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Study on high-speed simulation of irregular and complex objects represented by large-scale graph

Research Project

Project/Area Number 15H01687
Research Category

Grant-in-Aid for Scientific Research (A)

Allocation TypeSingle-year Grants
Section一般
Research Field High performance computing
Research InstitutionOsaka University

Principal Investigator

Hagihara Kenichi  大阪大学, 情報科学研究科, 招へい教授 (00133140)

Co-Investigator(Kenkyū-buntansha) 伊野 文彦  大阪大学, 情報科学研究科, 教授 (90346172)
置田 真生  大阪大学, 情報科学研究科, 准教授 (50563988)
Project Period (FY) 2015-04-01 – 2020-03-31
Project Status Completed (Fiscal Year 2019)
Budget Amount *help
¥43,420,000 (Direct Cost: ¥33,400,000、Indirect Cost: ¥10,020,000)
Fiscal Year 2019: ¥5,200,000 (Direct Cost: ¥4,000,000、Indirect Cost: ¥1,200,000)
Fiscal Year 2018: ¥5,200,000 (Direct Cost: ¥4,000,000、Indirect Cost: ¥1,200,000)
Fiscal Year 2017: ¥5,200,000 (Direct Cost: ¥4,000,000、Indirect Cost: ¥1,200,000)
Fiscal Year 2016: ¥13,650,000 (Direct Cost: ¥10,500,000、Indirect Cost: ¥3,150,000)
Fiscal Year 2015: ¥14,170,000 (Direct Cost: ¥10,900,000、Indirect Cost: ¥3,270,000)
Keywords超高速情報処理 / アルゴリズム / 生体機能シミュレータ / 自動並列化 / データアクセス / GPU / パラメータスイープ / 自動プログラム生成 / ハイパーグラフ / ベクトル処理 / メモリアクセス / 生体機能シミュレーション / GPUコンピューティング / データ配置 / 負荷均衡 / データ配置順 / GPGPU / 階層グラフ分割 / CUDA / OpenMP / 大規模グラフ
Outline of Final Research Achievements

Given the specification of simulation as a large irregular graph, we have established a technique to efficiently and automatically generate a parallel high-performance simulation program.
Specifically, we firstly improved the parallelization rate of automatic program generation by dividing the graphs at a higher level of abstraction, which resulted in a 10 times speedup compared to fine-grained graph division. We secondly optimized the generated program according to a variety of parallel computers - the GPU, CPU clusters, and vector supercomputers -, which achieved an about two times speedup at most. Using the biological simulator that is one of the main applications of this work, users can get the benefits of various parallel computers without creating programs.

Academic Significance and Societal Importance of the Research Achievements

大規模で不規則かつ複雑な対象を高速にシミュレーションすることが可能となり、モデル作成も含めたシミュレーション過程全体の時間を短縮できる。したがって、これらのシミュレーションを必要とする多くの科学分野の研究を加速する。また、科学シミュレーションに関する貢献だけでなく、今後重要度が増すグラフ的に与えられたプログラムの仕様から並列プログラムを自動生成し実行することに関する高速化技術の開発につながり、応用範囲の広いコンピュータサイエンス分野のコンパイラ、アルゴリズム、並列処理などの基礎技術の発展にも貢献する。

Report

(6 results)
  • 2019 Annual Research Report   Final Research Report ( PDF )
  • 2018 Annual Research Report
  • 2017 Annual Research Report
  • 2016 Annual Research Report
  • 2015 Annual Research Report
  • Research Products

    (54 results)

All 2020 2019 2018 2017 2016 2015 Other

All Journal Article (13 results) (of which Int'l Joint Research: 1 results,  Peer Reviewed: 13 results,  Open Access: 3 results,  Acknowledgement Compliant: 1 results) Presentation (37 results) (of which Int'l Joint Research: 17 results) Remarks (4 results)

  • [Journal Article] Memory Efficient Load Balancing for Distributed Large-Scale Volume Rendering Using a Two-Layered Group Structure2019

    • Author(s)
      Marcus Wallden, Stefano Markidis, Masao Okita, and Fumihiko Ino
    • Journal Title

