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LEARNING BASED INCIDENT OR DEFECT RESOLUTION, AND TEST GENERATION

机译:基于学习的突发事件或缺陷解决方案以及测试生成

摘要

In some examples, learning based incident or defect resolution, and test generation may include ascertaining historical log data that includes incident or defect log data associated with operation of a process, and generating, based on the historical log data, step action graphs. Based on grouping of the step action graphs with respect to different incident and defect tickets, an incident and defect action graph may be generated to further generate a machine learning model. Based on an analysis of the machine learning model with respect to a new incident or defect, an output that includes a sequence of actions may be generated to reproduce, for the new incident, steps that result in the new incident, reproduce, for the new defect, an error that results in the new defect, identify a root cause of the new incident or defect, and/or resolve the new incident or defect.
机译:在一些示例中,基于学习的事件或缺陷解决方案以及测试生成可以包括:确定历史日志数据,该历史日志数据包括与过程的操作相关联的事件或缺陷日志数据;以及基于该历史日志数据,生成步骤动作图。基于针对不同的事故单和缺陷单的阶梯动作图的分组,可以生成事故和缺陷动作图以进一步生成机器学习模型。基于针对新事件或缺陷的机器学习模型的分析,可以生成包括一系列动作的输出,以针对新事件再现导致新事件的步骤,为新事件再现缺陷,导致新缺陷的错误,确定新事件或缺陷的根本原因和/或解决新事件或缺陷的错误。

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