Implementing Algorithmic Skeletons with Bulk Synchronous Parallel ML

F. Loulergue
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引用次数: 6

Abstract

Skeletal parallelism offers a good trade-off between programming productivity and execution efficiency. In this style of parallelism, an application is a composition of algorithmic skeletons. An algorithmic skeleton captures a pattern of parallel algorithm on a distributed data structure, and is also often associated with a sequential algorithm on a sequential data structure that is the counterpart of the parallel data structure. The algorithmic skeleton approach has been inspired by functional programming. It is therefore very natural to embed algorithmic skeletons in a functional programming language. In this paper we present a new algorithmic skeleton library for the statically typed functional language OCaml, and illustrate its use on some applications. This functional skeletal parallel programming library is implemented using the Bulk Synchronous Parallel ML parallel programming library for OCaml.
用批量同步并行ML实现算法骨架
框架并行在编程生产力和执行效率之间提供了一个很好的权衡。在这种并行风格中,应用程序是算法框架的组合。算法框架捕获分布式数据结构上的并行算法模式,并且通常还与并行数据结构对应的顺序数据结构上的顺序算法相关联。算法骨架方法受到函数式编程的启发。因此,在函数式编程语言中嵌入算法框架是非常自然的。本文提出了一种新的静态类型函数语言OCaml的算法骨架库,并举例说明了它在一些应用中的应用。这个功能框架并行编程库是使用OCaml的Bulk Synchronous parallel ML并行编程库实现的。
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