000、Indirect Cost: ¥330,000)
Keywords並列処理・分散処理 / GPGPU / CUDA / FFT / InfiniBand / TSUBAME / GPGPU / CUDA / 自動チューニング / GPU間転送
Research Abstract

In 2006, NVIDIA presented CUDA as GPU computing environment for genericl computations, and after that many time-consuming applications are ported to GPU and achieved extreme speed-ups. For large-scale computation using supercomputers, efficient data transfer between GPUs is the most important. FFT is used in many scientific simulations and requires all-to-all communications between GPUs. We presented a novel scheduling techniques of PCI-Express data transfer between host and GPU, and InfiniBand data transfers between nodes. As a result, we could achieve scalable performance even if many other users' jobs are running on the shared network.

Report

(4 results)
  • 2013 Annual Research Report   Final Research Report ( PDF )
  • 2012 Research-status Report
  • 2011 Research-status Report
  • Research Products

    (29 results)

All 2014 2013 2012 2011

All Journal Article (6 results) (of which Peer Reviewed: 2 results) Presentation (23 results)

  • [Journal Article] APU上の混合精度AMG法2013

    • Author(s)
      住吉 優希,長岡 駿希,藤井 昭宏, 額田 彰, 田中 輝雄
    • Journal Title

      情報処理学会研究報告

      Volume: 2013-HPC-141 Pages: 1-7

    • NAID

      110009606434

    • Related Report
      2013 Annual Research Report
  • [Journal Article] TSUBAME-KFC: 液浸冷却を用いたウルトラグリーンスパコン研究設備2013

    • Author(s)
      遠藤 敏夫,額田 彰,松岡 聡
    • Journal Title

      情報処理学会研究報告

      Volume: 2013-ARC-199/HPC-142 Pages: 1-6

    • Related Report
      2013 Annual Research Report
  • [Journal Article] GPU スパコンTSUBAME 2.0 によるフェーズフィールド法を用いた2 petaflops樹枝状凝固成長計算2012

    • Author(s)
      下川辺隆史, 青木尊之, 高木知弘, 山中晃徳, 額田彰
    • Journal Title

      第17回計算工学講演会論文集

      Volume: Vol. 17 Pages: 1-4

    • Related Report
      2012 Research-status Report
  • [Journal Article] Scalable Multi-GPU 3-D FFT for TSUBAME 2.0 Supercomputer2012

    • Author(s)
      Akira Nukada, Kento Sato and Satoshi Matsuoka
    • Journal Title

      Proc. of 2012 ACM/IEEE International Conference for High Performance, Networking, Storage, and Analysis (SC’12)

      Volume: - Pages: 1-10

    • Related Report
      2012 Research-status Report
    • Peer Reviewed
  • [Journal Article] スーパーコンピュータTSUBAME2.0におけるLinpack性能1ペタフロップス超の達成2011

    • Author(s)
      遠藤敏夫, 額田彰, 松岡聡
    • Journal Title

      情報処理学会論文誌コンピューティングシステム

      Volume: Vol. 4, No. 4 (ACS 35) Pages: 169-179

    • Related Report
      2013 Final Research Report
  • [Journal Article] スーパーコンピュータTSUBAME 2.0 における Linpack 性能1 ペタフロップス超の達成2011

    • Author(s)
      遠藤 敏夫,額田 彰,松岡 聡
    • Journal Title

      情報処理学会論文誌コンピューティングシステム

      Volume: Vol.4, No. 4

    • NAID

      40019259212

    • Related Report
      2011 Research-status Report
    • Peer Reviewed
  • [Presentation] I/O acceleration with GPU for I/O-bound Applications2014

    • Author(s)
      Kento Sato, Akira Nukada, Naoya Maruyama, Satoshi Matsuoka
    • Organizer
      GPU Technology Conference 2014
    • Place of Presentation
      San Jose
    • Year and Date
      2014-03-24
    • Related Report
      2013 Annual Research Report 2013 Final Research Report
  • [Presentation] ウルトラグリーンスパコンTSUBAME2.5/TSUBAME-KFC2013

    • Author(s)
      遠藤敏夫, 額田彰, 松岡聡
    • Organizer
      大学ICT推進協議会2013年度年次大会講演論文集, T5G-4
    • Place of Presentation
      千葉
    • Year and Date
      2013-12-18
    • Related Report
      2013 Final Research Report
  • [Presentation] 「TSUBAME-KFC : 液浸冷却を用いたウルトラグリーンスパコン研究設備」, ハイパフォーマンスコンピューティングとアーキテクチャの評価に関する北海道ワークショップ(HOKKE)2013

