A Hybrid Partitioning Strategy for NewSQL Databases: The VoltDB Case

G. A. Schreiner, Denio Duarte, Guilherme Dal Bianco, R. Mello
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引用次数: 3

Abstract

Several application domains deal with the management of massive data volumes and thousands of OLTP transactions per second. Traditional relational databases cannot cope with these requirements. NewSQL is a new generation of databases that provides both high scalability and availability and ACID properties support. Besides, it is a promising solution to handle these application data management needs. Although data partitioning is an essential feature for tuning relational databases, stills an open issue for NewSQL systems. In this paper, we propose a hybrid partitioning approach for NewSQL databases that allows the user to define the vertical and horizontal data partitions. In order to determine what site will store each data fragment, we propose a hash function that considers schema information and data access statistics. Our experimental evaluation compares our hybrid VoltDB version against the standard VoltDB. The results highlight that our strategy increases the number of single-site transactions from 37% to 76%.
NewSQL数据库的混合分区策略:以voldb为例
有几个应用程序域处理大量数据量和每秒数千个OLTP事务的管理。传统的关系数据库无法满足这些需求。NewSQL是新一代数据库,它提供了高可伸缩性和可用性,并支持ACID属性。此外,它是处理这些应用程序数据管理需求的一个有前途的解决方案。尽管数据分区是调优关系数据库的基本特性,但对于NewSQL系统来说仍然是一个未解决的问题。在本文中,我们为NewSQL数据库提出了一种混合分区方法,允许用户定义垂直和水平数据分区。为了确定哪个站点将存储每个数据片段,我们提出了一个考虑模式信息和数据访问统计信息的哈希函数。我们的实验评估将我们的混合voldb版本与标准voldb进行了比较。结果突出表明,我们的策略将单站点交易的数量从37%增加到76%。
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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