PARPA: A Parallel Framework Simultaneously Using Heterogeneous Architecture for High Performance Computing 


Vol. 46,  No. 9, pp. 876-884, Sep.  2019
10.5626/JOK.2019.46.9.876


PDF

  Abstract

With the substantial performance improvements achieved in GPU, they have come to be commonly used not only in computer graphics but also in high performance computing. Simply using a CPU and a GPU concurrently is not difficult. However, distributing works and adjusting the computing ratio among these heterogeneous processors are challenging issues. We propose a novel framework in this paper, named PARPA, which automatically distributes and processes tasks to a CPU and a GPU. PARPA can maximize computation performance by using a CPU and a GPU simultaneously. The load balancing between them can be performed dynamically based on their usage and features. The evaluation results indicate that PARPA shows 3.48 times better performance.


  Statistics
Cumulative Counts from November, 2022
Multiple requests among the same browser session are counted as one view. If you mouse over a chart, the values of data points will be shown.


  Cite this article

[IEEE Style]

H. Cho, T. Han, H. Lee, H. Jo, "PARPA: A Parallel Framework Simultaneously Using Heterogeneous Architecture for High Performance Computing," Journal of KIISE, JOK, vol. 46, no. 9, pp. 876-884, 2019. DOI: 10.5626/JOK.2019.46.9.876.


[ACM Style]

Hyojae Cho, Taehyun Han, Hyeonmyeong Lee, and Heeseung Jo. 2019. PARPA: A Parallel Framework Simultaneously Using Heterogeneous Architecture for High Performance Computing. Journal of KIISE, JOK, 46, 9, (2019), 876-884. DOI: 10.5626/JOK.2019.46.9.876.


[KCI Style]

조효재, 한태현, 이현명, 조희승, "PARPA: 고성능 컴퓨팅을 위한 이기종 아키텍처 동시 사용 프레임워크," 한국정보과학회 논문지, 제46권, 제9호, 876~884쪽, 2019. DOI: 10.5626/JOK.2019.46.9.876.


[Endnote/Zotero/Mendeley (RIS)]  Download


[BibTeX]  Download



Search




Journal of KIISE

  • ISSN : 2383-630X(Print)
  • ISSN : 2383-6296(Electronic)
  • KCI Accredited Journal

Editorial Office

  • Tel. +82-2-588-9240
  • Fax. +82-2-521-1352
  • E-mail. chwoo@kiise.or.kr