评估软件分布式共享内存作为并行编译器目标的性能

A. Cox, S. Dwarkadas, Honghui Lu, W. Zwaenepoel
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引用次数: 44

摘要

在本文中,我们评估了在消息传递机上使用软件分布式共享内存(DSM)作为并行编译器的目标。我们将这种方法与编译器生成的消息传递、手工编码的软件DSM和手工编码的消息传递进行比较。为了进行比较,我们使用了六个应用程序:四个是规则的,两个是不规则的:我们的结果是使用TreadMarks软件DSM系统在8节点IBM SP/2上收集的。我们使用APR共享内存(SPF)编译器生成共享内存程序,使用APR XHPF编译器生成消息传递程序。手工编码的消息传递程序使用IBM PVMe优化的消息传递库运行。在常规程序中,编译器生成的消息传递和手工编码的消息传递都优于SPF/TreadMarks组合:编译器生成的消息传递比SPF/TreadMarks组合高5.5%到40%,手工编码的消息传递比SPF/TreadMarks组合高7.5%到49%。在不规则程序中,SPF/TreadMarks组合的性能比编译器生成的消息传递高出38%和89%,仅略低于手工编码的消息传递,相差4.4%和16%。我们还确定了导致性能差异的因素,估计了它们的相对重要性,并描述了提高性能的方法。
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Evaluating the performance of software distributed shared memory as a target for parallelizing compilers
In this paper we evaluate the use of software distributed shared memory (DSM) on a message passing machine as the target for a parallelizing compiler. We compare this approach to compiler-generated message passing, hand-coded software DSM and hand-coded message passing. For this comparison, we use six applications: four that are regular and two that are irregular: Our results are gathered on an 8-node IBM SP/2 using the TreadMarks software DSM system. We use the APR shared-memory (SPF) compiler to generate the shared memory-programs and the APR XHPF compiler to generate message passing programs. The hand-coded message passing programs run with the IBM PVMe optimized message passing library. On the regular programs, both the compiler-generated and the hand-coded message passing outperform the SPF/TreadMarks combination: the compiler-generated message passing by 5.5% to 40%, and the hand-coded message passing by 7.5% to 49%. On the irregular programs, the SPF/TreadMarks combination outperforms the compiler-generated message passing by 38% and 89%, and only slightly underperforms the hand-coded message passing, differing by 4.4% and 16%. We also identify the factors that account for the performance differences, estimate their relative importance, and describe methods to improve the performance.
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