Performance Comparison of OpenMP, MPI, and MapReduce in Practical Problems
Joint Authors
Kang, Sol Ji
Lee, Sang Yeon
Lee, Keon Myung
Source
Issue
Vol. 2015, Issue 2015 (31 Dec. 2015), pp.1-9, 9 p.
Publisher
Hindawi Publishing Corporation
Publication Date
2015-08-04
Country of Publication
Egypt
No. of Pages
9
Main Subjects
Information Technology and Computer Science
Abstract EN
With problem size and complexity increasing, several parallel and distributed programming models and frameworks have been developed to efficiently handle such problems.
This paper briefly reviews the parallel computing models and describes three widely recognized parallel programming frameworks: OpenMP, MPI, and MapReduce.
OpenMP is the de facto standard for parallel programming on shared memory systems.
MPI is the de facto industry standard for distributed memory systems.
MapReduce framework has become the de facto standard for large scale data-intensive applications.
Qualitative pros and cons of each framework are known, but quantitative performance indexes help get a good picture of which framework to use for the applications.
As benchmark problems to compare those frameworks, two problems are chosen: all-pairs-shortest-path problem and data join problem.
This paper presents the parallel programs for the problems implemented on the three frameworks, respectively.
It shows the experiment results on a cluster of computers.
It also discusses which is the right tool for the jobs by analyzing the characteristics and performance of the paradigms.
American Psychological Association (APA)
Kang, Sol Ji& Lee, Sang Yeon& Lee, Keon Myung. 2015. Performance Comparison of OpenMP, MPI, and MapReduce in Practical Problems. Advances in Multimedia،Vol. 2015, no. 2015, pp.1-9.
https://search.emarefa.net/detail/BIM-1052643
Modern Language Association (MLA)
Kang, Sol Ji…[et al.]. Performance Comparison of OpenMP, MPI, and MapReduce in Practical Problems. Advances in Multimedia No. 2015 (2015), pp.1-9.
https://search.emarefa.net/detail/BIM-1052643
American Medical Association (AMA)
Kang, Sol Ji& Lee, Sang Yeon& Lee, Keon Myung. Performance Comparison of OpenMP, MPI, and MapReduce in Practical Problems. Advances in Multimedia. 2015. Vol. 2015, no. 2015, pp.1-9.
https://search.emarefa.net/detail/BIM-1052643
Data Type
Journal Articles
Language
English
Notes
Includes bibliographical references
Record ID
BIM-1052643