Spin glasses -- theoretical models used to capture several physical properties of real glasses -- are mostly studied by Monte Carlo simulations. The associated algorithms have a very large and easily identifiable degree of available parallelism, that can also be easily cast in SIMD form. State-of-the-art multi-and many-core processors and accelerators are therefore a promising computational platform to support these Grand Challenge applications. In this paper we port and optimize for many-core processors a Monte Carlo code for the simulation of the 3D Edwards Anderson spin glass, focusing on a dual eight-core Sandy Bridge processor, and on a Xeon-Phi co-processor based on the new {\em Many Integrated Core} architecture. We present performance results, discuss bottlenecks preventing further performance gains and compare with the corresponding figures for GPU-based implementations and for application-specific dedicated machines.
Benchmarking MIC architectures with Monte Carlo simulations of spin glass systems
SCHIFANO, Sebastiano Fabio;TRIPICCIONE, Raffaele
2013
Abstract
Spin glasses -- theoretical models used to capture several physical properties of real glasses -- are mostly studied by Monte Carlo simulations. The associated algorithms have a very large and easily identifiable degree of available parallelism, that can also be easily cast in SIMD form. State-of-the-art multi-and many-core processors and accelerators are therefore a promising computational platform to support these Grand Challenge applications. In this paper we port and optimize for many-core processors a Monte Carlo code for the simulation of the 3D Edwards Anderson spin glass, focusing on a dual eight-core Sandy Bridge processor, and on a Xeon-Phi co-processor based on the new {\em Many Integrated Core} architecture. We present performance results, discuss bottlenecks preventing further performance gains and compare with the corresponding figures for GPU-based implementations and for application-specific dedicated machines.I documenti in SFERA sono protetti da copyright e tutti i diritti sono riservati, salvo diversa indicazione.
