Elastic Scaling of a High-Throughput Content-Based Publish/Subscribe Engine

Raphaël Barazzutti, Thomas S. Heinze, André Martin, Emanuel Onica, P. Felber, C. Fetzer, Zbigniew Jerzak, Marcelo Pasin, E. Rivière
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引用次数: 33

Abstract

Publish/subscribe (pub/sub) infrastructures running as a service on cloud environments offer simplicity and flexibility for composing distributed applications. Provisioning them appropriately is however challenging. The amount of stored subscriptions and incoming publications varies over time, and the computational cost depends on the nature of the applications and in particular on the filtering operation they require (e.g., content-based vs. topic-based, encrypted vs. non-encrypted filtering). The ability to elastically adapt the amount of resources required to sustain given throughput and delay requirements is key to achieving cost-effectiveness for a pub/sub service running in a cloud environment. In this paper, we present the design and evaluation of an elastic content-based pub/sub system: E-STREAMHUB. Specific contributions of this paper include: (1) a mechanism for dynamic scaling, both out and in, of stateful and stateless pub/sub operators, (2) a local and global elasticity policy enforcer maintaining high system utilization and stable end-to-end latencies, and (3) an evaluation using real-world tick workload from the Frankfurt Stock Exchange and encrypted content-based filtering.
高吞吐量基于内容的发布/订阅引擎的弹性扩展
在云环境中作为服务运行的发布/订阅(pub/sub)基础设施为组合分布式应用程序提供了简单性和灵活性。然而,适当地提供它们是具有挑战性的。存储的订阅量和传入的发布量随着时间的推移而变化,计算成本取决于应用程序的性质,特别是它们需要的过滤操作(例如,基于内容还是基于主题,加密还是非加密过滤)。弹性地适应维持给定吞吐量和延迟需求所需的资源量的能力是实现运行在云环境中的发布/订阅服务的成本效益的关键。在本文中,我们提出了一个弹性的基于内容的pub/sub系统:E-STREAMHUB的设计和评估。本文的具体贡献包括:(1)有状态和无状态发布/订阅操作符的动态扩展机制,(2)本地和全局弹性策略执行器,保持高系统利用率和稳定的端到端延迟,以及(3)使用来自法兰克福证券交易所的真实tick工作负载和加密的基于内容的过滤进行评估。
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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