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Pipelining the Fast Multipole Method over a Runtime System
- Source :
- [Research Report] RR-7981, INRIA. 2012, pp.24, SIAM Conference on Computational Science and Engineering (SIAM CSE 2013), SIAM Conference on Computational Science and Engineering (SIAM CSE 2013), Feb 2013, Boston, United States
- Publication Year :
- 2012
- Publisher :
- HAL CCSD, 2012.
-
Abstract
- Fast Multipole Methods (FMM) are a fundamental operation for the simulation of many physical problems. The high performance design of such methods usually requires to carefully tune the algorithm for both the targeted physics and the hardware. In this paper, we propose a new approach that achieves high performance across architectures. Our method consists of expressing the FMM algorithm as a task flow and employing a state-of-the-art runtime system, StarPU, in order to process the tasks on the different processing units. We carefully design the task flow, the mathematical operators, their Central Processing Unit (CPU) and Graphics Processing Unit (GPU) implementations, as well as scheduling schemes. We compute potentials and forces of 200 million particles in 48.7 seconds on a homogeneous 160 cores SGI Altix UV 100 and of 38 million particles in 13.34 seconds on a heterogeneous 12 cores Intel Nehalem processor enhanced with 3 Nvidia M2090 Fermi GPUs.<br />No. RR-7981 (2012)
- Subjects :
- FOS: Computer and information sciences
heterogeneous architectures
Computer Science - Distributed, Parallel, and Cluster Computing
pipeline
Fast multipole methods graphics processing unit
FMM
Distributed, Parallel, and Cluster Computing (cs.DC)
runtime system
[INFO.INFO-DC]Computer Science [cs]/Distributed, Parallel, and Cluster Computing [cs.DC]
Subjects
Details
- Language :
- English
- Database :
- OpenAIRE
- Journal :
- [Research Report] RR-7981, INRIA. 2012, pp.24, SIAM Conference on Computational Science and Engineering (SIAM CSE 2013), SIAM Conference on Computational Science and Engineering (SIAM CSE 2013), Feb 2013, Boston, United States
- Accession number :
- edsair.doi.dedup.....b27b658129714e8b089a287b1bc2615e