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