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Parallelism without Pain: Orchestrating Computational Algebra Components into a High-Performance Parallel System

机译:没有疼痛的并行性:将计算代数组件协调为高性能并行系统

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This paper describes a very high-level approach that aims to orchestrate sequential components written using high-level domain-specific programming into high-performance parallel applications. By achieving this goal, we hope to make parallel programming more accessible to experts in mathematics, engineering and other domains. A key feature of our approach is that parallelism is achieved without any modification to the underlying sequential computational algebra systems, or to the user-level components: rather, all orchestration is performed at an outer level, with sequential components linked through a standard communication protocol, the Symbolic Computing Software Composability Protocol, SCSCP. Despite the generality of our approach, our results show that we are able to achieve very good, and even, in some cases, super-linear, speedups on clusters of commodity workstations: up to a factor of 33.4 on a 28-processor cluster. We are, moreover, able to parallelise a wider variety of problem, and achieve higher performance than typical specialist parallel computational algebra implementations.
机译:本文介绍了一种非常高级别的方法,旨在协调使用高级域特定编程写入的顺序组件,进入高性能并行应用。通过实现这一目标,我们希望在数学,工程和其他域名的专家方面更加访问并行编程。我们的方法的一个关键特征是实现了并行性,而不对底层顺序计算代数系统或用户级分量进行任何修改:而是,在外部级别执行所有编排,通过标准通信协议链接的顺序组件,符号计算软件可协式能协议,SCSCP。尽管我们的方法普遍性地,我们的结果表明我们能够实现非常好的,甚至在某些情况下,在商品工作站的集群中超线性,加速:28处理器集群上的33.4倍。此外,我们是能够并行于各种问题的更广泛的问题,并且比典型的专家并行计算代数实现实现更高的性能。

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