We describe a parallel implementation of a compressible Lattice Boltzmann code on a multi-GPU cluster based on Nvidia Fermi processors. We analyze how to optimize the algorithm for GP-GPU architectures, describe the implementation choices that we have adopted and compare our performance results with an implementation optimized for latest generation multi-core CPUs. Our program runs at approximate to 30% of the double-precision peak performance of one GPU and shows almost linear scaling when run on the multi-GPU cluster.

A Multi-GPU Implementation of a D2Q37 Lattice Boltzmann Code

Scagliarini;Andrea;Toschi;Federico;
2012

Abstract

We describe a parallel implementation of a compressible Lattice Boltzmann code on a multi-GPU cluster based on Nvidia Fermi processors. We analyze how to optimize the algorithm for GP-GPU architectures, describe the implementation choices that we have adopted and compare our performance results with an implementation optimized for latest generation multi-core CPUs. Our program runs at approximate to 30% of the double-precision peak performance of one GPU and shows almost linear scaling when run on the multi-GPU cluster.
2012
Istituto Applicazioni del Calcolo ''Mauro Picone''
Inglese
PARALLEL PROCESSING AND APPLIED MATHEMATICS, PT I
9th International Conference on Parallel Processing and Applied Mathematics (PPAM), Torun, POLAND, SEP 11-14, 2011
7203
640
650
978-3-642-31463-6
SEP 11-14, 2011
Torun, POLAND
Computational fluid-dynamics
Lattice Boltzmann methods
GP-GPUs computing
PERFORMANCE
9th International Conference on Parallel Processing and Applied Mathematics (PPAM), Torun, POLAND, SEP 11-14, 2011
18
none
Biferale, ; Luca, ; Mantovani, ; Filippo, ; Pivanti, ; Marcello, ; Pozzati, ; Fabio, ; Sbragaglia, ; Mauro, ; Scagliarini, Andrea; Scagliarini, Andrea...espandi
273
info:eu-repo/semantics/conferenceObject
04 Contributo in convegno::04.01 Contributo in Atti di convegno
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Utilizza questo identificativo per citare o creare un link a questo documento: https://hdl.handle.net/20.500.14243/252209
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