Title :
Communication overlap in multi-tier parallel algorithms
Author :
Baden, Scott B. ; Fink, Stephen J.
Author_Institution :
University of California, San Diego
Abstract :
Hierarchically organized multicomputers such as SMP clusters offer new opportunities and new challenges for high-performance computation, but realizing their full potential remains a formidable task. We present a hierarchical model of communication targeted to block- structured, bulk-synchronous applications running on dedicated clusters of symmetric multiprocessors. Our model supports node-level rather processor-level communication as the fundamental operation, and is optimized for aggregate patterns of regular section moves rather than point-to-point messages. These two capabilities work synergistically. They provide flexibility in overlapping communication and overcome deficiencies in the underlying communication layer on systems where inter-node communication bandwidth is at a premium. We have implemented our communication model in the KeLP2.0 run time library. We present empirical results for five applications running on a cluster of Digital AlphaServer 2100´s. Four of the applications were able to overlap communication on a system which does not support overlap via non-blocking message passing using MPI. Overall performance improvements due to our overlap strategy ranged from 12% to 28%.
Keywords :
KeLP; SMP clusters; communication overlap; hierarchical parallelism; multi-tier parallel computers; Aggregates; Application software; Bandwidth; Computer science; Concurrent computing; Message passing; Parallel algorithms; Parallel processing; Software libraries; KeLP; SMP clusters; communication overlap; hierarchical parallelism; multi-tier parallel computers;
Conference_Titel :
Supercomputing, 1998.SC98. IEEE/ACM Conference on
Print_ISBN :
0-8186-8707-X
DOI :
10.1109/SC.1998.10000