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1. IEEE 2014 JAVA PROJECT
DACHE A DATA AWARE CACHING FOR BIG-DATA APPLICATIONS USING THE MAPREDUCE
FRAMEWORK
ABSTRACT:
The buzz-word big-data refers to the large-scale distributed data processing applications
that operate on exceptionally large amounts of data. Google’s MapReduce and Apache’s Hadoop,
its open-source implementation, are the defacto software systems for big-data applications. An
observation of the MapReduce framework is that the framework generates a large amount of
intermediate data. Such abundant information is thrown away after the tasks finish, because
MapReduce is unable to utilize them. In this paper, we propose Dache, a data-aware cache
framework for big-data applications. In Dache, tasks submit their intermediate results to the
cache manager. A task queries the cache manager before executing the actual computing work. A
novel cache description scheme and a cache request and reply protocol are designed. We
implement Dache by extending Hadoop. Testbed experiment results demonstrate that Dache
significantly improves the completion time of MapReduce jobs
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TamilNadu ,India.Cell:+91 9894917187.
Website: www.ecwayprojects.com| www.ecwaytechnologies.com
Mail to: ecwaytechnologies@gmail.com.