Binsorting on hypercubes with d-port communication

S. Seidel, W. George
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引用次数: 21

Abstract

Three sorting algorithms are given for hypercubes with d-port communication. All of these algorithms are based on binsort at the global level. The binsort allows the movement of keys among nodes to be performed by a d-port complete exchange rather than a sequence of l-port exchanges as in other algorithms. This lowers communication costs by at least a factor of d compared to other sorting algorithms. The first algorithm assumes the keys are uniformly distributed and selects bin boundaries based on the global maximum and minimum keys. The other two algorithms make no assumption about the distribution of keys and so they sample the keys before the binsort in order to estimate their distribution. Splitting keys based on that estimate reduce the variance among the lengths of the subsequences left in the nodes after the complete exchange of bins which in turn helps to balance the computational load in each node. The performance of two of these algorithms on an FPS T-40 is given for data of various distributions and is compared to the performance of bitonic sort and hyperquicksort.
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具有d-port通信的超多维数据集的分类
给出了具有d端口通信的超立方体的三种排序算法。所有这些算法都是基于全局层次的binsort。binsort允许通过d端口完全交换来执行节点之间的键移动,而不是像其他算法那样使用l端口交换序列。与其他排序算法相比,这将通信成本降低了至少1 / d。第一种算法假设键是均匀分布的,并根据全局最大键和最小键选择bin边界。另外两种算法没有对键的分布做任何假设,因此它们在binsort之前对键进行采样,以估计它们的分布。基于该估计分割密钥可以减少在完成交换bin后节点中剩余子序列长度之间的方差,这反过来有助于平衡每个节点的计算负载。给出了这两种算法在FPS -40上对不同分布的数据的性能,并与双速排序和超快速排序的性能进行了比较。
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