The Algorithm for Constructing Extremal Graphs Based on MapReduce

S. Yongqi, Zhao Nan, Zhang Rui
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引用次数: 2

Abstract

MapReduce is a common programming model for processing and generating large datasets at present. Using the model, the programming for distributed computing can be easier than others. The extremal graph is a graph with the maximum number of edges such that it does not contain given sub graph. The method of constructing extremal graphs is an important research content in Graph Theory. The algorithm of constructing extremal graphs based on the MapReduce programming model is studied in this paper. By mapping the key-value pairs of MapReduce model properly, the parallel constructing algorithms are designed and implemented. Finally, we construct extremal graphs not containing hexagons and with no more than 26 vertices using the algorithm. By the results of experiments, it is showed that the average speedup is 2.55, and the average efficiency is 85%.
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基于MapReduce的极值图构造算法
MapReduce是目前处理和生成大型数据集的常用编程模型。使用该模型,分布式计算的编程可以比其他编程更容易。极值图是具有最大边数的图,使得它不包含给定的子图。构造极值图的方法是图论的一个重要研究内容。本文研究了基于MapReduce编程模型的极值图的构造算法。通过对MapReduce模型的键值对进行适当的映射,设计并实现了并行构造算法。最后,我们利用该算法构造了不包含六边形且顶点不超过26个的极值图。实验结果表明,该算法的平均加速速度为2.55,平均效率为85%。
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