DocumentCode :
3204875
Title :
Overlapping Computation and Communication for Advection on Hybrid Parallel Computers
Author :
White, J.B., III ; Dongarra, J.J.
Author_Institution :
Climate & Global Dynamics, Nat. Center for Atmos. Res., Boulder, CO, USA
fYear :
2011
fDate :
16-20 May 2011
Firstpage :
59
Lastpage :
67
Abstract :
We describe computational experiments exploring the performance improvements from overlapping computation and communication on hybrid parallel computers. Our test case is explicit time integration of linear advection with constant uniform velocity in a three-dimensional periodic domain. The test systems include a Cray XT5, a Cray XE6, and two multicore Infiniband clusters with different generations of NVIDIA graphics processing units (GPUs). We describe results for Fortran implementations using various combinations of MPI, OpenMP, and CUDA, with and without overlap of computation and communication. We find that overlapping CPU computation, GPU computation, parallel communication, and CPU-GPU communication can provide performance improvements of more than a factor of two.
Keywords :
message passing; multiprocessing systems; parallel processing; CPU-GPU communication; CUDA; Cray XE6; Cray XT5; Fortran; MPI; NVIDIA GPU; OpenMP; graphics processing units; hybrid parallel computers; linear advection; multicore Infiniband clusters; Central Processing Unit; Computers; Equations; Graphics processing unit; Instruction sets; Kernel; Mathematical model;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Parallel & Distributed Processing Symposium (IPDPS), 2011 IEEE International
Conference_Location :
Anchorage, AK
ISSN :
1530-2075
Print_ISBN :
978-1-61284-372-8
Electronic_ISBN :
1530-2075
Type :
conf
DOI :
10.1109/IPDPS.2011.16
Filename :
6012825
Link To Document :
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