ACID遇到CAP定理:两个银行案例研究

Chao Kong, Ming Gao, Weining Qian, Minqi Zhou, Xueqing Gong, Rong Zhang, Aoying Zhou
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引用次数: 4

摘要

在大数据时代,由于分支机构分布、需求大、运营支出大等原因,我们的交易处理系统可能会采用分布式架构。根据CAP定理,与ACID属性相关联的事务处理系统在分布式体系结构中无法很好地工作。解决如何在银行的可用性和分区容忍度之间做出权衡是必不可少的,因为它有利于分布式系统的一致性。在本研究中,我们进行了两个案例研究,使用从中国一家银行收集的两个交易日志来解决这个问题。我们主要分析了表的依赖性和表的并发性,发现(1)与ACID属性相关的数据库系统中数据的分区是困难的(2)用于更新事务的内存架构可能是构建事务处理系统的一种替代方案。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
ACID Encountering the CAP Theorem: Two Bank Case Studies
In the era of big data, we may adopt the distributed architecture for a transaction processing system due to some reasons, including distributed branches, heavy demand and operational expenditure, etc. In terms of the CAP Theorem, a transaction processing system associated with ACID properties is infeasible to work well in the distributed architecture. It is indispensable to address how to make a trade-off between availability and partition tolerance for a bank as it favors the consistency in the distributed system. In this research, we conduct two case studies to address the question using two transaction logs collected from a bank in China. We mainly analyze the table dependency and the table concurrency, and find that (1) it is arduous to partition the data in the database system associated with ACID properties, (2) in-memory architecture for updating transactions may be an alternative for building a transaction processing system.
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