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  4. A Dynamic Load Balance Algorithm for the s4 Parallel Stream Processing Engine
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A Dynamic Load Balance Algorithm for the s4 Parallel Stream Processing Engine

Journal
Proceedings - 28th Ieee International Symposium on Computer Architecture and High Performance Computing Workshops, Sbac-Padw 2016
Date Issued
2017
Author(s)
Marin-Caihuan, J  
Rosas-Olivos, E  
Hidalgo-Castillo, N  
DOI
https://doi.org/10.1109/SBAC-PADW.2016.12
Abstract
Large streams of data can be analyzed in realtimeby Parallel Stream Processing Engines (PSPEs) which arebased on a graph paradigm where vertices represent processingelements (PEs) and edges represent flows of data among PEs. Inthis work, we propose a new elastic strategy for the S4 PSPE toadjust the overall load of PEs in accordance with the utilizationlevels and data traffic at each PE. Our approach exploits aproducer/consumer model to achieve load balance where newworkers pull events from a buffer queue in order to release theamount of traffic in an overloaded PE. Results show that theproposed strategy prevents saturation of PEs and improves theoverall throughput of the system by up to 470%. © 2016 IEEE.
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