Log anomaly monitoring method and device, equipment and storage medium

The embodiment of the invention relates to the technical field of Internet, and discloses a log anomaly monitoring method, which comprises the following steps of: periodically collecting original log data of each network element; performing monitoring statistics on the original log data according to a preset monitoring rule to obtain log monitoring data; warning abnormal data in the monitoring log data through a preset warning rule to obtain a log warning list; and performing log quantity time sequence anomaly detection on each network element in the log alarm list according to the log quantity time sequence anomaly detection model to obtain an abnormal network element. By means of the mode, the effect of effectively improving the accuracy of log anomaly detection is achieved. 本发明实施例涉及互联网技术领域，公开了一种日志异常监控方法，该方法包括：周期性地采集各个网元的原始日志数据；对所述原始日志数据按照预设的监测规则进行监测统计，得到日志监测数据；通过预设的告警规则对所述监测日志数据中的异常数据进行告警，得到日志告警清单；对日志告警清单中的每一个网元根据日志量时间序列异常检测模型进行日志量时间序列异常检测，得到异常网元。通过上述方式，本发明实施例实现了有效提高日志异常检测的准确性的效果。