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HSim: A MapReduce simulator in enabling Cloud Computing

Future Generation Computer SystemsPublished 27 May 2011
Yang Liu, Maozhen Li, Nasullah Khalid Alham, Suhel Hammoud
Citations69
SJR quartileQ1
SJR score1.55
SNIP2.23

TL;DR

HSim, a MapReduce simulator which builds on top of Hadoop, models a large number of parameters that can affect the behaviors of Map Reduce nodes, and thus it can be used to tune the performance of a Mapreduce cluster.

Abstract

MapReduce is an enabling technology in support of Cloud Computing. Hadoop which is a MapReduce implementation has been widely used in developing MapReduce applications. This paper presents HSim, a MapReduce simulator which builds on top of Hadoop. HSim models a large number of parameters that can affect the behaviors of MapReduce nodes, and thus it can be used to tune the performance of a MapReduce cluster. HSim is validated with both benchmark results and user customized MapReduce applications.

Keywords

Computer Science