PolyBase: Adapting to Data Affinity Changes in Geo-Replicated Database via Row-Level Paxos-Group Affiliation Re-Assignment
Chaoyi Ruan, Yingqiang Zhang, Juncheng Zhang, Cheng Li, Xiaosong Ma, Hao Chen, Jie Zhou, Feifei Li, Xinjun Yang
摘要
Transaction performance in geo-replicated databases heavily relies on the request location: when not issued by the primary region, transactions are forced to involve costly wide-area communication. While existing systems distribute primary roles across regions, such assignment typically occurs at the shard level, making it difficult to align with geographically dispersed access to individual records.
This paper introduces PolyBase, a pioneering architecture to address such misalignment, leveraging the widely adopted Paxos-based log replication mechanisms. It enables flexible row-level consensus group affiliation , which runs on an unchanged Paxos protocol , but dynamically re-assigns database rows between Paxos log replication groups, whose leaders become the primary region, enjoying faster writes and up-to-date versions for reads. With carefully designed data structures and protocols, PolyBase significantly reduces wide-area RTTs without compromising transaction or log replication consistency or reliability guarantees. We implemented PolyBase with optimized re-assignment policies and integrated it into two popular databases (RocksDB and MySQL). Our evaluation on AWS, using a production e-commerce workload and microbench-marks confirms that PolyBase offers significantly higher transaction throughput and lower average/tail latency compared to baselines.
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它引用的顶会 Paper7
- EPaxos RevisitedSarah Tollman, Seo Jin Park, John K. OusterhoutNSDI 2021 · 被引用 48 次
- Zeus: locality-aware distributed transactionsAntonios Katsarakis, Yijun Ma, Zhaowei Tan, Andrew Bainbridge 等EuroSys 2021 · 被引用 20 次
- SwiftPaxos: Fast Geo-Replicated State MachinesFedor Ryabinin, Alexey Gotsman, Pierre SutraNSDI 2024 · 被引用 19 次
- DynaMast: Adaptive Dynamic Mastering for Replicated SystemsMichael Abebe, Brad Glasbergen, Khuzaima DaudjeeICDE 2020 · 被引用 14 次
- Detock: High Performance Multi-region Transactions at ScaleCuong D. T. Nguyen, Johann K. Miller, Daniel J. AbadiSIGMOD 2023 · 被引用 14 次
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