Comparison of HPC architectures for computing all-pairs shortest paths : Intel Xeon Phi KNL vs NVIDIA Pascal

Detalles Bibliográficos
Autor Principal: Costanzo, Manuel
Otros autores o Colaboradores: Rucci, Enzo, Costi, Ulises, Chichizola, Franco, Naiouf, Ricardo Marcelo
Formato: Capítulo de libro
Lengua:inglés
Temas:
Acceso en línea:http://sedici.unlp.edu.ar/handle/10915/113268
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Resumen:Today, one of the main challenges for high-performance computing systems is to improve their performance by keeping energy consumption at acceptable levels. In this context, a consolidated strategy consists of using accelerators such as GPUs or many-core Intel Xeon Phi processors. In this work, devices of the NVIDIA Pascal and Intel Xeon Phi Knights Landing architectures are described and compared. Selecting the Floyd-Warshall algorithm as a representative case of graph and memory-bound applications, optimized implementations were developed to analyze and compare performance and energy efficiency on both devices. As it was expected, Xeon Phi showed superior when considering double-precision data. However, contrary to what was considered in our preliminary analysis, it was found that the performance and energy efficiency of both devices were comparable using single-precision datatype.
Notas:Formato de archivo PDF. -- Este documento es producción intelectual de la Facultad de Informática - UNLP (Colección BIPA/Biblioteca)
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