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.
Original language | English (US) |
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Title of host publication | FlexNets 2021 - Proceedings of the 4th FlexNets Workshop on Flexible Networks, Artificial Intelligence Supported Network Flexibility and Agility, Part of SIGCOMM 2021 |
Publisher | Association for Computing Machinery |
Pages | 7-13 |
Number of pages | 7 |
ISBN (Electronic) | 9781450386340 |
DOIs | |
State | Published - Aug 23 2021 |
Event | 4th Workshop on Flexible Networks: Artificial Intelligence Supported Network Flexibility and Agility, FlexNets 2021 - Part of SIGCOMM 2021 - Virtual, Online, United States Duration: Aug 23 2021 → … |
Conference
Conference | 4th Workshop on Flexible Networks: Artificial Intelligence Supported Network Flexibility and Agility, FlexNets 2021 - Part of SIGCOMM 2021 |
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Country/Territory | United States |
City | Virtual, Online |
Period | 8/23/21 → … |
Keywords
- intent-based networking
- planning and synthesis
- practical automation
- service infrastructure management
ASJC Scopus subject areas
- Software
- Computer Networks and Communications
- Hardware and Architecture