Title :
A Data Prefetching Model for Desktop Grids and the Condor Use Case
Author :
Saad, Walid ; Abbes, Heithem ; Cerin, Christophe ; Jemni, Mohamed
Author_Institution :
LaTICE, Univ. de Tunis, Tunis, Tunisia
Abstract :
Data-aware scheduling improves data-intensive applications performance in distributed systems. Desktop Grids have been successfully used for solving scientific applications at low cost. However, since the resources are accessed through wide area networks, the bottleneck comes with the bandwidth limitation and the master-worker paradigm. Data Prefetching has the potential for overlapping the elapsed times to exchange data between nodes. In this work, we propose a decentralized approach for data prefetching for Bag-Of-Tasks and DAG applications. Experimentation, using more than 200 machines on Nancy sites of the Grid´5000 testbed, demonstrate that our model improves the performance of applications execution.
Keywords :
grid computing; scheduling; storage management; DAG applications; bag-of-tasks applications; bandwidth limitation; condor use case; data exchange; data prefetching model; data-aware scheduling; data-intensive applications; decentralized approach; desktop grids; directed acyclic graphs; distributed systems; master-worker paradigm; Bandwidth; Data models; Data transfer; Middleware; Prefetching; Processor scheduling; Protocols; Condor middleware; Data prefetching; Data-intensive application; Desktop Grids;
Conference_Titel :
Trust, Security and Privacy in Computing and Communications (TrustCom), 2013 12th IEEE International Conference on
Conference_Location :
Melbourne, VIC
DOI :
10.1109/TrustCom.2013.130