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Improving the Reactivity of Pure Operation-Based CRDTs

Published: 26 April 2021 Publication History

Abstract

Modern distributed applications increasingly replicate data to guarantee both high availability of the system and an optimal user experience. Conflict-Free Replicated Data Types (CRDTs) are a family of data types specially designed for highly available systems which guarantee some form of eventual consistency. In this paper, we show that the reliance on reliable causal broadcasting (RCB) middleware by existing CRDT frameworks may lead to less reactive CRDTs which in turn hampers user experience. We propose a solution that improves the reactivity of CRDTs built on an RCB middleware by reifying buffered operations. We apply our strategy to the pure operation-based CRDT framework, allowing for reactive pure operation-based CRDTs. We describe our approach as a formal extension to the framework and implement it in Flec, an extensible and open CRDT framework. The extension is then used to create new Add-Wins and Remove-Wins sets which exhibit higher reactivity.

References

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C. Baquero, P. S. Almeida, and A. Shoker. 2014. Making Operation-Based CRDTs Operation-Based. In Distributed Applications and Interoperable Systems, Kostas Magoutis and Peter Pietzuch (Eds.). Springer Berlin Heidelberg, Berlin, Heidelberg, 126--140.
[2]
C. Baquero, P. S. Almeida, and A. Shoker. 2017. Pure Operation-Based Replicated Data Types. CoRR abs/1710.04469 (2017). arXiv:1710.04469
[3]
J. Bauwens and E. Gonzalez Boix. 2020. Flec: A Versatile Programming Framework for Eventually Consistent Systems. In Proceedings of the 7th Workshop on Principles and Practice of Consistency for Distributed Data (PaPoC '20). Association for Computing Machinery, New York, NY, USA, Article 12, 4 pages. https://doi.org/10.1145/3380787.3393685
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J. Bauwens and E. Gonzalez Boix. 2020. From Causality to Stability: Understanding and Reducing Meta-Data in CRDTs. Association for Computing Machinery, New York, NY, USA, 3--14. https://doi.org/10.1145/3426182.3426183
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K. P. Birman and T. A. Joseph. 1987. Reliable Communication in the Presence of Failures. ACM Trans. Comput. Syst. 5, 1 (Jan. 1987), 47--76. https://doi.org/10.1145/7351.7478
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T. Van Cutsem, S. Mostinckx, E. Gonzalez Boix., J. Dedecker, and W. De Meuter. 2007. AmbientTalk: Object-oriented Event-driven Programming in Mobile Ad hoc Networks. In XXVI International Conference of the Chilean Society of Computer Science (SCCC'07). Iquique, Chile, 3--12. https://doi.org/10.1109/SCCC.2007.12
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J. Dedecker, T. Van Cutsem, S. Mostinckx, T. D'Hondt, and W. De Meuter. 2006. Ambient-Oriented Programming in AmbientTalk. In ECOOP 2006 - Object-Oriented Programming, Dave Thomas (Ed.). Springer Berlin Heidelberg, Berlin, Heidelberg, 230--254.
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N. Preguiça. 2018. Conflict-free Replicated Data Types: An Overview. arXiv:cs.DC/1806.10254
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M. Shapiro, N Preguiça, C. Baquero, and M. Zawirski. 2011. A comprehensive study of Convergent and Commutative Replicated Data Types. Technical Report 7506. INRIA.

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cover image ACM Conferences
PaPoC '21: Proceedings of the 8th Workshop on Principles and Practice of Consistency for Distributed Data
April 2021
75 pages
ISBN:9781450383387
DOI:10.1145/3447865
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Publication History

Published: 26 April 2021

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Author Tags

  1. CRDTs
  2. Eventual consistency
  3. Middleware
  4. Reflection
  5. Replication
  6. WebAssembly

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EuroSys '21
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PaPoC '21 Paper Acceptance Rate 10 of 12 submissions, 83%;
Overall Acceptance Rate 34 of 47 submissions, 72%

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EuroSys '25
Twentieth European Conference on Computer Systems
March 30 - April 3, 2025
Rotterdam , Netherlands

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