Exploiting symmetry for partitioning models in parallel discrete event simulation

J. Lemeire, B. Smets, P. Cara, E. Dirkx
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引用次数: 9

Abstract

We investigated the benefit of exploiting the symmetries of graphs for partitioning. We represent the model to be simulated by a weighted graph. Graph symmetries are studied in the theory of permutation groups and can be calculated in polynomial time with the nauty algorithm by B. McKay (1981). We designed an algorithm to extract useful symmetries from the automorphism group, which can be used to create partitions derived from the graph's structure. Our approach is focused on composite graphs, for which identical subgraphs reoccur in the graph. If these identical subgraphs can be mapped onto each other by symmetries, the subgraphs are replaced by equivalent multivertices, resulting in a 'natural' aggregation of vertices. This approach is applied to parallel simulation of a detailed IP-switch with a conservative synchronous algorithm. The experimental results show that even for good partitions, global and temporal load imbalances are inevitable.
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利用并行离散事件仿真中划分模型的对称性
我们研究了利用图的对称性进行分区的好处。我们用加权图表示待模拟的模型。B. McKay(1981)在置换群理论中研究了图的对称性,用nauty算法可以在多项式时间内计算图的对称性。我们设计了一种算法来从自同构群中提取有用的对称性,这些对称性可以用来创建由图的结构派生的分区。我们的方法集中在复合图上,相同的子图在图中重复出现。如果这些相同的子图可以通过对称性相互映射,则子图将被等效的多顶点替换,从而导致顶点的“自然”聚集。将该方法应用于一种保守同步算法的详细ip交换机并行仿真。实验结果表明,即使对于良好的分区,全局和时间负载不平衡也是不可避免的。
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