DocumentCode
3471303
Title
Prediction of parallel algorithms performance on bus-based networks using PVM
Author
Rodriguez, Ricardo J. ; Almeida, Claudia ; Morales, D.
Author_Institution
Univ. de La Laguna, Tenerife
fYear
1998
fDate
21-23 Jan 1998
Firstpage
57
Lastpage
63
Abstract
We adapt the classic sequential model used to predict the performance of communications on parallel computers to a local area network using PVM. We have discovered that the linear model using the values of the parameters (latency, transfer rate) given by the “ping-pong” algorithm does not predict correctly the times invested in several communication patterns. This work concentrates in one of these patterns: One to All communications. We propose an alternative experiment that takes into account the overlapping between computations and communications that arises for this pattern. We illustrate the problem and its solution using a parallel matrix multiplication algorithm based on the master-slave paradigm. The detection of this phenomenon and the determination of the new values far the parameters simplify the design of parallel algorithms and can be used to predict the appropriate number of processors to achieve maximum efficiency
Keywords
matrix multiplication; parallel algorithms; performance evaluation; virtual machines; PVM; bus-based networks; classic sequential model; communication patterns; latency; linear model; local area network; master-slave paradigm; parallel algorithms performance prediction; parallel computers; transfer rate; Computer networks; Concurrent computing; Delay effects; Distributed computing; Ethernet networks; Local area networks; Parallel algorithms; Prediction algorithms; Predictive models; Workstations;
fLanguage
English
Publisher
ieee
Conference_Titel
Parallel and Distributed Processing, 1998. PDP '98. Proceedings of the Sixth Euromicro Workshop on
Conference_Location
Madrid
Print_ISBN
0-8186-8332-5
Type
conf
DOI
10.1109/EMPDP.1998.647180
Filename
647180
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