在分布式并行计算系统中利用异构网络

JunSeong Kim, D. Lilja
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引用次数: 14

摘要

异构性在分布式并行计算系统中变得越来越普遍,无论是在处理器体系结构中还是在通信网络中。不同类型的网络具有不同的性能特征,而不同类型的消息可能具有不同的通信需求。在这项工作中,我们分析了两种利用这些异构特征和需求的技术,以减少在分布式计算系统上执行的并行应用程序的通信开销。基于性能的路径选择(PBPS)技术为每个单独的消息在几个网络中选择最佳(最低延迟)的网络,而第二种技术将多个网络聚合到单个虚拟网络中。我们提出了一种将这些技术应用和评估到具有多个处理器间通信网络的分布式计算系统的一般方法。我们还为与以太网、ATM和光纤通道网络互连的IBM工作站集群生成性能曲线。正如我们在几个NAS基准测试中所展示的那样,这些曲线可用于估计在给定应用程序的一些简单通信特性的情况下,使用这些技术可以获得的通信性能的潜在改进。
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Utilizing heterogeneous networks in distributed parallel computing systems
Heterogeneity is becoming quite common in distributed parallel computing systems, both in processor architectures and in communication networks. Different types of networks have different performance characteristics, while different types of messages may have different communication requirements. In this work, we analyze two techniques for exploiting these heterogeneous characteristics and requirements to reduce the communication overhead of parallel application programs executed on distributed computing systems. The performance based path selection (PBPS) technique selects the best (lowest latency) network among several for each individual message, while the second technique aggregates multiple networks into a single virtual network. We present a general approach for applying and evaluating these techniques to a distributed computing system with multiple interprocessor communication networks. We also generate performance curves for a cluster of IBM workstations interconnected with Ethernet, ATM, and Fibre Channel networks. As we show with several of the NAS benchmarks, these curves can be used to estimate the potential improvement in communication performance that can be obtained with these techniques, given some simple communication characteristics of an application program.
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