Practical Automation for Management Planes of Service Provider Infrastructure

Bingzhe Liu, Kuan-Yen Chou, Pramod A. Jamkhedkar, M. B. Anwer, R. Sinha, K. Oikonomou, M. Caesar, Brighten Godfrey
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引用次数: 1

Abstract

Managing service provider infrastructures (SPI) is ever more challenging with increasing scale and complexity. Network and container orchestration systems alleviate some manual tasks, but they are generally narrow solutions, with controllers for specific subsystems that do not coordinate on high-level goals, and fall far short of automating the full range of tasks that engineers face day to day. We seek to highlight the need for "practical automation" to manage SPIs. Via realistic examples, we argue that practical automation should provide cross-controller coordination, and should work within the reality that many tasks will involve humans. We describe a proof-of-concept system that leverages AI planning to synthesize management steps to move the system towards a goal state. A preliminary implementation shows that our approach can accurately generate plans for complex management tasks, while scalability and modeling diverse controllers remain as future challenges.
服务提供商基础设施管理平面的实用自动化
随着规模和复杂性的增加,管理服务提供商基础设施(SPI)变得越来越具有挑战性。网络和容器编排系统减轻了一些手工任务,但它们通常是狭窄的解决方案,具有针对特定子系统的控制器,这些子系统不能在高级目标上进行协调,并且远远不能自动化工程师每天面临的全部任务。我们试图强调需要“实际自动化”来管理spi。通过实际的例子,我们认为实际的自动化应该提供跨控制器协调,并且应该在许多任务将涉及人类的现实中工作。我们描述了一个概念验证系统,它利用人工智能计划来综合管理步骤,将系统推向目标状态。初步实现表明,我们的方法可以准确地为复杂的管理任务生成计划,而可扩展性和建模不同的控制器仍然是未来的挑战。
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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