Dataflow Java: implicitly parallel Java

Gareth Lee, John Morris
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引用次数: 7

Abstract

Dataflow computation models enable simpler and more efficient management of the memory hierarchy-a key barrier to the performance of many parallel programs. This paper describes a dataflow language based on Java. Use of the dataflow model enables a programmer to generate parallel programs without explicit directions for message passing, work allocation and synchronisation. A small handful of additional syntactic constructs are required. A pre-processor is used to convert Dataflow Java programs to standard portable Java. The underlying run-time system was easy to implement using Java's object modelling and communications primitives. Although raw performance lags behind an equivalent C-based system, we were able to demonstrate useful speedups in a heterogeneous environment, thus amply illustrating the potential power of the Dataflow Java approach to use all machines-of whatever type-that might be available on a network when Java JIT compiler technology matures.
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数据流Java:隐式并行Java
数据流计算模型能够更简单、更有效地管理内存层次结构——这是许多并行程序性能的一个关键障碍。本文介绍了一种基于Java的数据流语言。数据流模型的使用使程序员能够生成并行程序,而无需对消息传递、工作分配和同步进行明确的指示。还需要一些额外的语法结构。预处理器用于将数据流Java程序转换为标准的可移植Java。使用Java的对象建模和通信原语,底层运行时系统很容易实现。尽管原始性能落后于等效的基于c的系统,但我们能够在异构环境中演示有用的加速,从而充分说明当Java JIT编译器技术成熟时,Dataflow Java方法使用网络上可用的所有机器(无论哪种类型)的潜在能力。
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