DocumentCode :
1914078
Title :
Developing Performance-Portable Molecular Dynamics Kernels in OpenCL
Author :
Pennycook, S.J. ; Jarvis, S.A.
Author_Institution :
Dept. of Comput. Sci., Univ. of Warwick, Coventry, UK
fYear :
2012
fDate :
10-16 Nov. 2012
Firstpage :
386
Lastpage :
395
Abstract :
This paper investigates the development of a molecular dynamics code that is highly portable between architectures. Using OpenCL, we develop an implementation of Sandia´s miniMD benchmark that achieves good levels of performance across a wide range of hardware: CPUs, discrete GPUs and integrated GPUs. We demonstrate that the performance bottlenecks of miniMD´s short-range force calculation kernel are the same across these architectures, and detail a number of platform-agnostic optimisations that improve its performance by at least 2x on all hardware considered. Our complete code is shown to be 1.7x faster than the original miniMD, and at most 2x slower than implementations individually hand-tuned for a specific architecture.
Keywords :
graphics processing units; parallel processing; CPU; OpenCL; Sandia miniMD benchmark; discrete GPU; high-performance computing; integrated GPU; molecular dynamics code; performance-portable molecular dynamics kernels; platform-agnostic optimisations; short-range force calculation kernel; accelerator architectures; high performance computing; parallel programming; performance analysis; scientific computing;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
High Performance Computing, Networking, Storage and Analysis (SCC), 2012 SC Companion:
Conference_Location :
Salt Lake City, UT
Print_ISBN :
978-1-4673-6218-4
Type :
conf
DOI :
10.1109/SC.Companion.2012.58
Filename :
6495840
Link To Document :
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