A priority based resource scheduling technique for multitenant storm clusters

Rudraneel Chakraborty, S. Majumdar
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引用次数: 2

Abstract

In this work in progress paper, we present our ongoing effort towards devising a priority based resource scheduling technique and framework for apache storm. Apache Storm is a popular distributed real time stream processing engine which has been widely adopted by key players in the industry including YAHOO and Twitter. An application running in storm is called a topology that is characterized by a Directed Acyclic Graph (DAG). To run multiple of such topologies in a storm cluster, storm provides with default, out of the box scheduler called Isolation Scheduler. Isolation Scheduler assigns resources to topologies based on static resource configuration and does not provide any means to prioritize topologies based on their varying business priority. As a result, performance degradation, even complete starvation of topologies with high business priority is possible when available cluster resources are insufficient. A priority based resource scheduling strategy is proposed in this paper to overcome this problem. A preliminary performance evaluation is performed to demonstrate effectiveness of the proposed scheduler over the default storm Isolation Scheduler.
基于优先级的多租户风暴集群资源调度技术
在这篇正在进行的工作论文中,我们展示了我们为apache storm设计基于优先级的资源调度技术和框架的持续努力。Apache Storm是一个流行的分布式实时流处理引擎,已经被包括YAHOO和Twitter在内的业界主要参与者广泛采用。在风暴中运行的应用程序称为拓扑,其特征是有向无环图(DAG)。为了在storm集群中运行多个这样的拓扑,storm提供了默认的开箱即用调度器,称为Isolation scheduler。隔离调度程序根据静态资源配置将资源分配给拓扑,并且不提供任何方法来根据拓扑的不同业务优先级确定拓扑的优先级。因此,当可用的集群资源不足时,可能会导致性能下降,甚至完全没有具有高优先级的拓扑。针对这一问题,本文提出了一种基于优先级的资源调度策略。执行初步性能评估,以证明建议的调度器比默认风暴隔离调度器的有效性。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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