      IEICE Transactions on Information and Systems

      Volume: E102.D Issue: 12 Pages: 2306-2316

    • DOI

      10.1587/transinf.2019PAP0003

    • NAID

      130007754461

    • ISSN
      0916-8532, 1745-1361
    • Year and Date
      2019-12-01
    • Related Report
      2019 Annual Research Report
    • Peer Reviewed / Open Access / Int'l Joint Research
  • [Journal Article] Accelerating the Held-Karp Algorithm for the Symmetric Traveling Salesman Problem2019

    • Author(s)
      Kazuro Kimura, Shinya Higa, Masao Okita, and Fumihiko Ino
    • Journal Title

      IEICE Transactions on Information and Systems

      Volume: E102.D Issue: 12 Pages: 2329-2340

    • DOI

      10.1587/transinf.2019PAP0008

    • NAID

      130007754460

    • ISSN
      0916-8532, 1745-1361
    • Year and Date
      2019-12-01
    • Related Report
      2019 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] GPU-based Branch-and-Bound Method to Solve Large 0-1 Knapsack Problems with Data-centric Strategies2019

    • Author(s)
      Jingcheng Shen, Kentaro Shigeoka, Fumihiko Ino, and Kenichi Hagihara
    • Journal Title

      Concurrency and Computation: Practice and Experience

      Volume: 31 Issue: 4 Pages: 1-15

    • DOI

      10.1002/cpe.4954

    • Related Report
      2018 Annual Research Report
    • Peer Reviewed
  • [Journal Article] PACC: A Directive-based Programming Framework for Out-of-Core Stencil Computation on Accelerators2019

    • Author(s)
      Nobuhiro Miki, Fumihiko Ino, and Kenichi Hagihara
    • Journal Title

      International Journal of High Performance Computing and Networking

      Volume: 13 Issue: 1 Pages: 19-34

    • DOI

      10.1504/ijhpcn.2019.097046

    • Related Report
      2018 Annual Research Report
    • Peer Reviewed
  • [Journal Article] PACC: A Directive-based Programming Framework for Out-of-Core Stencil Computation on Accelerators2018

    • Author(s)
      Nobuhiro Miki, Fumihiko Ino, and Kenichi Hagihara
    • Journal Title

      International Journal of High Performance Computing and Networking

      Volume: 印刷中

    • Related Report
      2017 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Parallelizing Exact and Approximate String Matching via Inclusive Scan on a GPU2017

    • Author(s)
      Yasuaki Mitani, Fumihiko Ino, and Kenichi Hagihara.
    • Journal Title

      IEEE Transactions on Parallel and Distributed Systems

      Volume: 印刷中 Issue: 7 Pages: 1989-2002

    • DOI

      10.1109/tpds.2016.2645222

    • Related Report
      2017 Annual Research Report 2016 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Cache-Aware, In-Place Rotation Method for Texture-Based Volume Rendering2017

    • Author(s)
      Yuji Misaki, Fumihiko Ino, and Kenichi Hagihara
    • Journal Title

      IEICE Transactions on Information and Systems

      Volume: E100.D Issue: 3 Pages: 452-461

    • DOI

      10.1587/transinf.2016EDP7178

    • NAID

      130005397902

    • ISSN
      0916-8532, 1745-1361
    • Related Report
      2016 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Cache-Aware GPU Optimization for Out-of-Core Cone Beam CT Reconstruction of High-Resolution Volumes2016

    • Author(s)
      Yuechao Lu, Fumihiko Ino, and Kenichi Hagihara
    • Journal Title

      IEICE Transactions on Information and Systems

      Volume: E99-D Pages: 452-461

    • NAID

      130005170965

    • Related Report
      2016 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Reducing Memory Usage by the Lifting-based Discrete Wavelet Transform with a Unified Buffer on a GPU2016

    • Author(s)
      Takuya Ikuzawa, Fumihiko Ino, and Kenichi Hagihara
    • Journal Title

      Journal of Parallel and Distributed Computing

      Volume: -

    • Related Report
      2015 Annual Research Report
    • Peer Reviewed
  • [Journal Article] GPU向けの反復型グラフ処理フレームワークにおけるトポロジ変更の実現2015