    • Author(s)
      遠藤敏夫, 額田彰, 松岡聡
    • Organizer
      情報処理学会研究報告
    • Place of Presentation
      札幌
    • Year and Date
      2013-12-16
    • Related Report
      2013 Final Research Report
  • [Presentation] APU上の混合精度AMG法2013

    • Author(s)
      住吉優希, 長岡駿希, 藤井昭宏, 額田彰, 田中輝雄
    • Organizer
      情報処理学会研究報告
    • Place of Presentation
      沖縄
    • Year and Date
      2013-09-30
    • Related Report
      2013 Final Research Report
  • [Presentation] ウルトラグリーンスパコンTSUBAME2.5/TSUBAME-KFC2013

    • Author(s)
      遠藤 敏夫,額田 彰,松岡 聡
    • Organizer
      大学ICT推進協議会2013年度年次大会講演論文集
    • Place of Presentation
      幕張メッセ
    • Related Report
      2013 Annual Research Report
  • [Presentation] Scalable Multi-GPU 3-D FFT for TSUBAME 2. 0 Supercomputer2012

    • Author(s)
      Akira Nukada, Kento Sato and Satoshi Matsuoka
    • Organizer
      Proc. Of 2012 ACM/IEEE International Conference for High Performance Computing, Networking, Storage, and Analysis (SC' 12)
    • Place of Presentation
      Salt Lake City
    • Year and Date
      2012-11-10
    • Related Report
      2013 Final Research Report
  • [Presentation] CUDA版自動チューニング手法2012

    • Author(s)
      額田彰
    • Organizer
      GPU Technology Conference Japan 2012
    • Place of Presentation
      六本木
    • Year and Date
      2012-07-26
    • Related Report
      2013 Final Research Report 2012 Research-status Report
  • [Presentation] Peta-scale GPU Computing of Phase-Field Simulation for Dendritic Solidification on the TSUBAME 2. 0 supercomputer2012

    • Author(s)
      Takashi Shimokawabe, Takayuki Aoki, Tomohiro Takaki, Akinori Yamanaka, Akira Nukada
    • Organizer
      The 10th WORLD CONGRESS ON COMPUTATIONAL MECHANICS (WCCM 2012)
    • Place of Presentation
      Sao Paulo, Brazil
    • Year and Date
      2012-07-08
    • Related Report
      2013 Final Research Report
  • [Presentation] GPUスパコンTSUBAME2.0によるフェーズフィールド法を用いた2petaflops樹枝状凝固成長計算2012

    • Author(s)
      下川辺隆史, 青木尊之, 高木知弘, 山中晃徳, 額田彰
    • Organizer
      第17回計算工学講演会論文集
    • Place of Presentation
      京都
    • Year and Date
      2012-05-29
    • Related Report
      2013 Final Research Report
  • [Presentation] Performance of 3-D FFT using Multiple GPUs with CUDA 42012

    • Author(s)
      Akira Nukada
    • Organizer
      NVIDIA GPU Technology Conference 2012
    • Place of Presentation
      San Jose
    • Year and Date
      2012-05-14
    • Related Report
      2013 Final Research Report
  • [Presentation] High Performance 3-D FFT using multiple CUDA GPUs2012

    • Author(s)
      Akira Nukada, Yutaka Maruyama, Satoshi Matsuoka
    • Organizer
      Proceedings of the Fifth Workshop on General Purpose Processing using Graphics Processing Units (GPGPU-5) in conjunction with ACM ASPLOS XVII
    • Place of Presentation
      London, UK
    • Year and Date
      2012-03-03
    • Related Report
      2013 Final Research Report
  • [Presentation] Performance of 3-D FFT using Multiple GPUs with CUDA 42012

    • Author(s)
      Akira Nukada
    • Organizer
      NVIDIA GPU Technology Conference 2012
    • Place of Presentation
      San Jose, CA, USA
    • Related Report
      2012 Research-status Report
  • [Presentation] High Performance 3-D FFT using multiple CUDA GPUs2012

    • Author(s)
      Akira Nukada, Yutaka Maruyama, Satoshi Matsuoka
    • Organizer
      Fifth Workshop on General Purpose Processing using Graphics Processing Units (GPGPU-5)
    • Place of Presentation
      London, UK
    • Related Report
      2011 Research-status Report
  • [Presentation] グリーンスパコンTSUBAME2.0における電力危機対応運用2011

