The programming primitives effects of the overlapping message-passing and computation in beowulf cluster computing / Mohamed Faidz Mohamed Said

Beowulf cluster computing is one of the parallel architectures that has been extensively utilized by exploiting the commodity aspect of its hardware and also the open codes of its software. It offers many advantages, but in order to support parallel and distributed applications, many factors of the...

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Main Author: Mohamed Said, Mohamed Faidz
Format: Thesis
Language:English
Published: 2014
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Online Access:https://ir.uitm.edu.my/id/eprint/16238/1/16238.pdf
https://ir.uitm.edu.my/id/eprint/16238/
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Institution: Universiti Teknologi Mara
Language: English
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spelling my.uitm.ir.162382022-03-23T02:34:11Z https://ir.uitm.edu.my/id/eprint/16238/ The programming primitives effects of the overlapping message-passing and computation in beowulf cluster computing / Mohamed Faidz Mohamed Said Mohamed Said, Mohamed Faidz Electronic digital computers Beowulf cluster computing is one of the parallel architectures that has been extensively utilized by exploiting the commodity aspect of its hardware and also the open codes of its software. It offers many advantages, but in order to support parallel and distributed applications, many factors of the cluster system have contributed to the performance bottleneck. One of these factors is due to the explicit primitives of its message-passing implementation. Basically, these primitives are divided into two types; blocking and non-blocking communications. For optimization purposes, the primitives can be applied to allow the overlap of the message-passing and computation to create an application with optimal completion time. However, the effects on the low-level issues concerning data overhead by using different primitives have not been explored in details. This research project empirically looks into the effect of the overlapping message-passing and computation in the proposed Beowulf cluster. It also develops new analytical tool to analyze the overlapping effect, particularly on the programming primitives characterizations. The scope of this research is based on the use of the Message Passing Interface (MPI) point-to-point communication on a collection of four computers that are connected to a switch via a network. Each computer is installed with Linux operating system and connected by UTP cables using Ethernet. The results demonstrate that increasing the message size for an overlap message transfer with computation will intensify the peak processing consumption. By adding more processors, the computing cluster provides higher packet transfer among the nodes. Nevertheless, the results demonstrate that as the message transfer is increasingly overlapped with computation, the TCP/IP overhead of the packet decreases. This outcome provides significant findings on the characterization of the primitives overhead in the Beowulf cluster system. The understanding of these primitive characterizations and their efficiency will provide programmers to use them selectively as they will eventually contribute to the improved performance of parallel applications. 2014 Thesis NonPeerReviewed text en https://ir.uitm.edu.my/id/eprint/16238/1/16238.pdf (2014) The programming primitives effects of the overlapping message-passing and computation in beowulf cluster computing / Mohamed Faidz Mohamed Said. PhD thesis, thesis, Universiti Teknologi MARA.
institution Universiti Teknologi Mara
building Tun Abdul Razak Library
collection Institutional Repository
continent Asia
country Malaysia
content_provider Universiti Teknologi Mara
content_source UiTM Institutional Repository
url_provider http://ir.uitm.edu.my/
language English
topic Electronic digital computers
spellingShingle Electronic digital computers
Mohamed Said, Mohamed Faidz
The programming primitives effects of the overlapping message-passing and computation in beowulf cluster computing / Mohamed Faidz Mohamed Said
description Beowulf cluster computing is one of the parallel architectures that has been extensively utilized by exploiting the commodity aspect of its hardware and also the open codes of its software. It offers many advantages, but in order to support parallel and distributed applications, many factors of the cluster system have contributed to the performance bottleneck. One of these factors is due to the explicit primitives of its message-passing implementation. Basically, these primitives are divided into two types; blocking and non-blocking communications. For optimization purposes, the primitives can be applied to allow the overlap of the message-passing and computation to create an application with optimal completion time. However, the effects on the low-level issues concerning data overhead by using different primitives have not been explored in details. This research project empirically looks into the effect of the overlapping message-passing and computation in the proposed Beowulf cluster. It also develops new analytical tool to analyze the overlapping effect, particularly on the programming primitives characterizations. The scope of this research is based on the use of the Message Passing Interface (MPI) point-to-point communication on a collection of four computers that are connected to a switch via a network. Each computer is installed with Linux operating system and connected by UTP cables using Ethernet. The results demonstrate that increasing the message size for an overlap message transfer with computation will intensify the peak processing consumption. By adding more processors, the computing cluster provides higher packet transfer among the nodes. Nevertheless, the results demonstrate that as the message transfer is increasingly overlapped with computation, the TCP/IP overhead of the packet decreases. This outcome provides significant findings on the characterization of the primitives overhead in the Beowulf cluster system. The understanding of these primitive characterizations and their efficiency will provide programmers to use them selectively as they will eventually contribute to the improved performance of parallel applications.
format Thesis
author Mohamed Said, Mohamed Faidz
author_facet Mohamed Said, Mohamed Faidz
author_sort Mohamed Said, Mohamed Faidz
title The programming primitives effects of the overlapping message-passing and computation in beowulf cluster computing / Mohamed Faidz Mohamed Said
title_short The programming primitives effects of the overlapping message-passing and computation in beowulf cluster computing / Mohamed Faidz Mohamed Said
title_full The programming primitives effects of the overlapping message-passing and computation in beowulf cluster computing / Mohamed Faidz Mohamed Said
title_fullStr The programming primitives effects of the overlapping message-passing and computation in beowulf cluster computing / Mohamed Faidz Mohamed Said
title_full_unstemmed The programming primitives effects of the overlapping message-passing and computation in beowulf cluster computing / Mohamed Faidz Mohamed Said
title_sort programming primitives effects of the overlapping message-passing and computation in beowulf cluster computing / mohamed faidz mohamed said
publishDate 2014
url https://ir.uitm.edu.my/id/eprint/16238/1/16238.pdf
https://ir.uitm.edu.my/id/eprint/16238/
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