The Scalable Heterogeneous Computing (SHOC) benchmark suite

Anthony Danalis, Gabriel Marin, Collin McCurdy, Jeremy S. Meredith, Philip C. Roth, Kyle Spafford, Vinod Tipparaju, Jeffrey S. Vetter

Research output: Chapter in Book/Report/Conference proceedingConference contributionpeer-review

399 Scopus citations

Abstract

Scalable heterogeneous computing systems, which are composed of a mix of compute devices, such as commodity multicore processors, graphics processors, reconfigurable processors, and others, are gaining attention as one approach to continuing performance improvement while managing the new challenge of energy efficiency. As these systems become more common, it is important to be able to compare and contrast architectural designs and programming systems in a fair and open forum. To this end, we have designed the Scalable HeterOgeneous Computing benchmark suite (SHOC). SHOC's initial focus is on systems containing graphics processing units (GPUs) and multi-core processors, and on the new OpenCL programming standard. SHOC is a spectrum of programs that test the performance and stability of these scalable heterogeneous computing systems. At the lowest level, SHOC uses microbenchmarks to assess architectural features of the system. At higher levels, SHOC uses application kernels to determine system-wide performance including many system features such as intranode and internode communication among devices. SHOC includes benchmark implementations in both OpenCL and CUDA in order to provide a comparison of these programming models.

Original languageEnglish
Title of host publication3rd Workshop on General-Purpose Computation on Graphics Processing Units, GPGPU-3, Held in cooperation with ACM ASPLOS XV
Pages63-74
Number of pages12
DOIs
StatePublished - 2010
Event3rd Workshop on General-Purpose Computation on Graphics Processing Units, GPGPU-3, Held in cooperation with ACM ASPLOS XV - Pittsburg, PA, United States
Duration: Mar 14 2010Mar 14 2010

Publication series

NameInternational Conference on Architectural Support for Programming Languages and Operating Systems - ASPLOS

Conference

Conference3rd Workshop on General-Purpose Computation on Graphics Processing Units, GPGPU-3, Held in cooperation with ACM ASPLOS XV
Country/TerritoryUnited States
CityPittsburg, PA
Period03/14/1003/14/10

Keywords

  • Benchmarking
  • GPGPU
  • Graphics processors
  • Performance

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