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首页> 外文期刊>IEEE Transactions on Parallel and Distributed Systems >Allocating task interaction graphs to processors in heterogeneous networks
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Allocating task interaction graphs to processors in heterogeneous networks

机译:将任务交互图分配给异构网络中的处理器

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The problem of allocating task interaction graphs (TIGs) to heterogeneous computing systems to minimize job completion time is investigated. The only restriction is that the interprocessor communication cost is the same for any pair of processors. This is suitable for local area network based systems, such as Ethernet, as well as fully interconnected multiprocessor systems. An optimal polynomial solution exists if sufficient homogeneous processors and communication capacity are available. This solution is generalized to obtain two faster heuristics, one for the case of homogeneous processors and the other for heterogeneous processors. The heuristics were tested extensively with 60,900 systematically generated random TIGs and shown to be stable independent of the size of the TIG. A performance model is also proposed to predict the performance of the heuristic algorithms, and it is successful in explaining the experimental results qualitatively.
机译:研究了将任务交互图(TIG)分配给异构计算系统以最小化工作完成时间的问题。唯一的限制是任何一对处理器的处理器间通信成本是相同的。这适用于基于局域网的系统,例如以太网,以及完全互连的多处理器系统。如果有足够的同类处理器和通信能力可用,则存在最佳多项式解决方案。通用此解决方案以获得两种更快的启发式算法,一种用于同类处理器,另一种用于异构处理器。该启发式方法已使用60,900个系统生成的随机TIG进行了广泛测试,并显示出与TIG大小无关的稳定性。还提出了一种性能模型来预测启发式算法的性能,并成功地定性说明了实验结果。

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