    • Author(s)
      三谷康晃, 伊野文彦, 萩原兼一
    • Journal Title

      電子情報通信学会論文誌

      Volume: Vol. J98-D, No. 11

    • NAID

      110009808136

    • Related Report
      2015 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Accelerating the Smith-Waterman Algorithm with an Interpair Pruning Method for All-Pairs Comparison of Base Sequences2015

    • Author(s)
      Daiki Okada, Fumihiko Ino, and Kenichi Hagihara
    • Journal Title

      BMC Bioinformatics

      Volume: 16 Issue: 1 Pages: 1-15

    • DOI

      10.1186/s12859-015-0744-4

    • Related Report
      2015 Annual Research Report
    • Peer Reviewed / Open Access / Acknowledgement Compliant
  • [Journal Article] Enumerating Joint Weight of a Binary Linear Code Using Parallel Architectures: multi-core CPUs and GPUs2015

    • Author(s)
      Shohei Ando, Fumihiko Ino, Toru Fujiwara, and Kenichi Hagihara
    • Journal Title

      International Journal of Networking and Computing

      Volume: Vol. 5, No. 2

    • NAID

      130005091741

    • Related Report
      2015 Annual Research Report
    • Peer Reviewed
  • [Journal Article] A Bit-Parallel Algorithm for Searching Multiple Patterns with Various Lengths2015

    • Author(s)
      Ko Kusudo, Fumihiko Ino, and Kenichi Hagihara
    • Journal Title

      Journal of Parallel and Distributed Computing

      Volume: Vol. 76

    • Related Report
      2015 Annual Research Report
    • Peer Reviewed
  • [Presentation] Accelerating Human Genome Phenotypic Analysis with Bitwise Search and Batched Computation2020

    • Author(s)
      Yuichiro Miyamoto, Masao Okita, and Fumihiko Ino
    • Organizer
      the 28th Euromicro International Conference on Parallel, Distributed and Network-based Processing
    • Related Report
      2019 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Accelerating Large Seismic Simulation Code with PACC Framework2020

    • Author(s)
      Jingcheng Shen, Fumihiko Ino, Albert Farrés, and Mauricio Hanzich
    • Organizer
      the 11th GPU Technology Conference
    • Related Report
      2019 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Training Strategies for CNN-based Models to Parse Complex Floor Plans2020

    • Author(s)
      Ruiyun Zhu, Jingcheng Shen, Xiangtian Deng, Marcus Wallden, and Fumihiko Ino
    • Organizer
      the 9th International Conference on Software and Computer Applications
    • Related Report
      2019 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Transparent In-memory Cache Management in Apache Spark based on Post-Mortem Analysis2019

    • Author(s)
      Atsuya Nasu, Kenji Yoneo, Masao Okita, and Fumihiko Ino
    • Organizer
      the 7th IEEE International Conference on Big Data
    • Related Report
      2019 Annual Research Report
    • Int'l Joint Research
  • [Presentation] GPU-Accelerated Randomized Newton Method for Fast Training Malicious Web Site Classifier2019

    • Author(s)
      Yuechao Lu, Boqi Gao, and Fumihiko Ino
    • Organizer
      the 18th International Conference on Security and Management
    • Related Report
      2019 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Towards Reducing Memory Consumption for Accelerating Genotype Imputation on the GPU2019

    • Author(s)
      Kazuya Tsubaki, Masao Okita, and Fumihiko Ino
    • Organizer
      the Annual Meeting of the Asia Pacific Society for Computing and Information Technology
    • Related Report
      2019 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Applying PACC directives to accelerate out-of-core seismic wave simulation on a GPU2019

    • Author(s)
      Jingcheng Shen, Nobuhiro Miki, Fumihiko Ino, Kenichi Hagihara, Albert Farrés, and Mauricio Hanzich
    • Organizer
      the 33rd IEEE International Symposium on Parallel and Distributed Processing
    • Related Report
      2019 Annual Research Report
    • Int'l Joint Research
  • [Presentation] 省メモリ推論のための深層ニューラルネットワークの圧縮手法2019

