Title :
Key Message Algorithm: a communication optimization algorithm in cluster-based parallel computing
Author :
Zhu, Ming ; Cai, Wentong ; Lee, Bu-Sung
Author_Institution :
Sch. of Appl. Sci., Nanyang Technol. Univ., Singapore
Abstract :
Parallel computing using Network of Workstations (NOWs) has become very popular recently. However, the execution of parallel applications on such systems has been hampered by the high communication overhead. To reduce the communication overhead and to speedup the execution of parallel applications on NOWs, the paper proposes a Key Message approach that minimizes the cost of message passing in a parallel application by prioritizing communications in the underlying shared communication network. We first describe the queueing network model on which our approach is based, then introduce the algorithm that identifies the messages to be prioritized in a parallel application, and finally discuss the results obtained. Our preliminary analysis of the algorithm on randomly generated task graphs shows improvement over the system without using the prioritization scheme
Keywords :
communication complexity; message passing; parallel programming; queueing theory; workstation clusters; Key Message Algorithm; Key Message approach; NOWs; Network of Workstations; cluster based parallel computing; communication optimization algorithm; communication overhead; communications prioritization; message passing; parallel applications; prioritization scheme; queueing network model; randomly generated task graphs; shared communication network; Algorithm design and analysis; Clustering algorithms; Communication system control; Control systems; Costs; Distributed computing; Parallel processing; Parallel programming; Protocols; Workstations;
Conference_Titel :
Cluster Computing, 1999. Proceedings. 1st IEEE Computer Society International Workshop on
Conference_Location :
Melbourne, Vic.
Print_ISBN :
0-7695-0343-8
DOI :
10.1109/IWCC.1999.810816