TSSA: A two step scheduling algorithm for the event-driven clusters

Yu Chen, Mingming Sun
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引用次数: 1

Abstract

The event-driven programming model has been proposed to efficiently process iterative applications and incremental applications. In clusters based the event-driven model, applications are structured as a series of short triggers, each of which will be invoked when associate events are trigged. And framework assigns a newly submitted trigger to a node where the relevant datasets set. Unfortunately it may lead to load imbalance because associate events may occur by chance. Numerous triggers in a node may be simultaneously invoked but other nodes have no triggers running. To the end, we provide TSSA, a new two steps event-driven for the event-driven clusters to maximize improve the utilization of node resources. Our results indicate TSSA performs well, and minimizes total execution time of applications.
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TSSA:用于事件驱动集群的两步调度算法
为了有效地处理迭代应用和增量应用,提出了事件驱动的编程模型。在基于事件驱动模型的集群中,应用程序被构造为一系列短触发器,当关联事件被触发时,每个短触发器都会被调用。框架将新提交的触发器分配给相关数据集集合的节点。不幸的是,它可能导致负载不平衡,因为关联事件可能偶然发生。一个节点中的多个触发器可以同时被调用,但其他节点没有正在运行的触发器。最后,我们为事件驱动集群提供了一种新的两步事件驱动TSSA,以最大限度地提高节点资源的利用率。我们的结果表明,TSSA性能良好,并且最小化了应用程序的总执行时间。
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