    • Author(s)
      岩﨑博生, 伊野文彦
    • Organizer
      人工知能学会第13回汎用人工知能研究会
    • Related Report
      2019 Annual Research Report
  • [Presentation] Apache Sparkにおけるデータ依存グラフ解析に基づくメモリ内キャッシュ置換手法2019

    • Author(s)
      那須敦也, 置田真生, 伊野文彦
    • Organizer
      情報処理学会研究報告
    • Related Report
      2019 Annual Research Report
  • [Presentation] ヒトゲノム表現型解析におけるビット並列探索およびプロセス並列処理による高速化2019

    • Author(s)
      宮本悠一朗, 置田真生, 伊野文彦
    • Organizer
      電子情報通信学会技術研究報告
    • Related Report
      2019 Annual Research Report
  • [Presentation] GPUプログラムにおける静的参照関係を表すハイパーグラフの分割を用いた参照効率のよいデータ配置2019

    • Author(s)
      比嘉慎哉, 置田真生, 萩原兼一, 伊野文彦
    • Organizer
      情報処理学会ハイパフォーマンスコンピューティング研究会
    • Related Report
      2018 Annual Research Report
  • [Presentation] A Method for Estimating Task Granularity for Automating GPU Cycle Sharing2018

    • Author(s)
      Keishi Tsukada and Fumihiko Ino
    • Organizer
      the 7th International Conference on Network, Communication and Computing
    • Related Report
      2018 Annual Research Report
    • Int'l Joint Research
  • [Presentation] 並列プログラム自動生成における間接参照の削減によるベクトル計算機向けメモリ参照効率化2018

    • Author(s)
      石田祐二郎, 置田真生, 伊野文彦, 萩原兼一
    • Organizer
      第14回情報科学ワークショップ
    • Related Report
      2018 Annual Research Report
  • [Presentation] GPU上で大規模ナップザック問題を解くためのアウトオブコア計算手法2018

    • Author(s)
      沈靖程, 重岡謙太郎, 伊野文彦, 萩原兼一
    • Organizer
      第14回情報科学ワークショップ
    • Related Report
      2018 Annual Research Report
  • [Presentation] 並列プログラム自動生成におけるベクトル計算機向けメモリ参照効率化のための間接参照の削減2018

    • Author(s)
      石田祐二郎, 置田真生, 伊野文彦, 萩原兼一
    • Organizer
      電子情報通信学会コンピュータシステム研究会
    • Related Report
      2018 Annual Research Report
  • [Presentation] An Out-of-core CPU-GPU Cooperative B&B Solver for the Large KnapsackProblem2018

    • Author(s)
      Jingcheng Shen, Kentaro Shigeoka Fumihiko Ino, and Kenichi Hagihara
    • Organizer
      The 2nd Cross-disciplinary Workshop on Computing Systems,Infrastructures, and Programming (xSIG 2018),
    • Related Report
      2018 Annual Research Report
  • [Presentation] An Automated Method for Generating Training Sets for Deep Learning Based Image Registration2018

    • Author(s)
      Masato Ito and Fumihiko Ino
    • Organizer
      the 11th International Joint Conference on Biomedical Engineering Systems and Technologies (BIOSTEC 2018)
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Transparent Avoidance of Redundant Data Transfer on GPU-enabled Apache Spark2018

    • Author(s)
      Ryo Asai, Masao Okita, Fumihiko Ino, and Kenichi Hagihara
    • Organizer
      the 11th Workshop on General Purpose Processing Using GPU (GPGPU 2018)
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research
  • [Presentation] GPUサイクル共有を自動化するためのタスク粒度推定手法の検討2017

    • Author(s)
      塚田敬司, 伊野文彦, 萩原兼一.
    • Organizer
      Cross-disciplinary Workshop on Computing Systems, Infrastructures, and Programming (xSIG 2017)
    • Place of Presentation
      虎ノ門ヒルズフォーラム・東京都港区・日本
    • Year and Date
      2017-04-25
    • Related Report
      2016 Annual Research Report
  • [Presentation] RLAGPU: High-performance Out-of-Core Randomized Singular Value Decomposition on GPU2017

