Analytical Performance Models for MapReduce Workloads

International Journal of Parallel Programming, pp. 495-525, 2013.

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Performance Hadoop Pipeline Queuing Network Task graph

Abstract:

MapReduce is a currently popular programming model to support parallel computations on large datasets. Among the several existing MapReduce implementations, Hadoop has attracted a lot of attention from both industry and research. In a Hadoop job, map and reduce tasks coordinate to produce a solution to the input problem, exhibiting preced...More

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