DocLite: A Docker-Based Lightweight Cloud Benchmarking Tool
Data(s) |
21/07/2016
|
---|---|
Resumo |
Existing benchmarking methods are time consuming processes as they typically benchmark the entire Virtual Machine (VM) in order to generate accurate performance data, making them less suitable for real-time analytics. The research in this paper is aimed to surmount the above challenge by presenting DocLite - Docker Container-based Lightweight benchmarking tool. DocLite explores lightweight cloud benchmarking methods for rapidly executing benchmarks in near real-time. DocLite is built on the Docker container technology, which allows a user-defined memory size and number of CPU cores of the VM to be benchmarked. The tool incorporates two benchmarking methods - the first referred to as the native method employs containers to benchmark a small portion of the VM and generate performance ranks, and the second uses historic benchmark data along with the native method as a hybrid to generate VM ranks. The proposed methods are evaluated on three use-cases and are observed to be up to 91 times faster than benchmarking the entire VM. In both methods, small containers provide the same quality of rankings as a large container. The native method generates ranks with over 90% and 86% accuracy for sequential and parallel execution of an application compared against benchmarking the whole VM. The hybrid method did not improve the quality of the rankings significantly. |
Identificador | |
Idioma(s) |
eng |
Publicador |
Institute of Electrical and Electronics Engineers (IEEE) |
Direitos |
info:eu-repo/semantics/openAccess |
Fonte |
Varghese , B , Subba , L T , Thai , L & Barker , A 2016 , DocLite: A Docker-Based Lightweight Cloud Benchmarking Tool . in 16th IEEE/ACM International Symposium on Cluster, Cloud and Grid Computing (CCGrid), 2016. Acceptance Rate: 20% . Institute of Electrical and Electronics Engineers (IEEE) , Cartagena, Colombia , pp. 213-222 , 16th IEEE/ACM International Symposium on Cluster, Cloud and Grid Computing , Cartagena , Colombia , 16-19 May . DOI: 10.1109/CCGrid.2016.14 |
Tipo |
contributionToPeriodical |
Formato |
application/pdf |