    • Author(s)
      Yuechao Lu, Fumihiko Ino, Yasuyuki Matsushita, and Kenichi Hagihara
    • Organizer
      the 8th GPU Technology Conference (GTC 2017)
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research
  • [Presentation] cuShiftOr: String Matching with Prefix Summing on a GPU2017

    • Author(s)
      Fumihiko Ino, Yasuaki Mitani, and Kenichi Hagihara
    • Organizer
      the 8th GPU Technology Conference (GTC 2017)
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research
  • [Presentation] An Out-of-Core Branch and Bound for Solving the 0-1 Knapsack Problem on a GPU2017

    • Author(s)
      Jingcheng Shen, Kentaro Shigeoka Fumihiko Ino, and Kenichi Hagihara
    • Organizer
      the 17th International Conference on Algorithms and Architectures for Parallel Processing (ICA3PP 2017)
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Accelerating Scoring Computation of Smith-Waterman Algorithm with Mixed Word Length2017

    • Author(s)
      Kazuki Yasui and Fumihiko Ino
    • Organizer
      the 4th International Workshop on High Performance Computing on Bioinformatics (HPCB 2017)
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Towards Automating Multi-dimensional Data Decomposition for Executing a Single-GPU Code on a Multi-GPU System2016

    • Author(s)
      Ryotaro Sakai, Fumihiko Ino, and Kenichi Hagihara.
    • Organizer
      4th International Symposium on Networking and Computing Systems and Architectures(CSA 2016)(国際学会)
    • Place of Presentation
      higashihirosima,Japan
    • Year and Date
      2016-11-25
    • Related Report
      2016 Annual Research Report
  • [Presentation] An Extension of OpenACC Directives for Out-of-Core Stencil Computation with Temporal Blocking2016

    • Author(s)
      Nobuhiro Miki, Fumihiko Ino, and Kenichi Hagihara.
    • Organizer
      3rd Workshop on Accelerator Programming Using Directives (WACCPD 2016), pp. 36--45, Salt Lake City, UT, USA, (2016-11).
    • Place of Presentation
      Salt Lake City, UT, USA
    • Year and Date
      2016-11-14
    • Related Report
      2016 Annual Research Report
  • [Presentation] アウトオブコア・ステンシル計算に対する自動テンポラルブロッキングのためのアクセラレータ向けディレクティブPACC2016

    • Author(s)
      三木脩弘, 伊野文彦, 萩原兼一
    • Organizer
      GTC Japan 2016
    • Place of Presentation
      ヒルトン東京お台場・東京都港区・日本
    • Year and Date
      2016-10-05
    • Related Report
      2016 Annual Research Report
  • [Presentation] 単一GPUコードをマルチGPU環境で実行するための多次元データ分割手法の検討2016

    • Author(s)
      酒井亮太郎, 伊野文彦, 萩原兼一.
    • Organizer
      情報処理学会ハイパフォーマンスコンピューティング研究会
    • Place of Presentation
      キッセイ文化ホール・松本市・日本
    • Year and Date
      2016-08-10
    • Related Report
      2016 Annual Research Report
  • [Presentation] アウトオブコア・ステンシル計算に対する自動テンポラルブロッキングのためのアクセラレータ向けディレクティブ2016

    • Author(s)
      三木脩弘, 伊野文彦, 萩原兼一.
    • Organizer
      情報処理学会ハイパフォーマンスコンピューティング研究会
    • Place of Presentation
      キッセイ文化ホール・松本市・日本
    • Year and Date
      2016-08-08
    • Related Report
      2016 Annual Research Report
  • [Presentation] GPU上の16ビット整数表現によるSmith-Watermanアルゴリズムの高速化の検討2016

    • Author(s)
      安井一貴, 伊野文彦, 萩原兼一..
    • Organizer
      第16回ハイパフォーマンスコンピューティングと計算科学シンポジウム
    • Place of Presentation
      東北大学・仙台・日本
    • Year and Date
      2016-06-13
    • Related Report
      2016 Annual Research Report
  • [Presentation] Applying Temporal Blocking to Out-of-Core Stencil Computation with OpenACC2016

