DocumentCode :
2351407
Title :
MIP Model Scheduling for BSP Parallel Applications on Multi-cluster Environments
Author :
Blanco, Héctor ; Guirado, Fernando ; Lérida, Josep Lluís ; Albornoz, Víctor M.
Author_Institution :
Dept. of Comput. Sci. & Ind. Eng., Univ. of Lleida, Lleida, Spain
fYear :
2012
fDate :
12-14 Nov. 2012
Firstpage :
12
Lastpage :
18
Abstract :
Multi-cluster environments are composed of multiple clusters that act collaboratively, thus allowing computational problems that require more resources than those available in a single cluster to be treated. However, the degree of complexity of the scheduling process is greatly increased by the resources heterogeneity and the co-allocation process, which distributes the tasks of parallel jobs across cluster boundaries. in this paper, we use the Bulk-Synchronous Parallel model on which the jobs are composed of a fixed number of tasks that act in a collaborative manner. We propose a new MIP model which determines the best allocation for all the jobs in the queue, identifying their execution order and minimizing the overall make span. the results show that the proposed technique produces a highly compact scheduling of the jobs, achieving better resource utilization and reducing the overall make span. This makes the OAS technique especially useful for environments dealing with limited resources and large applications.
Keywords :
computational complexity; integer programming; parallel processing; resource allocation; scheduling; BSP parallel applications; MIP model scheduling; OAS technique; bulk-synchronous parallel model; cluster boundaries; co-allocation process; complexity degree; computational problems; execution order identification; mixed-integer programming; multicluster environments; overall make span minimization; parallel jobs; resources heterogeneity; Availability; Bandwidth; Compaction; Computational modeling; Linear programming; Processor scheduling; Resource management; BSP Parallel Applications; Co-Allocation; Job Scheduling; MIP Model; Multi-Cluster;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
P2P, Parallel, Grid, Cloud and Internet Computing (3PGCIC), 2012 Seventh International Conference on
Conference_Location :
Victoria, BC
Print_ISBN :
978-1-4673-2991-0
Type :
conf
DOI :
10.1109/3PGCIC.2012.43
Filename :
6362944
Link To Document :
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