TagIt:文件系统的综合索引和搜索服务

Hyogi Sim, Youngjae Kim, Sudharshan S. Vazhkudai, Geoffroy R. Vallée, Seung-Hwan Lim, A. Butt
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引用次数: 31

摘要

在可伸缩的分布式环境中,搜索、发现和管理等数据服务传统上是与底层文件系统分离的,通常使用外部数据库和索引服务进行部署。然而,现代数据生产速度、数据移动成本和元数据的缺乏,都需要重新审视解耦的文件系统-数据服务设计理念。在本文中,我们提出了TagIt,一个针对科学数据集的可扩展数据管理服务框架,它紧密集成到一个无共享的分布式文件系统中。TagIt的一个关键特性是一个可扩展的分布式元数据索引框架,使用它我们实现了灵活的标记功能来支持数据发现。标签还可以与活动操作符相关联,用于预处理、过滤或自动元数据提取,我们以负载感知的方式无缝地将其卸载到文件服务器。我们的评估表明,与现有的解耦方法相比,TagIt可以将数据搜索速度提高10倍。CCS CONCEPTS•软件及其工程$\右拐$文件系统管理;•信息系统$\右箭头$分布式存储;
本文章由计算机程序翻译,如有差异,请以英文原文为准。
TagIt: An Integrated Indexing and Search Service for File Systems
Data services such as search, discovery, and management in scalable distributed environments have traditionally been decoupled from the underlying file systems, and are often deployed using external databases and indexing services. However, modern data production rates, looming data movement costs, and the lack of metadata, entail revisiting the decoupled file system-data services design philosophy. In this paper, we present TagIt, a scalable data management service framework aimed at scientific datasets, which is tightly integrated into a shared-nothing distributed file system. A key feature of TagIt is a scalable, distributed metadata indexing framework, using which we implement a flexible tagging capability to support data discovery. The tags can also be associated with an active operator, for pre-processing, filtering, or automatic metadata extraction, which we seamlessly offload to file servers in a load-aware fashion. Our evaluation shows that TagIt can expedite data search by up to 10$\times$ over the extant decoupled approach. CCS CONCEPTS • Software and its engineering $\rightarrow$ File systems management; • Information systems $\rightarrow$ Distributed storage;
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