Computer-Assisted Query Formulation

Alvin Cheung, Armando Solar-Lezama
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引用次数: 10

Abstract

Database management systems DBMS typically provide an applicationprogramming interface for users to issue queries using querylanguages such as SQL. Many such languages were originally designedfor business data processing applications. While these applications arestill relevant, two other classes of applications have become importantusers of data management systems: a web applications that issuequeries programmatically to the DBMS, and b data analytics involvingcomplex queries that allow data scientists to better understand theirdatasets. Unfortunately, existing query languages provided by databasemanagement systems are often far from ideal for these application domains.In this tutorial, we describe a set of technologies that assist users inspecifying database queries for different application domains. The goalof such systems is to bridge the gap between current query interfacesprovided by database management systems and the needs of differentusage scenarios that are not well served by existing query languages.We discuss the different interaction modes that such systems provideand the algorithms used to infer user queries. In particular, we focuson a new class of systems built using program synthesis techniques,and furthermore discuss opportunities in combining synthesis and othermethods used in prior systems to infer user queries.
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计算机辅助查询公式
数据库管理系统DBMS通常为用户提供一个应用程序编程接口,使用户使用查询语言(如SQL)发出查询。许多这样的语言最初是为业务数据处理应用程序设计的。虽然这些应用程序仍然是相关的,但另外两类应用程序已经成为数据管理系统的重要用户:以编程方式向DBMS发出查询的web应用程序和涉及复杂查询的数据分析应用程序,这些查询允许数据科学家更好地理解他们的数据集。不幸的是,数据库管理系统提供的现有查询语言对于这些应用程序领域来说往往并不理想。在本教程中,我们描述了一组帮助用户为不同的应用程序域指定数据库查询的技术。这种系统的目标是弥合数据库管理系统提供的当前查询接口与现有查询语言无法很好地满足不同使用场景的需求之间的差距。我们讨论了这些系统提供的不同交互模式以及用于推断用户查询的算法。特别地,我们关注使用程序合成技术构建的一类新系统,并进一步讨论将合成和先前系统中使用的其他方法相结合以推断用户查询的机会。
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