Por favor, use este identificador para citar o enlazar este ítem:https://uvadoc.uva.es/handle/10324/71191
Título
Measuring the Impact of Configuration Parameters in CUDA Through Benchmarking
Congreso
12th International Conference on Computational and Mathematical Methods in Science and Engineering, CMMSE 2012
Año del Documento
2012
Editorial
Universidad de Salamanca
Descripción Física
12 p.
Descripción
Producción Científica
Documento Fuente
Conference: 12th International Conference on Computational and Mathematical Methods in Science and Engineering, CMMSE 2012At: La Manga del Mar Menor, España
Resumen
The threadblock size and shape choice is one of the most important user decisions when a parallel problem is coded to run in GPU architectures. In fact, threadblock configuration has a significant impact on the global performance of the program. Unfortunately , the programmer has not enough information about the subtle interactions between this choice of parameters and the underlying hardware. This paper presents uBench, a suite of micro-benchmarks, in order to explore the impact on performance derived from the combination of (1) the threadblock size and shape choice criteria, and (2) the GPU hardware resources and configurations. Each micro-benchmark has been designed as simple as possible to focus on a single effect derived from the hardware or threadblock parameter choice. As an example of the capabilities of this benchmark suite, this paper shows an experimental evaluation of the Fermi architecture, in terms of configuration parameters. This study confirms some previous experimental results and gives new insights on the influence of these parameters on the performance delivered by this GPU architecture.
Materias (normalizadas)
Informática
Materias Unesco
1203 Ciencia de Los Ordenadores
3304
Palabras Clave
Micro-benchmarks
CUDA
GPGPU
Performance measurement
ISBN
978-84-615-5392-1
Patrocinador
This research is partly supported by the Ministerio de Industria, Spain (CENIT OCEANLIDER), MINECO (Spain) and the European Union FEDER (TIN2011-25639, CAPAP-H3 network TIN2010-12011-E), and the HPC-EUROPA2 project (project number: 228398) with the support of the European Commission - Capacities Area - Research Infrastructures Initiative.
Version del Editor
Idioma
spa
Tipo de versión
info:eu-repo/semantics/publishedVersion
Derechos
openAccess
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