在基于并行语言的框架中集成HPF

C. Gennaro, R. Perego, S. Orlando
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引用次数: 0

摘要

尽管HPF允许程序员以可移植的高级方式表达数据并行计算,但人们普遍认为,许多重要的并行应用程序不能按照纯数据并行范式有效地实现。对于这些应用程序,与其使用单个数据并行程序,不如将整个计算细分为几个数据并行部分,其中各个部分并发运行并合作,从而利用任务并行性。本文讨论了HPF与SkIE的集成,SkIE是一种基于框架的协调语言,实现在MPI(消息传递接口)之上,允许描述复杂的计算并行结构。我们展示了如何在常见的并行形式中使用HPF,例如管道和处理器群,并给出了一个示例应用程序的实验结果。
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Integrating HPF in a skeleton based parallel language
Although HPF allows programmers to express data-parallel computations in a portable, high-level way, it is widely accepted that many important parallel applications cannot be efficiently implemented following a pure data-parallel paradigm. For these applications, rather than having a single data-parallel program, it is more profitable to subdivide the whole computation into several data-parallel pieces, where the various pieces run concurrently and co-operate, thus exploiting task parallelism. This paper discusses the integration of HPF with SkIE, a skeleton based coordination language implemented on top of MPI (Message Passing Interface), which permits to describe complex computational parallel structures. We show how HPF can be used inside common forms of parallelism, e.g. pipeline and processor farms, and we present experimental results regarding a sample application.
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