Coded TeraSort
February 16, 2017 Β· Declared Dead Β· π IEEE International Symposium on Parallel & Distributed Processing, Workshops and Phd Forum
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Authors
Songze Li, Sucha Supittayapornpong, Mohammad Ali Maddah-Ali, A. Salman Avestimehr
arXiv ID
1702.04850
Category
cs.DC: Distributed Computing
Cross-listed
cs.IT
Citations
53
Venue
IEEE International Symposium on Parallel & Distributed Processing, Workshops and Phd Forum
Last Checked
5 months ago
Abstract
We focus on sorting, which is the building block of many machine learning algorithms, and propose a novel distributed sorting algorithm, named Coded TeraSort, which substantially improves the execution time of the TeraSort benchmark in Hadoop MapReduce. The key idea of Coded TeraSort is to impose structured redundancy in data, in order to enable in-network coding opportunities that overcome the data shuffling bottleneck of TeraSort. We empirically evaluate the performance of CodedTeraSort algorithm on Amazon EC2 clusters, and demonstrate that it achieves 1.97x - 3.39x speedup, compared with TeraSort, for typical settings of interest.
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