Understanding scheduling implications for scientific applications in clouds

Giacomo V. Mc Evoy, B. Schulze
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引用次数: 12

Abstract

This paper explores some of the effects that the paradigm of Cloud Computing has on schedulers when executing scientific applications. We present premises regarding to provisioning and architectural aspects of a Cloud infrastructure, that are not present in other environments, and which implications they may have on scheduling decisions in presence of relevant policies like improving performance. We also argue that using virtualization as a mechanism for workload consolidation in a multi-core environment has important performance consequences for e-science. We propose and test a preliminary workload classification, based on usage modes, that may improve early scheduling decisions as we research towards automatic deployment of scientific applications.
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理解云中的科学应用程序的调度含义
本文探讨了在执行科学应用程序时,云计算范式对调度器的一些影响。我们提供了关于云基础设施的供应和架构方面的前提,这些前提在其他环境中不存在,并且在存在相关策略(如提高性能)的情况下,它们可能对调度决策产生影响。我们还认为,在多核环境中使用虚拟化作为工作负载整合机制对电子科学具有重要的性能影响。我们提出并测试了基于使用模式的初步工作负载分类,这可能会在我们研究科学应用程序的自动部署时改进早期调度决策。
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