S4并行流处理引擎的动态负载平衡算法

V. Gil-Costa, Nicolás Hidalgo, Erika Rosas, Mauricio Marín
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引用次数: 1

摘要

并行流处理引擎(pspe)可以实时分析大数据流,pspe基于图形范式,其中顶点表示处理元素(pe),边表示pe之间的数据流。在这项工作中,我们为S4 PSPE提出了一种新的弹性策略,以根据每个PE的利用率和数据流量调整PE的总体负载。我们的方法利用生产者/消费者模型来实现负载平衡,其中newworker从缓冲队列中提取事件,以释放过载PE中的流量。结果表明,该策略防止了pe的饱和,并将系统的总吞吐量提高了470%。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
A Dynamic Load Balance Algorithm for the S4 Parallel Stream Processing Engine
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%.
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