Oozie:面向Hadoop的可扩展工作流管理系统

SWEET '12 Pub Date : 2012-05-20 DOI:10.1145/2443416.2443420
Mohammad Islam, Angelo K. Huang, Mohamed Battisha, Michelle Chiang, Santhosh Srinivasan, Craig Peters, A. Neumann, A. Abdelnur
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引用次数: 107

摘要

Hadoop是一个大规模可扩展的并行计算平台,能够同时运行数百个作业,每天运行数千个作业。管理所有这些计算需要一个工作流和调度系统。在本文中,我们确定了Hadoop工作流管理系统必须满足的四个不可或缺的品质,即可扩展性、安全性、多租户和可操作性。我们发现传统的工作流管理工具至少缺乏这些品质中的一个,因此提出了Apache Oozie,一个专门为Hadoop设计的工作流管理系统。我们讨论了Oozie的架构,分享了我们过去几年在Yahoo的生产经验,并评估了Oozie的可伸缩性和性能。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Oozie: towards a scalable workflow management system for Hadoop
Hadoop is a massively scalable parallel computation platform capable of running hundreds of jobs concurrently, and many thousands of jobs per day. Managing all these computations demands for a workflow and scheduling system. In this paper, we identify four indispensable qualities that a Hadoop workflow management system must fulfill namely Scalability, Security, Multi-tenancy, and Operability. We find that conventional workflow management tools lack at least one of these qualities, and therefore present Apache Oozie, a workflow management system specialized for Hadoop. We discuss the architecture of Oozie, share our production experience over the last few years at Yahoo, and evaluate Oozie's scalability and performance.
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