DocumentCode
2243888
Title
General vs. Interval Mappings for Streaming Applications
Author
Benoit, Anne ; Bouziane, Hinde Lilia ; Robert, Yves
Author_Institution
LIP, ENS Lyon, Lyon, France
fYear
2010
fDate
8-10 Dec. 2010
Firstpage
476
Lastpage
483
Abstract
This paper deals with the problem of mapping pipelined applications on heterogeneous platforms whose processors are subject to failures. We address a difficult bi-criteria problem, namely deciding which stages to replicate, and on which resources, in order to optimize the reliability of the schedule, while guaranteeing a minimal throughput. Previous work had addressed the complexity of interval mappings, where the application is partitioned into intervals of consecutive stages (which are then replicated and assigned to processors). In this paper we investigate general mappings, where stages may be partitioned without any constraint, thereby allowing a better usage of processors and communication network capabilities. The price to pay for general mappings is a dramatic increase in the problem complexity. We show that computing the period of a given general mapping is an NP-complete problem, and we provide polynomial bounds to determine a (conservative) approximated value. The bi-criteria mapping problem itself becomes NP-complete on homogeneous platforms, while it is polynomial with interval mappings. We design a set of efficient heuristics, which we compare with interval mapping strategies through extensive simulations.
Keywords
computational complexity; pipeline processing; NP-complete problem; bi-criteria mapping problem; bi-criteria problem; communication network capabilities; heterogeneous platforms; interval mappings; pipelined application mapping; polynomial bounds; streaming applications; bi-criteria optimization; complexity; general mapping; heterogeneous platforms; heuristics; interval mapping; pipelined applications; reliability; throughput;
fLanguage
English
Publisher
ieee
Conference_Titel
Parallel and Distributed Systems (ICPADS), 2010 IEEE 16th International Conference on
Conference_Location
Shanghai
ISSN
1521-9097
Print_ISBN
978-1-4244-9727-0
Electronic_ISBN
1521-9097
Type
conf
DOI
10.1109/ICPADS.2010.15
Filename
5695638
Link To Document