Parallelization of GKV benchmark using OpenACC

Makoto Morishita, Satoshi Ohshima, Takahiro Katagiri, Toru Nagai

研究成果: 書籍/レポート タイプへの寄稿会議への寄与

2 被引用数 (Scopus)

抄録

The computing power of the Graphics Processing Unit (GPU) has received great attention in recent years, as 140 supercomputers with NVIDIA GPUs were ranked in the TOP500 for November 2020 [1]. However, CUDA, which is widely used in GPU programming, needs to be written at a low level and often requires the specialized knowledge of the GPU memory hierarchy and execution models. In this study, we used OpenACC [2], which semi-automatically generates kernel code by inserting directives into a program to speed up the application. The target application was benchmark program based on the plasma turbulence analysis code, gyrokinetic Vlasov code (GKV). With our implementation of OpenACC, kernel2, kernel3, and kernel4 of the benchmark were 31.43, 7.08, and 10.74 times faster, respectively, compared to CPU sequential execution. Thus, we succeeded in increasing the applications' speed. In the future, we will port the rest of the code to the GPU environment to run the entire GKV on GPUs.

本文言語英語
ホスト出版物のタイトル2021 IEEE International Parallel and Distributed Processing Symposium Workshops, IPDPSW 2021 - In conjunction with IEEE IPDPS 2021
出版社Institute of Electrical and Electronics Engineers Inc.
ページ723-729
ページ数7
ISBN(電子版)9781665435772
DOI
出版ステータス出版済み - 6月 2021
外部発表はい
イベント2021 IEEE International Parallel and Distributed Processing Symposium Workshops, IPDPSW 2021 - Virtual, Portland, 米国
継続期間: 5月 17 2021 → …

出版物シリーズ

名前2021 IEEE International Parallel and Distributed Processing Symposium Workshops, IPDPSW 2021 - In conjunction with IEEE IPDPS 2021

会議

会議2021 IEEE International Parallel and Distributed Processing Symposium Workshops, IPDPSW 2021
国/地域米国
CityVirtual, Portland
Period5/17/21 → …

!!!All Science Journal Classification (ASJC) codes

  • コンピュータ ネットワークおよび通信
  • ハードウェアとアーキテクチャ
  • 情報システム

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