DocumentCode
2037680
Title
Dynamic load-balancing with variable number of processors based on graph repartitioning
Author
Vuchener, C. ; Esnard, A.
Author_Institution
LaBRI, Univ. Bordeaux, Talence, France
fYear
2012
fDate
18-22 Dec. 2012
Firstpage
1
Lastpage
9
Abstract
Dynamic load balancing is an important step conditioning the performance of parallel adaptive codes whose load evolution is difficult to predict. Most of the studies which answer this problem perform well, but are limited to an initially fixed number of processors which is not modified at runtime. These approaches can be very inefficient, especially in terms of resource consumption. In this paper, we present a new graph repartitioning algorithm which accepts to dynamically change the number of processors, assuming the load is already balanced. Our algorithm minimizes both data communication and data migration overheads, while maintaining the computational load balanced. This algorithm is based on a theoretical result, that constructs optimal communication patterns with both a minimum migration volume and a minimum number of communications. An experimental study which compares our work against state-of-the-art approaches is presented.
Keywords
graph theory; resource allocation; data communication overheads; data migration overheads; dynamic load-balancing; graph repartitioning; load evolution; minimum migration volume; optimal communication patterns; parallel adaptive codes; resource consumption; variable processor number;
fLanguage
English
Publisher
ieee
Conference_Titel
High Performance Computing (HiPC), 2012 19th International Conference on
Conference_Location
Pune
Print_ISBN
978-1-4673-2372-7
Electronic_ISBN
978-1-4673-2370-3
Type
conf
DOI
10.1109/HiPC.2012.6507501
Filename
6507501
Link To Document