集中控制与分散控制设计Hydra的比较研究

Siqi Liu, Varun Patil, Tianyuan Yu, A. Afanasyev, F. Feltus, Susmit Shannigrahi, Lixia Zhang
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引用次数: 3

摘要

今天的网络和分布式应用程序基本上依赖于云服务。然而,仅仅基于云的服务并不是所有用例的理想解决方案,特别是在科学计算中大量数据共享的情况下,其云使用成本可能高得令人望而却步。因此,我们承担了构建分布式联合数据存储库的任务,称为Hydra,用于共享大量科学数据。在本文中,我们比较了两种设计选择:在TCP/IP上设计具有集中控制器的Hydra,以及在命名数据网络(NDN)上设计Hydra以实现分布式控制。我们的研究表明:(i)通过TCP/IP和中央控制器构建Hydra提供了一个简单,直接的设计;(ii)然而,为了可扩展性和可靠性,控制器必须被复制,并且需要云CDN来扩展数据交付,这两者都给整体设计带来了额外的复杂性;(iii)通过NDN自动构建Hydra,提供可扩展和高效的批量数据传播,并实现具有高弹性的分布式控制。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Designing Hydra with Centralized versus Decentralized Control: A Comparative Study
Today's networked and distributed applications, by and large, rely on cloud services. However, solely cloud-based services are not the ideal solution for all use cases, in particular, the case of high volume data sharing in scientific computing whose cloud usage costs could be prohibitively high. Thus we take on a task of building a distributed, federated data repository, dubbed Hydra, for sharing large volume scientific data. In this paper, we compare two design choices: designing Hydra over TCP/IP with a centralized controller, and designing Hydra over Named Data Network (NDN) to enable distributed control. Our study shows that (i) building Hydra over TCP/IP with a central controller offers a simple, straightforward design; (ii) however, the controller necessarily needs to be replicated for scalability and reliability, and cloud CDN is needed to scale data delivery, both bringing additional complexity into the overall design; and (iii) building Hydra over NDN automatically offers scalable and efficient data dissemination at volume, as well as enables distributed control with high resiliency.
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