Thread migration and load balancing in non-dedicated environments

K. Thitikamol, P. Keleher
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引用次数: 24

Abstract

Networks of workstations are fast becoming the standard environment for parallel applications. However, the use of "found" resources as a platform for tightly-coupled runtime environments has at least three obstacles: contention for resources, differing processor speeds, and processor heterogeneity. All three obstacles result in load imbalance, leading to poor performance for scientific applications. This paper describes the use of thread migration in transparently addressing this load imbalance in the context of the CVM software distributed shared memory system. We describe the implementation and performance of mechanisms and policies that accommodate both resource contention, and heterogeneity in clock speed and processor type. Our results show that these cycles can indeed be effectively exploited, and that the runtime cost of processor heterogeneity can be quite manageable. Along the way, however, we identify a number of problems that need to be addressed before such systems can enjoy widespread use.
非专用环境中的线程迁移和负载平衡
工作站网络正迅速成为并行应用程序的标准环境。然而,使用“找到的”资源作为紧耦合运行时环境的平台至少有三个障碍:资源争用、不同的处理器速度和处理器异构性。所有这三个障碍都会导致负载不平衡,从而导致科学应用的性能不佳。本文描述了线程迁移在CVM软件分布式共享内存系统中透明地解决这种负载不平衡的使用。我们描述了适应资源争用以及时钟速度和处理器类型的异质性的机制和策略的实现和性能。我们的结果表明,这些周期确实可以有效地利用,并且处理器异构的运行时成本可以相当可控。然而,在此过程中,我们发现了一些需要解决的问题,然后这些系统才能得到广泛使用。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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