迈向云端高可用复杂事件处理部署

Paris Carbone, K. Vandikas, Farjola Zaloshnja
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引用次数: 4

摘要

分布式计算的最新进展使得在传统系统上实现高可用性成为可能,从而将它们作为可靠的服务提供。对于一些离线计算应用程序,例如细粒度批处理,它们的并行特性以及弱一致性要求允许更简单的转换。另一方面,诸如复杂事件处理(CEP)之类的在线处理系统仍然保持着单片架构,能够以低分布为代价提供高表达性和垂直可伸缩性。尽管试图设计专用的分布式CEP系统,但现有系统仍有可能从可持续的云部署中受益。在这项工作中,我们解决了提供这种CEP服务的主要挑战,重点是可靠性,因为它是过渡的最关键方面。我们的方法通过利用现有流执行平台上的事件委托机制来实现低平均检测延迟和可持续性。它还引入了冗余和事务性日志,以提供改进的容错性和部分恢复。我们的性能分析说明了我们的方法的好处,并显示了我们引入的容错机制所显示的在线CEP可接受的性能成本。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Towards Highly Available Complex Event Processing Deployments in the Cloud
Recent advances in distributed computing have made it possible to achieve high availability on traditional systems and thus serve them as reliable services. For several offline computational applications, such as fine grained batch processing, their parallel nature in addition to weak consistency requirements allowed a more trivial transition. On the other hand, on-line processing systems such as Complex Event Processing (CEP) still maintain a monolithic architecture, being able to offer high expressiveness and vertical scalability at the expense of low distribution. Despite attempts to design dedicated distributed CEP systems there is potential for existing systems to benefit from a sustainable cloud deployment. In this work we address the main challenges of providing such a CEP service with a focus on reliability, since it is the most crucial aspect of that transition. Our approach targets low average detection latency and sustain-ability by leveraging event delegation mechanisms present on existing stream execution platforms. It also introduces redundancy and transactional logging to provide improved fault tolerance and partial recovery. Our performance analysis illustrates the benefits of our approach and shows acceptable performance costs for on-line CEP exhibited by the fault tolerance mechanisms we introduced.
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