Title
I/O-Focused Cost Model for the Exploitation of Public Cloud Resources in Data-Intensive Workflows.
Abstract
Ultrascale computing systems will blur the line between HPC and cloud platforms, transparently offering to the end-user every possible available computing resource, independently of their characteristics, location, and philosophy. However, this horizon is still far from complete. In this work, we propose a model for calculating the costs related with the deployment of data-intensive applications in IaaS cloud platforms. The model will be especially focused on I/O-related costs in data-intensive applications and on the evaluation of alternative I/O solutions. This paper also evaluates the differences in costs of a typical cloud storage service in contrast with our proposed in-memory I/O accelerator, Hercules, showing great flexibility potential in the price/performance trade-off. In Hercules cases, the execution time reductions are up to 25% in the best case, while costs are similar to Amazon S3.
Year
DOI
Venue
2016
10.1007/978-3-319-49956-7_20
ALGORITHMS AND ARCHITECTURES FOR PARALLEL PROCESSING, ICA3PP 2016 COLLOCATED WORKSHOPS
Keywords
Field
DocType
Cloud,Amazon,Data-intensive,Cost model,Workflows
Cloud resources,Software deployment,Computer science,Input/output,Execution time,Workflow,Computing systems,Cloud storage,Cloud computing,Distributed computing
Conference
Volume
ISSN
Citations 
10049
0302-9743
0
PageRank 
References 
Authors
0.34
9
3
Name
Order
Citations
PageRank
Francisco Rodrigo Duro1283.34
Javier García2479.85
Jesús Carretero355269.87