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CC-Radix: a cache conscious sorting based on Radix sort

机译:CC-Radix:基于Radix排序的缓存意识排序

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We focus on the improvement of data locality for the in-core sequential Radix sort algorithm for 32-bit positive integer keys. We propose a new algorithm that we call Cache Conscious Radix sort, CC-Radix. CC-Radix improves the data locality by dynamically partitioning the data set into subsets that fit in cache level L/sub 2/. Once in that cache level, each subset is sorted with Radix sort. In order to obtain the best implementations, we analyse the algorithms and obtain the algorithmic parameters that minimize the number of misses on cache levels L/sub 1/ and L/sub 2/, and the TLB structure. Here, we present results for a MIPS R10000 processor based computer, the SGI Origin 2000. Our results show that our algorithm is about 2 and 1.4 times faster than Quicksort and Explicit Block Transfer Radix sort, which is the previous fastest sorting algorithm to our knowledge, respectively.
机译:我们专注于针对32位正整数密钥的内核内顺序Radix排序算法的数据局部性改进。我们提出了一种新算法,称为缓存意识基数排序,即CC-Radix。 CC-Radix通过将数据集动态划分为适合缓存级别L / sub 2 /的子集来改善数据的局部性。进入该缓存级别后,将对每个子集进行Radix排序。为了获得最佳的实现,我们分析了算法并获得了算法参数,这些参数使高速缓存级别L / sub 1 /和L / sub 2 /以及TLB结构上的未命中次数最小化。在这里,我们介绍了基于MIPS R10000处理器的计算机SGI Origin 2000的结果。我们的结果表明,我们的算法比Quicksort和Explicit Block Transfer Radix排序快2到1.4倍,后者是我们所知最快的排序算法, 分别。

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