arXiv Open Access 2023

On a Foundation Model for Operating Systems

Divyanshu Saxena Nihal Sharma Donghyun Kim Rohit Dwivedula Jiayi Chen +13 lainnya

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Abstrak

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.

Topik & Kata Kunci

cs.OS cs.LG

Penulis (18)

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

Format Sitasi

APA MLA BibTeX

Saxena, D., Sharma, N., Kim, D., Dwivedula, R., Chen, J., Yang, C. et al. (2023). On a Foundation Model for Operating Systems. https://arxiv.org/abs/2312.07813

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Informasi Jurnal

Tahun Terbit: 2023
Bahasa: en
Sumber Database: arXiv
Akses: Open Access ✓