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High-Performance Distributed Multi-Model / Multi-Kernel Simulations: A Case-Study in Jungle Computing

机译:高性能分布式多模型/多核仿真:a   丛林计算案例研究

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摘要

High-performance scientific applications require more and more compute power.The concurrent use of multiple distributed compute resources is vital formaking scientific progress. The resulting distributed system, a so-calledJungle Computing System, is both highly heterogeneous and hierarchical,potentially consisting of grids, clouds, stand-alone machines, clusters,desktop grids, mobile devices, and supercomputers, possibly with acceleratorssuch as GPUs. One striking example of applications that can benefit greatly of JungleComputing Systems are Multi-Model / Multi-Kernel simulations. In thesesimulations, multiple models, possibly implemented using different techniquesand programming models, are coupled into a single simulation of a physicalsystem. Examples include the domain of computational astrophysics and climatemodeling. In this paper we investigate the use of Jungle Computing Systems for suchMulti-Model / Multi-Kernel simulations. We make use of the software developedin the Ibis project, which addresses many of the problems faced when runningapplications on Jungle Computing Systems. We create a prototype Jungle-awareversion of AMUSE, an astrophysical simulation framework. We show preliminaryexperiments with the resulting system, using clusters, grids, stand-alonemachines, and GPUs.
机译:高性能的科学应用需要越来越多的计算能力,同时使用多种分布式计算资源对于科学进步至关重要。最终的分布式系统,即所谓的丛林计算系统,是高度异构的和分层的,可能由网格,云,独立机器,集群,桌面网格,移动设备和超级计算机组成,并可能带有诸如GPU之类的加速器。可以使JungleComputing Systems受益匪浅的应用程序的一个引人注目的示例是多模型/多内核仿真。在这些仿真中,可能使用不同技术和编程模型实现的多个模型被耦合到物理系统的单个仿真中。示例包括计算天体物理学和气候建模领域。在本文中,我们研究了丛林计算系统在多模型/多内核仿真中的使用。我们利用Ibis项目中开发的软件,该软件解决了在Jungle Computing Systems上运行应用程序时遇到的许多问题。我们创建了天体模拟框架AMUSE的丛林感知原型。我们使用群集,网格,独立计算机和GPU展示了所得系统的初步实验。

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