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External research report . 2016
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Elasticity in Distributed File Systems

Authors: Séguin, Cyril; Le Mahec, Gaël; Depardon, Benjamin;

Elasticity in Distributed File Systems

Abstract

In IaaS Cloud Computing platforms, elasticity offers to users the possibility to adjust the number of resources to the current workload, taking into account peak and trough periods (high and low activity) by powering down/up some resources. In previous work, we solved the challenges raised by the extension of elasticity to storage resources in the context of static data popularities. In this paper, we address the same challenges in the context of dynamic data popularities. We propose 3 solutions that estimate the data popularities, and an algorithm that reduces or increases the number of used server according to the period activity. Based on the platform cost (the resources are paid for the time they are used), our simulations on top of SimGrid show that we could either improve HDFS' performance by up to 99% while providing similar cost, or we could reduce cost up to 50% while providing similar performance.

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[INFO] Computer Science [cs]

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    popularity
    This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
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    influence
    This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
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    This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
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selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
0
Average
Average
Average
Green