Resilient Application Co-scheduling with Processor Redistribution

A. Benoit, L. Pottier, Y. Robert
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引用次数: 7

Abstract

Recently, the benefits of co-scheduling several applications have been demonstrated in a fault-free context, both in terms of performance and energy savings. However, large-scale computer systems are confronted to frequent failures, and resilience techniques must be employed to ensure the completion of large applications. Indeed, failures may create severe imbalance between applications, and significantly degrade performance. In this paper, we propose to redistribute the resources assigned to each application upon the striking of failures, in order to minimize the expected completion time of a set of co-scheduled applications. First, we introduce a formal model and establish complexity results. When no redistribution is allowed, we can minimize the expected completion time in polynomial time, while the problem becomes NP-complete with redistributions, even in a fault-free context. Therefore, we design polynomial-time heuristics that perform redistributions and account for processor failures. A fault simulator is used to perform extensive simulations that demonstrate the usefulness of redistribution and the performance of the proposed heuristics.
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弹性应用程序协同调度与处理器重新分配
最近,在无故障上下文中演示了协同调度多个应用程序在性能和节能方面的好处。然而,大型计算机系统面临频繁的故障,必须采用弹性技术来确保大型应用程序的完成。实际上,故障可能会在应用程序之间造成严重的不平衡,并显著降低性能。在本文中,我们建议在发生故障时重新分配分配给每个应用程序的资源,以便最小化一组共同调度的应用程序的预期完成时间。首先,我们引入了一个形式化模型并建立了复杂度结果。当不允许重新分配时,我们可以在多项式时间内最小化期望完成时间,而问题在重新分配时成为NP-complete,即使在无故障上下文中也是如此。因此,我们设计了多项式时间启发式算法来执行重新分配并考虑处理器故障。一个故障模拟器被用来执行广泛的模拟,以证明重新分配的有用性和所提出的启发式的性能。
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