Skip to main content

Transparent State Machine Replication for Kubernetes

  • Conference paper
  • First Online:
Book cover Advanced Information Networking and Applications (AINA 2019)

Abstract

State Machine Replication (SMR) is an approach widely used to implement fault-tolerant systems. In this approach, servers are replicated and client requests are deterministically executed in the same order by all replicas. Virtualization can be seen as a technique that favor development of fault-tolerant applications, since it provides an architecture that isolate virtual machines or containers. In order to provide support to the development of fault-tolerant virtualized applications, this work proposes an architecture to provide SMR for applications virtualized in containers managed by Kubernetes. Transparency is the main design principle addressed by the proposed architecture: applications are still being developed as in the traditional non-replicated approach and end users also access the system as in the traditional way. The open-source Bft-SMaRt SMR library was used to implement a prototype of the proposed architecture and a key-value store service. Experiments conducted with this service show the practical behavior of the proposed solutions.

This is a preview of subscription content, log in via an institution to check access.

Access this chapter

Chapter
USD 29.95
Price excludes VAT (USA)
  • Available as PDF
  • Read on any device
  • Instant download
  • Own it forever
eBook
USD 169.00
Price excludes VAT (USA)
  • Available as EPUB and PDF
  • Read on any device
  • Instant download
  • Own it forever
Softcover Book
USD 219.99
Price excludes VAT (USA)
  • Compact, lightweight edition
  • Dispatched in 3 to 5 business days
  • Free shipping worldwide - see info

Tax calculation will be finalised at checkout

Purchases are for personal use only

Institutional subscriptions

References

  1. Bernstein, D.: Containers and cloud: from LXC to docker to kubernetes. IEEE Cloud Comput. 1(3), 81–84 (2014)

    Article  Google Scholar 

  2. Bessani, A., Santos, M., Felix, J., Neves, N., Correia, M.: On the efficiency of durable state machine replication. In: Proceedings of the USENIX Annual Technical Conference (2013)

    Google Scholar 

  3. Bessani, A., Sousa, J., Alchieri, E.: State machine replication for the masses with BFT-SMaRt. In: Proceedings of the International Conference on Dependable Systems and Networks (2014)

    Google Scholar 

  4. Burns, B., Grant, B., Oppeheimer, D., Brewer, E., Wilkes, J.: Lessons learned from three container-management systems over a decade: borg, omega, and kubernetes. ACM Queue Mag. 14, 70–93 (2016)

    Article  Google Scholar 

  5. Castro, M., Liskov, B.: Practical Byzantine fault-tolerance and proactive recovery. ACM Trans. Comput. Syst. 20(4), 398–461 (2002)

    Article  Google Scholar 

  6. Docker: What is docker (2018). https://www.docker.com/what-docker. Accessed March 2018

  7. Dwork, C., Lynch, N.A., Stockmeyer, L.: Consensus in the presence of partial synchrony. J. ACM 35(2), 288–322 (1988)

    Article  MathSciNet  Google Scholar 

  8. Garfinkel, T., Rosenblum, M.: A virtual machine introspection based architecture for intrusion detection. In: Network and Distributed Systems Security Symposium (2003)

    Google Scholar 

  9. Goldberg, R.P.: Architecture of virtual machines. In: Proceedings of the Workshop on Virtual Computer Systems (1973)

    Google Scholar 

  10. Goldberg, R.P., Mager, P.S.: Virtual machine technology: a bridge from large mainframes to networks of small computers. In: Proceedings of the Compcon Fall (1979)

    Google Scholar 

  11. Hadzilacos, V., Toueg, S.: A modular approach to the specification and implementation of fault-tolerant broadcasts. Technical report, Department of Computer Science, Cornell (1994)

    Google Scholar 

  12. Herlihy, M., Wing, J.M.: Linearizability: a correctness condition for concurrent objects. ACM Trans. Program. Lang. Syst. 12(3), 463–492 (1990)

    Article  Google Scholar 

  13. Howard, H., Schwarzkopf, M., Madhavapeddy, A., Crowcroft, J.: Raft refloated: do we have consensus? ACM SIGOPS Oper. Syst. Rev. 49(1), 12–21 (2015)

    Article  Google Scholar 

  14. Jiang, X., Wang, X.: “out-of-the-box” monitoring of VM-based high-interaction honeypots. In: 10th International Conference on Recent Advances in Intrusion Detection (2007)

    Google Scholar 

  15. Lamport, L., Shostak, R., Pease, M.: The Byzantine generals problem. ACM Trans. Program. Lang. Syst. 4(3), 382–401 (1982)

    Article  Google Scholar 

  16. Lamport, L.: The part-time parliament. ACM Trans. Comput. Syst. 16(2), 133–169 (1998)

    Article  Google Scholar 

  17. Laureano, M., Maziero, C., Jamhour, E.: Intrusion detection in virtual machine environments. In: Proceedings of 30th Euromicro Conference (2004)

    Google Scholar 

  18. Merkel, D.: Docker: lightweight linux containers for consistent development and deployment. ACM Linux J. 2014(239), 1–8 (2014)

    Google Scholar 

  19. Oliveira, C., Lung, L.C., Netto, H., Rech, L.: Evaluating raft in docker on kubernetes. In: Świa̧tek J., T. J. (eds.) International Conference on Systems Science (ICSS). Advances in Intelligent Systems and Computing, vol. 539, pp. 123–130. Springer (2016)

    Google Scholar 

  20. Schneider, F.B.: Implementing fault-tolerant service using the state machine aproach: a tutorial. ACM Comput. Surv. 22(4), 299–319 (1990)

    Article  Google Scholar 

  21. Schwarzkopf, M., Konwinski, A., Abd-El-Malek, M., Wilkes, J.: Omega: flexible, scalable schedulers for large compute clusters. In: European Conference on Computer Systems (2013)

    Google Scholar 

Download references

Acknowledgements

This work was partially supported by RNP/CTIC (Brazil) through projects ATMOSPHERE and P4Sec.

Author information

Authors and Affiliations

Authors

Corresponding author

Correspondence to Eduardo Alchieri .

Editor information

Editors and Affiliations

Rights and permissions

Reprints and permissions

Copyright information

© 2020 Springer Nature Switzerland AG

About this paper

Check for updates. Verify currency and authenticity via CrossMark

Cite this paper

Borges, F., Pacheco, L., Alchieri, E., Caetano, M.F., Solis, P. (2020). Transparent State Machine Replication for Kubernetes. In: Barolli, L., Takizawa, M., Xhafa, F., Enokido, T. (eds) Advanced Information Networking and Applications. AINA 2019. Advances in Intelligent Systems and Computing, vol 926. Springer, Cham. https://doi.org/10.1007/978-3-030-15032-7_72

Download citation

Publish with us

Policies and ethics