Title :
A scalable parallelization of all-pairs shortest path algorithm for a high performance cluster environment
Author :
Srinivasan, T. ; Gangadharan, B.R. ; Gangadharan, S.A. ; Hayawardh, V.
Author_Institution :
Dept. of Comput. Sci. & Eng., Sri Venkateswara Coll. of Eng., Sriperambudur
Abstract :
We present a parallelization of the Floyd-Warshall all pairs shortest path algorithm for a distributed environment. A lot of versions of the Floyd-Warshall algorithm have been proposed for a uniprocessor environment, optimizing cache performance and register usage. However, in a distributed environment, communication costs between nodes have to be taken into consideration. We present a novel algorithm, Phased Floyd-Warshall, for a distributed environment, which optimally overlaps computation and communication. Our algorithm is compared with a register optimized version of the blocked all pairs shortest path algorithm [6, 4, 1] which is adapted for a distributed environment. We report speedups of 2.8 in a 16-node cluster and 1.2 in a 32-node cluster for a matrix size of 4096.
Keywords :
cache storage; graph theory; mainframes; parallel algorithms; parallel machines; workstation clusters; all-pairs shortest path algorithm; cache performance; distributed environment; high performance cluster environment; register usage; scalable parallelization;
Conference_Titel :
Parallel and Distributed Systems, 2007 International Conference on
Conference_Location :
Hsinchu
Print_ISBN :
978-1-4244-1889-3
Electronic_ISBN :
1521-9097
DOI :
10.1109/ICPADS.2007.4447721