Optimal Load Balancing in a Beowulf Cluster
PANTS (PANTS Application Node Transparency System) is a suite of programs designed to add transparent load balancing to a Beowulf cluster so that processes are transfered among the nodes of the cluster to improve performance. PANTS provides the option of using one of several different load balancin...
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ndltd-wpi.edu-oai-digitalcommons.wpi.edu-etd-theses-16282019-03-22T05:45:46Z Optimal Load Balancing in a Beowulf Cluster Adams, Daniel Alan PANTS (PANTS Application Node Transparency System) is a suite of programs designed to add transparent load balancing to a Beowulf cluster so that processes are transfered among the nodes of the cluster to improve performance. PANTS provides the option of using one of several different load balancing policies, each having a different approach. This paper studies the scalability and performance of these policies on large clusters and under various workloads. We measure the performance of our policies on our current cluster, and use that performance data to build simulations to test the performance of the policies in larger clusters and under differing workloads. Two policies, one deterministic and one non-deterministic, are presented which offer optimal steady-state performance. We also present best practices and discuss the major challenges of load balancing policy design. 2005-05-02T07:00:00Z text application/pdf https://digitalcommons.wpi.edu/etd-theses/629 https://digitalcommons.wpi.edu/cgi/viewcontent.cgi?article=1628&context=etd-theses Masters Theses (All Theses, All Years) Digital WPI David Finkel, Advisor Michael A. Gennert, Department Head Micha Hofri, Reader beowulf load sharing load balancing Beowulf clusters (Computer systems) Electronic data processing Distributed processing Load sharing |
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beowulf load sharing load balancing Beowulf clusters (Computer systems) Electronic data processing Distributed processing Load sharing |
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beowulf load sharing load balancing Beowulf clusters (Computer systems) Electronic data processing Distributed processing Load sharing Adams, Daniel Alan Optimal Load Balancing in a Beowulf Cluster |
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PANTS (PANTS Application Node Transparency System) is a suite of programs designed to add transparent load balancing to a Beowulf cluster so that processes are transfered among the nodes of the cluster to improve performance. PANTS provides the option of using one of several different load balancing policies, each having a different approach. This paper studies the scalability and performance of these policies on large clusters and under various workloads. We measure the performance of our policies on our current cluster, and use that performance data to build simulations to test the performance of the policies in larger clusters and under differing workloads. Two policies, one deterministic and one non-deterministic, are presented which offer optimal steady-state performance. We also present best practices and discuss the major challenges of load balancing policy design. |
author2 |
David Finkel, Advisor |
author_facet |
David Finkel, Advisor Adams, Daniel Alan |
author |
Adams, Daniel Alan |
author_sort |
Adams, Daniel Alan |
title |
Optimal Load Balancing in a Beowulf Cluster |
title_short |
Optimal Load Balancing in a Beowulf Cluster |
title_full |
Optimal Load Balancing in a Beowulf Cluster |
title_fullStr |
Optimal Load Balancing in a Beowulf Cluster |
title_full_unstemmed |
Optimal Load Balancing in a Beowulf Cluster |
title_sort |
optimal load balancing in a beowulf cluster |
publisher |
Digital WPI |
publishDate |
2005 |
url |
https://digitalcommons.wpi.edu/etd-theses/629 https://digitalcommons.wpi.edu/cgi/viewcontent.cgi?article=1628&context=etd-theses |
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AT adamsdanielalan optimalloadbalancinginabeowulfcluster |
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1719005768159592448 |