Title | ||
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I/O-Focused Cost Model for the Exploitation of Public Cloud Resources in Data-Intensive Workflows. |
Abstract | ||
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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 |
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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 Duro | 1 | 28 | 3.34 |
Javier García | 2 | 47 | 9.85 |
Jesús Carretero | 3 | 552 | 69.87 |