| Texto completo | |
| Autor(es): |
da Silva, Fabricio A. B.
;
Senger, Hermes
Número total de Autores: 2
|
| Tipo de documento: | Artigo Científico |
| Fonte: | JOURNAL OF PARALLEL AND DISTRIBUTED COMPUTING; v. 71, n. 6, p. 14-pg., 2011-06-01. |
| Resumo | |
Bag-of-Tasks applications are parallel applications composed of independent (i.e., embarrassingly parallel) tasks, which do not communicate with each other, may depend upon one or more input files, and can be executed in any order. Each file may be input for more than one task. Examples of Bag-of-Tasks (BoT) applications include Monte Carlo simulations, massive searches (such as key breaking), image manipulation applications and data mining algorithms. A common framework to execute BoT applications is the master-slave topology, in which the user machine is used to control the execution of tasks. In this scenario, a large number of concurrent tasks competing for resources (e.g.. CPU and communication links) severely limits application execution scalability. This paper is devoted to study the scalability of BoT applications running on multi-node systems (such as clusters and multi-clusters) organized as hierarchical platforms, considering several communication paradigms. Our study employs a set of experiments that involves the simulation of various large-scale platforms. The results presented provide important guidelines for improving the scalability of practical applications. (C) 2011 Elsevier Inc. All rights reserved. (AU) | |
| Processo FAPESP: | 10/52355-9 - Sampa: estudo sobre a escalabilidade de aplicações MapReduce |
| Beneficiário: | Hermes Senger |
| Modalidade de apoio: | Auxílio à Pesquisa - Regular |
| Processo FAPESP: | 09/09847-0 - Escalabilidade de aplicações distribuídas em grades computacionais |
| Beneficiário: | Hermes Senger |
| Modalidade de apoio: | Auxílio à Pesquisa - Regular |