关于操作系统的基础模型

Divyanshu Saxena, Nihal Sharma, Donghyun Kim, Rohit Dwivedula, Jiayi Chen, Chenxi Yang, Sriram Ravula, Zichao Hu, Aditya Akella, Sebastian Angel, Joydeep Biswas, Swarat Chaudhuri, Isil Dillig, Alex Dimakis, P. Brighten Godfrey, Daehyeok Kim, Chris Rossbach, Gang Wang
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引用次数: 0

摘要

本文为操作系统(os)特定领域的基础模型提出了研究议程。我们对基础模型的案例围绕着几个操作系统组件(如CPU、内存和网络子系统)是相互关联的观察,并且操作系统跟踪为基础模型提供了理想的数据集,以掌握不同操作系统组件的复杂性及其在不同环境和工作负载中的行为。我们讨论了随后出现的各种可能性,从使用基础模型作为策略代理到利用它们作为生成器和预测器来辅助传统的操作系统控制算法。我们希望这篇论文能激发对os基础模型的进一步研究,并为不断发展的计算领域创造下一代操作系统。
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On a Foundation Model for Operating Systems
This paper lays down the research agenda for a domain-specific foundation model for operating systems (OSes). Our case for a foundation model revolves around the observations that several OS components such as CPU, memory, and network subsystems are interrelated and that OS traces offer the ideal dataset for a foundation model to grasp the intricacies of diverse OS components and their behavior in varying environments and workloads. We discuss a wide range of possibilities that then arise, from employing foundation models as policy agents to utilizing them as generators and predictors to assist traditional OS control algorithms. Our hope is that this paper spurs further research into OS foundation models and creating the next generation of operating systems for the evolving computing landscape.
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