    • Author(s)
      Nobuhiro Miki, Fumihiko Ino, and Kenichi Hagihara
    • Organizer
      Proceedings of the Work in Progress Session held in connection with the 24th Euromicro International Conference on Parallel, Distributed and Network-Based Computing (PDP 2016)
    • Place of Presentation
      Heraklion, Greece
    • Year and Date
      2016-02-15
    • Related Report
      2015 Annual Research Report
    • Int'l Joint Research
  • [Presentation] An OpenACC Optimizer for Accelerating Histogram Computation on a GPU2016

    • Author(s)
      Kei Ikeda, Fumihiko Ino, and Kenichi Hagihara
    • Organizer
      Proceedings of the 24th Euromicro International Conference on Parallel, Distributed and Network-Based Computing (PDP 2016)
    • Place of Presentation
      Heraklion, Greece
    • Year and Date
      2016-02-15
    • Related Report
      2015 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Preliminary Estimation on Automating Multi-dimensional Data Decomposition for Multi-GPU Systems2016

    • Author(s)
      Ryotaro Sakai, Fumihiko Ino, and Kenichi Hagihara.
    • Organizer
      Poster in the 2nd Annual Meeting on Advanced Computing System and Infrastructure (ACSI 2016)
    • Place of Presentation
      Fukuoka,Japan
    • Year and Date
      2016-01-18
    • Related Report
      2015 Annual Research Report
    • Int'l Joint Research
  • [Presentation] OpenACCを用いたアウトオブコア・ステンシル計算に対するテンポラルブロッキングの適用2015

    • Author(s)
      三木脩弘, 伊野文彦, 萩原兼一
    • Organizer
      Poster in the 5th GPU Technology Conference (GTC Japan 2015)
    • Place of Presentation
      Tokyo,Japan
    • Year and Date
      2015-09-18
    • Related Report
      2015 Annual Research Report
  • [Presentation] 文字列探索アルゴリズムShift-Or法の結合性を利用した高速化2015

    • Author(s)
      三谷康晃, 伊野文彦, 萩原兼一
    • Organizer
      Poster in the 5th GPU Technology Conference (GTC Japan 2015)
    • Place of Presentation
      Tokyo,Japan
    • Year and Date
      2015-09-18
    • Related Report
      2015 Annual Research Report
  • [Presentation] OpenACCを用いたアウトオブコア・ステンシル計算に対するテンポラルブロッキングの適用2015

    • Author(s)
      三木脩弘, 伊野文彦, 萩原兼一.
    • Organizer
      情報処理学会研究報告HPC研究会
    • Place of Presentation
      別府市,日本
    • Year and Date
      2015-08-04
    • Related Report
      2015 Annual Research Report
  • [Presentation] 接頭部和の計算に基づく近似文字列探索の並列化2015

    • Author(s)
      三谷康晃, 伊野文彦, 萩原兼一
    • Organizer
      電子情報通信学会技術研究報告CPSY研究会
    • Place of Presentation
      別府市,日本
    • Year and Date
      2015-08-04
    • Related Report
      2015 Annual Research Report
  • [Presentation] ヒストグラム生成を高速化するためのOpenACCオプティマイザの検討2015

    • Author(s)
      池田圭, 伊野文彦, 萩原兼一
    • Organizer
      情報処理学会研究報告HPC研究会
    • Place of Presentation
      別府市,日本
    • Year and Date
      2015-08-04
    • Related Report
      2015 Annual Research Report
  • [Remarks] 大阪大学 大学院情報科学研究科 並列処理工学講座

    • URL

      http://www-ppl.ist.osaka-u.ac.jp/research/index.html

    • Related Report
      2019 Annual Research Report
  • [Remarks] 大阪大学 大学院情報科学研究科 並列処理工学講座

    • URL

      http://www-ppl.ist.osaka-u.ac.jp/

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      2018 Annual Research Report 2017 Annual Research Report
  • [Remarks] 大阪大学 大学院情報科学研究科 コンピュータサイエンス専攻 並列処理工学講座

    • URL

      http://www-hagi.ist.osaka-u.ac.jp/

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    • URL

      http://www-hagi.ist.osaka-u.ac.jp/research/SIM/index.html

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Published: 2015-04-16   Modified: 2022-11-04  

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