分布式内存机器上基于指针的动态数据结构的自动映射和负载平衡

R. P. Weaver, R. Schnabel
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引用次数: 7

摘要

描述用于在分布式内存机器上自动映射和负载平衡非结构化动态数据结构的算法。该算法旨在嵌入到用于编程非结构化数值计算的并行语言(DYNO)编译器中。其结果是映射和负载平衡对程序员是透明的。该算法在两个基本步骤上迭代:(1)识别对数据结构的非处理器边缘数量贡献不成比例的节点组(“片段”),并将它们移动到更好连接的处理器上。(2)它通过识别可以移动到相邻处理器而不创建新块的节点组(“流”)来平衡负载。最初的结果是有希望的,提供了良好的负载平衡和相当低的处理器间边缘数量
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Automatic mapping and load balancing of pointer-based dynamic data structures on distributed memory machines
Describes an algorithm for automatically mapping and load balancing unstructured, dynamic data structures on distributed memory machines. The algorithm is intended to be embedded in a compiler for a parallel language (DYNO) for programming unstructured numerical computations. The result is that the mapping and load balancing are transparent to the programmer. The algorithm iterates over two basic steps: (1) It identifies groups of nodes ('pieces') that disproportionately contribute to the number of off-processor edges of the data structure and moves them to processors to which they are better connected. (2) It balances the loads by identifying groups of nodes ('flows') that can moved to adjacent processors without creating new pieces. The initial results are promising, giving good load balancing and a reasonably low number of inter-processor edges.<>
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