DocumentCode
788584
Title
Integrated performance models for SPMD applications and MIMD architectures
Author
Cremonesi, Paolo ; Gennaro, Claudio
Author_Institution
Dipt. di Elettronica e Inf., Politecnico di Milano, Italy
Volume
13
Issue
7
fYear
2002
fDate
7/1/2002 12:00:00 AM
Firstpage
745
Lastpage
757
Abstract
Introduces queuing network models for the performance analysis of SPMD (single-program, multiple-data) applications executed on general-purpose parallel architectures such as MIMD (multiple-input, multiple data) and clusters of workstations. The models are based on the pattern of computation, communication and I/O operations of typical parallel applications. Analysis of the models leads to the definition of speedup surfaces which capture the relative influence of processors and I/O parallelism and show the effects of different hardware and software components on the performance. Since the parameters of the models correspond to measurable program and hardware characteristics, the models can be used to anticipate the performance behavior of a parallel application as a function of the target architecture (i.e. the number of processors, number of disks, I/O topology, etc.)
Keywords
input-output programs; parallel architectures; parallel programming; queueing theory; software performance evaluation; I/O operations; I/O parallelism; I/O topology; MIMD architectures; SPMD applications; communication pattern; computation pattern; disk number; fork-join queues; general-purpose parallel architectures; hardware components; integrated performance models; mean value analysis; measurable characteristics; parallel I/O; processor number; processor relative influence; queuing network models; software components; speedup surfaces; synchronization overhead; workstation clusters; Application software; Computer architecture; Concurrent computing; Hardware; Parallel architectures; Parallel processing; Performance analysis; Queueing analysis; Software performance; Workstations;
fLanguage
English
Journal_Title
Parallel and Distributed Systems, IEEE Transactions on
Publisher
ieee
ISSN
1045-9219
Type
jour
DOI
10.1109/TPDS.2002.1019862
Filename
1019862
Link To Document