NoSQL数据库一致性特征估计模型

A. Burdakov, Y. Grigorev, A. Ploutenko, Eugene Ttsviashchenko
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引用次数: 6

摘要

本文考虑NoSQL数据库复制问题。它分析了N、W、R复制参数对数据库记录副本一致性特征的影响(N—一条记录的副本总数,W—向数据库执行写操作的副本数量,R—从数据库执行记录读操作的副本数量)。它描述了一个开发的最终一致性模型(W+R≤N),获得了在N-W个副本更新过程中至少会有一个未更新副本的读请求的概率估计。本文还提出了NoSQL数据库中副本的强一致性模型,该模型允许估计读取请求完成记录更新的随机等待时间。它描述了在云中进行模型校准及其验证的实验的准备和执行过程。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Estimation Models for NoSQL Database Consistency Characteristics
This article considers NoSQL database replication problems. It analyzes the influence of the N, W, R replication parameters on the consistency characteristics of database record replicas (N -- the total number of one record's replicas, W -- number of replicas for write operation execution into a database, R -- number of replicas for record read operation execution from a database). It describes a developed model for eventual consistency (W+R ≤ N), obtaining probability estimate that during the process of N-W replica updates there will be at least one read request out of non-updated replicas. It also proposes a model for strong consistency of the replicas in NoSQL databases, which allows for estimation of random wait time of the read request for the record update completion. It describes the process for preparation and execution of experiments in the cloud for model calibration and its validation.
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