DBSP: Incremental Computation on Streams and Its Applications to Databases

Mihai Budiu, Tej Chajed, Frank McSherry, Leonid Ryzhyk, V. Tannen
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Abstract

We describe DBSP, a framework for incremental computation. Incremental computations repeatedly evaluate a function on some input values that are "changing". The goal of an efficient implementation is to "reuse" previously computed results. Ideally, when presented with a new change to the input, an incremental computation should only perform work proportional to the size of the changes of the input, rather than to the size of the entire dataset.
DBSP:流上的增量计算及其在数据库中的应用
我们描述了增量计算框架 DBSP。增量计算对一些 "不断变化 "的输入值反复评估一个函数。高效实现的目标是 "重复使用 "之前计算的结果。理想情况下,当输入值出现新变化时,增量计算只需执行与输入值变化大小成比例的工作,而不是与整个数据集大小成比例的工作。
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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