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Abstract
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.
Original language | English |
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Title of host publication | 2016 16th IEEE/ACM International Symposium on Cluster, Cloud and Grid Computing (CCGrid) |
Publisher | IEEE Computer Society |
Pages | 213-222 |
Number of pages | 10 |
ISBN (Electronic) | 9781509024537 |
ISBN (Print) | 9781509024544 |
DOIs | |
Publication status | Published - 21 Jul 2016 |
Event | 16th IEEE/ACM International Symposium on Cluster, Cloud, and Grid Computing (CCGrid 2016) - Cartegena, Colombia Duration: 16 May 2016 → 19 May 2016 Conference number: 16 |
Conference
Conference | 16th IEEE/ACM International Symposium on Cluster, Cloud, and Grid Computing (CCGrid 2016) |
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Abbreviated title | CCGrid 2016 |
Country/Territory | Colombia |
City | Cartegena |
Period | 16/05/16 → 19/05/16 |
Keywords
- Lightweight benchmark
- Docker
- Cloud benchmarking
- Containers
- Hybrid benchmark
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Dive into the research topics of 'DocLite: a Docker-based Lightweight Cloud benchmarking tool'. Together they form a unique fingerprint.Projects
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Working Together in ICT: Working Together: Constraint Programming and Cloud Computing
Miguel, I. J. (PI) & Barker, A. D. (CoI)
1/01/13 → 30/09/16
Project: Standard