Ecole d'ingénieur et centre de recherche en Sciences du numérique

On the impact of virtualization on the I/O performance of analytic workloads

Ha, Son-Hai; Venzano, Daniele; Brown, Patrick; Michiardi, Pietro

CLOUDTECH 2016, 2nd International Conference on Cloud Computing Technologies and Applications, May 24-26, 2016, Marrakesh, Morocco

In this work we study the I/O performance of long, sequential workloads that mimic those of Big Data applications, to understand the implications of system virtualization on data-intensive frameworks such as Apache Hadoop and Spark, which are frequently run in clusters of Virtual Machines (VMs). We do so through an experimental measurement campaign that collects low-level traces and metrics, to show the role played by important parameters such as the I/O schedulers and caching mechanisms involved in the I/O path, and the VM configuration in terms of dedicated resources. Our findings are important, especially for determining appropriate deployment strategies for today's emerging Analytics Services hosted both on public and private clouds.

Document Doi Hal Bibtex

Titre:On the impact of virtualization on the I/O performance of analytic workloads
Mots Clés:Virtualization, I/O performance, AnalyticWorkloads, Big Data, Cloud Computing
Type:Conférence
Langue:English
Ville:Marrakesh
Pays:MAROC
Date:
Département:Data Science
Eurecom ref:5139
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Bibtex: @inproceedings{EURECOM+5139, doi = {http://dx.doi.org/10.1109/CloudTech.2016.7847722}, year = {2016}, title = {{O}n the impact of virtualization on the {I}/{O} performance of analytic workloads}, author = {{H}a, {S}on-{H}ai and {V}enzano, {D}aniele and {B}rown, {P}atrick and {M}ichiardi, {P}ietro}, booktitle = {{CLOUDTECH} 2016, 2nd {I}nternational {C}onference on {C}loud {C}omputing {T}echnologies and {A}pplications, {M}ay 24-26, 2016, {M}arrakesh, {M}orocco}, address = {{M}arrakesh, {MAROC}}, month = {05}, url = {http://www.eurecom.fr/publication/5139} }
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