A concurrent multi-stealing scheduler model for divide and conquer problems

Multicore architecture has dramatically changed the general direction of software development dedicated for personal computers. As such, it is important for software designers to keep pace with the evolving challenges that happen in the hardware side, for example in this context of multicore archite...

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Main Authors: Al-Obaidi, A.M., Lee, S.P.
Format: Article
Published: 2012
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Online Access:http://eprints.um.edu.my/6686/
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spelling my.um.eprints.66862013-07-05T01:39:31Z http://eprints.um.edu.my/6686/ A concurrent multi-stealing scheduler model for divide and conquer problems Al-Obaidi, A.M. Lee, S.P. QA76 Computer software Multicore architecture has dramatically changed the general direction of software development dedicated for personal computers. As such, it is important for software designers to keep pace with the evolving challenges that happen in the hardware side, for example in this context of multicore architecture, so that they can leverage on the advantages of multicore technology as much as possible while developing software. As one of the well-known techniques, Divide and Conquer has a natural adaptation with the multicore technology. The technique needs to be further developed to fit into this new environment. In this paper, we present a new concurrent multithreaded Colored Petri Nets model that provides a new approach for scheduling Divide and Conquer problems on a multicore environment. Two new schedulers have been developed to control the actions of the model. The Multi Stealing Scheduler (MSS) has been designed to redistribute threads among the modelled cores. The MSS is general, scalable and it can be used for any Divide and Conquer problem. The second scheduler is the Local Threads Scheduler (LTS) that has the duty of threads creation and division inside each modelled core. In addition, the LTS introduces a new recursive method to provide the necessary information to multiply two matrices. Two main things have been achieved: First, workload among the modelled cores becomes well balanced; second, the technique produces a high level of concurrency between the elements of the model, which greatly minimise the execution time. 2012 Article PeerReviewed Al-Obaidi, A.M. and Lee, S.P. (2012) A concurrent multi-stealing scheduler model for divide and conquer problems. Malaysian Journal of Computer Science, 25 (4). pp. 177-195. ISSN 0127-9084 http://apps.webofknowledge.com/InboundService.do?SID=T2Md8c3n1gie66D5APE&product=WOS&UT=000312345300002&SrcApp=EndNote&DestFail=http%3A%2F%2Fwww.webofknowledge.com&Init=Yes&action=retrieve&Func=Frame&customersID=ResearchSoft&SrcAuth=ResearchSoft&IsProduct
institution Universiti Malaya
building UM Library
collection Institutional Repository
continent Asia
country Malaysia
content_provider Universiti Malaya
content_source UM Research Repository
url_provider http://eprints.um.edu.my/
topic QA76 Computer software
spellingShingle QA76 Computer software
Al-Obaidi, A.M.
Lee, S.P.
A concurrent multi-stealing scheduler model for divide and conquer problems
description Multicore architecture has dramatically changed the general direction of software development dedicated for personal computers. As such, it is important for software designers to keep pace with the evolving challenges that happen in the hardware side, for example in this context of multicore architecture, so that they can leverage on the advantages of multicore technology as much as possible while developing software. As one of the well-known techniques, Divide and Conquer has a natural adaptation with the multicore technology. The technique needs to be further developed to fit into this new environment. In this paper, we present a new concurrent multithreaded Colored Petri Nets model that provides a new approach for scheduling Divide and Conquer problems on a multicore environment. Two new schedulers have been developed to control the actions of the model. The Multi Stealing Scheduler (MSS) has been designed to redistribute threads among the modelled cores. The MSS is general, scalable and it can be used for any Divide and Conquer problem. The second scheduler is the Local Threads Scheduler (LTS) that has the duty of threads creation and division inside each modelled core. In addition, the LTS introduces a new recursive method to provide the necessary information to multiply two matrices. Two main things have been achieved: First, workload among the modelled cores becomes well balanced; second, the technique produces a high level of concurrency between the elements of the model, which greatly minimise the execution time.
format Article
author Al-Obaidi, A.M.
Lee, S.P.
author_facet Al-Obaidi, A.M.
Lee, S.P.
author_sort Al-Obaidi, A.M.
title A concurrent multi-stealing scheduler model for divide and conquer problems
title_short A concurrent multi-stealing scheduler model for divide and conquer problems
title_full A concurrent multi-stealing scheduler model for divide and conquer problems
title_fullStr A concurrent multi-stealing scheduler model for divide and conquer problems
title_full_unstemmed A concurrent multi-stealing scheduler model for divide and conquer problems
title_sort concurrent multi-stealing scheduler model for divide and conquer problems
publishDate 2012
url http://eprints.um.edu.my/6686/
http://apps.webofknowledge.com/InboundService.do?SID=T2Md8c3n1gie66D5APE&product=WOS&UT=000312345300002&SrcApp=EndNote&DestFail=http%3A%2F%2Fwww.webofknowledge.com&Init=Yes&action=retrieve&Func=Frame&customersID=ResearchSoft&SrcAuth=ResearchSoft&IsProduct
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