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A Fault-model-based Debugging Aid for Data Warehouse Applications

机译:基于故障模型的数据仓库应用程序的调试辅助工具

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The paper describes a model-based approach to developing a general tool for localizing faults in applications of data warehouse technology. A model of the application is configured from a library of generic models of standard (types of) modules and exploited by a consistency-based diagnosis algorithm, originally used for diagnosing physical devices. Observing intermediate results can require high efforts or even be impossible, which limits the discriminability between different faults in a sequence of data processing steps. To compensate for this, fault models are used. This becomes a feasible solution for standard modules of a data warehouse application along with a stratification of the data. Fault models capture the potential impact of faults of process steps and data transfer on the data strata as well as on sets of data. Reflecting the nature of the initial symptoms and of the potential checks, these descriptions are stated at a qualitative level. The solution has been validated in customer report generation of a provider of mobile phone services.
机译:本文介绍了一种基于模型的方法,以开发用于数据仓库技术应用中的定位故障的一般工具。应用程序的模型由标准(类型)模块的通用模型库配置,并由最初用于诊断物理设备的基于一致性的诊断算法利用。观察中间结果可能需要高努力甚至不可能,这限制了一系列数据处理步骤中不同故障之间的可怜性。要弥补此,请使用故障模型。这成为数据仓库应用程序的标准模块以及数据分层的可行解决方案。故障模型捕获流程步骤的故障和数据转移故障对数据地层以及数据集的潜在影响。反映初始症状的性质和潜在的检查,这些描述在定性水平上说明。该解决方案已在客户报告生成移动电话服务提供商的生成中验证。

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