DocumentCode :
253411
Title :
An efficient framework for distributed computing in heterogeneous Beowulf clusters and cluster-management
Author :
Malysiak, Darius ; Handmann, Uwe
Author_Institution :
Comput. Sci. Inst., Hochschule Ruhr West, Bottrop, Germany
fYear :
2014
fDate :
19-21 Nov. 2014
Firstpage :
169
Lastpage :
178
Abstract :
In the context of existing approaches to cluster computing we present a newly developed modular framework `SimpleHydra´ for rapid deployment and management of Beowulf clusters. Instead of focusing only the pure computation tasks on homogeneous clusters (i.e. clusters with identically set up nodes), this framework aims to ease the configuration of heterogeneous clusters and to provide a low-level / high-level object-oriented API for low-latency distributed computing. Our framework does not make any restrictions regarding the hardware and minimizes the use of external libraries to the case of special modules. In addition to that our framework enables the user to develop highly dynamic cluster topologies. We describe the framework´s general structure as well as time critical elements, give application examples in the `Big-Data´ context during a research project and briefly discuss additional features. Furthermore we give a thorough theoretical time/space complexity analysis of our implemented methods and general approaches.
Keywords :
application program interfaces; distributed processing; object-oriented methods; resource allocation; Big Data context; SimpleHydra modular framework; application program interface; cluster computing; cluster management; cluster topology; distributed computing; heterogeneous Beowulf clusters; homogeneous cluster; object-oriented API; space complexity analysis; time complexity analysis; Complexity theory; Hardware; Instruction sets; Libraries; Payloads; Sockets; Topology; be-owulf cluster; cluster management; distributed computing; efficient distribution; load balancing;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Computational Intelligence and Informatics (CINTI), 2014 IEEE 15th International Symposium on
Conference_Location :
Budapest
Type :
conf
DOI :
10.1109/CINTI.2014.7028670
Filename :
7028670
Link To Document :
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