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System and method for automated and adaptive threshold setting to separately control false positive and false negative performance prediction errors

机译:用于自动和自适应阈值设置以分别控制误报和误报性能预测错误的系统和方法

摘要

Managing a computer system including automatically adjusting two separate component thresholds (a component threshold pair) based on a statistical model. Specifically, a first component threshold is modeled to predict violations of an SLO based on a violation of the first component threshold and a second, separate component threshold is modeled to predict a non-violation (compliance) of an SLO based on a non-violation of the second component threshold. Over time, the values of the component thresholds may change and one component threshold may be greater than the other component threshold at one time, and vice versa at another time. A component metric reading between the first and second component thresholds indicates that a prediction of an SLO violation or compliance is less certain, and a warning may be issued rather than an alert.
机译:管理计算机系统,包括基于统计模型自动调整两个单独的组件阈值(一个组件阈值对)。具体地,第一成分阈值被建模以基于对第一成分阈值的违反来预测SLO的违反,并且第二分离成分阈值被建模以基于非违规来预测SLO的非违反(依从性)第二个成分阈值。随着时间的流逝,分量阈值的值可能会发生变化,并且一个分量阈值可能一次大于另一个分量阈值,反之亦然。在第一和第二组件阈值之间的组件度量读数表示对SLO违反或合规性的预测不太确定,并且可以发出警告而不是警报。

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