A Distributed Topic-Based Pub/Sub Method for Exhaust Data Streams towards Scalable Event-Driven Systems

Ryohei Banno, Susumu Takeuchi, M. Takemoto, T. Kawano, Takashi Kambayashi, M. Matsuo
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引用次数: 8

Abstract

Distributed pub/sub messaging has become indispensable for event-driven systems. There are methods for achieving high scalability regarding topic-based pub/sub by using structured overlay networks. However, these methods waste network resources concerning "exhaust data," which have low or no value most of the time. There are at least two problems: each publisher node continues to forward data to a relay node even if there are no subscribers, and multicast trees are constructed which are excessively large for low value data, namely having a small number of subscribers. In this paper, we formulate the requirements of overlay networks by defining a property called "strong relay-free" as an expansion of relay-free property, and propose a practical method satisfying the property by using Skip Graph. The proposed method involves publishers and subscribers composing connected sub graphs to enable detecting the absence of subscribers and autonomously adjusting the tree size. Through simulation experiments, we confirmed that the proposed method can suspend publishing adaptively, and shorten the path length on multicast trees by more than 75% under an experimental condition with 100,000 nodes. The proposed method is competent for decentralized event-driven systems with encouraging the locally produced data to be consumed locally.
面向可扩展事件驱动系统的基于分布式主题的数据流发布/订阅方法
分布式发布/订阅消息已经成为事件驱动系统不可或缺的一部分。利用结构化覆盖网络实现基于主题的pub/sub高可扩展性的方法有很多。然而,这些方法浪费了与“排气数据”有关的网络资源,这些数据在大多数情况下价值很低或没有价值。至少存在两个问题:即使没有订阅者,每个发布者节点也会继续将数据转发给中继节点;对于低价值数据(即订阅者数量较少),构建的多播树过大。本文通过定义“强无继电器”特性作为无继电器特性的扩展来表述覆盖网络的要求,并提出了一种利用跳图来满足该特性的实用方法。该方法将发布者和订阅者组成连接的子图,以检测订阅者的缺失并自主调整树的大小。仿真实验表明,在100,000个节点的实验条件下,该方法可以自适应地暂停发布,并将组播树上的路径长度缩短75%以上。该方法适用于分散的事件驱动系统,鼓励本地生成的数据在本地使用。
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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