TiQuE: Improving the Transactional Performance of Analytical Systems for True Hybrid Workloads

Nuno Faria, J. Pereira, A. Alonso, R. Vilaça, Yunus Koning, N. Nes
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Abstract

Transactions have been a key issue in database management for a long time and there are a plethora of architectures and algorithms to support and implement them. The current state-of-the-art is focused on storage management and is tightly coupled with its design, leading, for instance, to the need for completely new engines to support new features such as Hybrid Transactional Analytical Processing (HTAP). We address this challenge with a proposal to implement transactional logic in a query language such as SQL. This means that our approach can be layered on existing analytical systems but that the retrieval of a transactional snapshot and the validation of update transactions runs in the server and can take advantage of advanced query execution capabilities of an optimizing query engine. We demonstrate our proposal, TiQuE, on MonetDB and obtain an average 500x improvement in transactional throughput while retaining good performance on analytical queries, making it competitive with the state-of-the-art HTAP systems.
TiQuE:为真正的混合工作负载提高分析系统的事务性能
长期以来,事务一直是数据库管理中的一个关键问题,有大量的体系结构和算法来支持和实现它们。当前最先进的技术主要集中在存储管理上,并与其设计紧密结合,例如,导致需要全新的引擎来支持混合事务分析处理(HTAP)等新功能。我们建议用查询语言(如SQL)实现事务逻辑来解决这个挑战。这意味着我们的方法可以在现有的分析系统上分层,但是事务快照的检索和更新事务的验证在服务器上运行,并且可以利用优化查询引擎的高级查询执行功能。我们在MonetDB上演示了我们的建议,TiQuE,并在事务吞吐量方面平均提高了500倍,同时在分析查询方面保持了良好的性能,使其与最先进的HTAP系统相竞争。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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