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System and method for rule-driven constraint-based generation of domain-specific data sets

机译:用于规则驱动的基于约束的领域特定数据集生成的系统和方法

摘要

A data generation system provides for generating domain-specific, context-sensitive data collections as synthetic data for testing the performance of data processing systems. Within the data generation system, a composition module defines a data generation template containing a plurality of fields each capable of holding one or more values according to specifications defined for predetermined data types. An evaluation module sorts the fields in an order of dependency so that fields whose values affect the values in other of the fields are ordered before the fields whose values are affected by values in other fields. A data generation module populates the fields with values and retrieves a subset of the values populating the plurality of fields for generating each of a plurality of data sets, which are written into memory and made accessible for use in testing data processing systems.
机译:数据生成系统提供了生成特定于领域,上下文相关的数据集合作为合成数据的功能,以测试数据处理系统的性能。在数据生成系统中,合成模块定义了一个数据生成模板,其中包含多个字段,每个字段都可以根据为预定数据类型定义的规范保存一个或多个值。评估模块按相关性对字段进行排序,以便其值影响其他字段中值的字段在其值受其他字段中值影响的字段之前排序。数据生成模块用值填充字段,并检索填充在多个字段中的值的子集,以生成多个数据集中的每个数据集,这些数据集被写入内存并可以访问以用于测试数据处理系统。

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