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A first multi-GPU/multi-node implementation of the open computing abstraction layer

delete2019-03-01
delete15
PRE
AI
A
Alessio De Rango
D
Davide Spataro
W
William Spataro
D
Donato D’Ambrosio *
DOI:10.1016/j.jocs.2018.09.012delete
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Abstract

Abstract

En 中文
Here we present a first multi-node/multi-GPU implementation of OpenCAL for grid-based high-performance numerical simulation. OpenCL and MPI have been adopted as low-level APIs for maximum portability and performance evaluated with respect to three different benchmarks, namely a Sobel edge detection filter, a Julia fractal generator, and the SciddicaT Cellular Automata model for fluid-flows simulation. Different hardware configurations of a dual-node test cluster have been considered, allowing for executions up to four GPUs. Optimal performance has been achieved in consideration of the compute/memory bound nature of both benchmarks and hardware configurations. (C) 2018 Elsevier B.V. All rights reserved.
Keywords:
Complex systems modeling
Grid based numerical modelling
OpenCL
GPGPU computing
MPI

Journal

Nature Computational Science cover
Nature Computational Science
IF:
18.3
Papers:
3.1K
Citations:
4.0K

Organization

U
University of Calabria
Scholars:
8.2K
Papers: 8.0K
Citations: 7.8K
A
asml holding
Scholars:
217
Papers: 174
Citations: 0
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