    • Author(s)
      遠藤敏夫, 松岡聡, 額田彰, 長坂真路, 四津匡康
    • Organizer
      情報処理学会研究報告
    • Place of Presentation
      札幌
    • Year and Date
      2011-11-28
    • Related Report
      2013 Final Research Report
  • [Presentation] Peta-scale Phase-Field Simulation for Dendritic Solidification on the TSUBAME 2. 0 Supercomputer2011

    • Author(s)
      Takashi Shimokawabe, Takayuki Aoki, Tomohiro Takaki, Akinori Yamanaka, Akira Nukada, Toshio Endo, Naoya Maruyama, and Satoshi Matsuoka
    • Organizer
      Proc. Of 2011 ACM/IEEE International Conference for High Performance, Networking, Storage, and Analysis (SC' 11)
    • Place of Presentation
      Seattle
    • Year and Date
      2011-11-12
    • Related Report
      2013 Final Research Report
  • [Presentation] Hamming Color Code for Dense and Robust One-shot 3D Scanning2011

    • Author(s)
      Shuntaro Yamazaki, Akira Nukada, Masaaki Mochimaru
    • Organizer
      Proc. Of the 2011 British Machine Vision Conference
    • Place of Presentation
      Dundee, Scotland
    • Year and Date
      2011-08-29
    • Related Report
      2013 Final Research Report
  • [Presentation] Fast Fourier Transform for AMD GPUs2011

    • Author(s)
      Akira Nukada
    • Organizer
      AMD Fusion Developer Summit 2011
    • Place of Presentation
      Bellevue, WA
    • Year and Date
      2011-06-16
    • Related Report
      2013 Final Research Report
  • [Presentation] スーパーコンピュータTSUBAME2.0におけるLinpack性能1ペタフロップス超の達成2011

    • Author(s)
      遠藤敏夫, 額田彰, 松岡聡
    • Organizer
      先進的計算基盤システムシンポジウム(SACSIS2011)論文集
    • Place of Presentation
      東京
    • Year and Date
      2011-05-25
    • Related Report
      2013 Final Research Report
  • [Presentation] NVCR : A Transparent Checkpoint-Restart Library for NVIDIA CUDA" , In Proc. Of 20th Heterogeneity in Computing Workshop (HCW 2011)2011

    • Author(s)
      Akira Nukada, Hiroyuki Takizawa, and Satoshi Matsuoka
    • Organizer
      conjunction with IPDPS 2011
    • Place of Presentation
      Anchorage, AK, USA
    • Year and Date
      2011-05-16
    • Related Report
      2013 Final Research Report
  • [Presentation] NVCR: A Transparent Checkpoint-Restart Library for NVIDIA CUDA2011

    • Author(s)
      Akira Nukada, Hiroyuki Takizawa, Satoshi Matsuoka
    • Organizer
      20th Heterogeneity in Computing Workshop
    • Place of Presentation
      Anchorage, AK, USA
    • Related Report
      2011 Research-status Report
  • [Presentation] Fast Fourier Transform for AMD GPUs2011

    • Author(s)
      Akira Nukada
    • Organizer
      AMD Fusion Developer Summit 2011
    • Place of Presentation
      Bellevue, WA, USA
    • Related Report
      2011 Research-status Report
  • [Presentation] Hamming Color Code for Dense and Robust One-shot 3D Scanning2011

    • Author(s)
      Shuntaro Yamazaki, Akira Nukada, Masaaki Mochimaru
    • Organizer
      2011 British Machine Vision Conference
    • Place of Presentation
      Dundee, Scotland
    • Related Report
      2011 Research-status Report
  • [Presentation] Peta-scale Phase-Field Simulation for Dendritic Solidification on the TSUBAME 2.0 Supercomputer2011

    • Author(s)
      Takashi Shimokawabe, Takayuki Aoki, Tomohiro Takaki, Akinori Yamanaka, Akira Nukada, Toshio Endo, Naoya Maruyama, and Satoshi Matsuoka
    • Organizer
      2011 ACM/IEEE International Conference for High Performance, Networking, Storage, and Analysis (SC’11)
    • Place of Presentation
      Seattle, WA, USA
    • Related Report
      2011 Research-status Report

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Published: 2011-08-05   Modified: 2019-07-29  

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