Automatic monitoring method and device, terminal equipment and computer storage medium

Abstract

The invention discloses an automatic monitoring method and device, terminal equipment and a computer storage medium. The method comprises the following steps: making a service provided by a monitoringsystem into a Docker mirror image package and an application template, and deploying the monitoring system into a Kubernetes platform based on the Docker mirror image package and the application template; monitoring a new application deployed on the Kubernetes platform, and when the new application is provided with a metrics interface, registering the new application into Prometheus of a monitoring system so as to start a monitoring service for the new application; acquiring monitoring data acquired by Prometheus, and inputting the monitoring data into the trained machine learning model to obtain an alarm judgment result. According to the invention, cloud native and Kubernetes technologies are utilized, and a machine learning model is combined to realize automatic discovery and registration of monitoring services and automatic learning of monitoring thresholds, so that the method can adapt to environment automatic alarm; the work of operation and maintenance personnel is reduced, andthe change of application deployment is better adapted.

Description

technical field [0001] The invention belongs to the technical field of cloud computing, and relates to automatic discovery, monitoring and operation and maintenance of services based on Kubernetes technology, and more specifically, relates to an automatic monitoring method, device, terminal equipment and computer storage medium based on Kubernetes. Background technique [0002] Kubernetes originated from Google's internal Borg project. After being rewritten by Google in Go language, it was named Kubernetes and was open sourced in June 2014. Since its open source, Kubernetes has risen rapidly with the joint efforts of many manufacturers and open source enthusiasts, and has grown into a de facto standard in the field of container management today. Kubernetes has greatly promoted the development of the cloud-native field, and is known as a technology that will affect cloud computing in the next 10 years. Now that Kubernetes is mentioned in the container circle, it can be said t...

AI Technical Summary

Problems solved by technology

[0008] Aiming at at least one defect or improvement requirement of the prior art, the present invention provides an automatic monitoring method, device, terminal equipment and computer storage medium, using cloud native and Kubernetes related technologies, combined with machine learning models, to realize the automatic monitoring service Discover and register, and automatically learn the monitoring threshold, so that it can adapt to the environment and automatically alarm; its purpose is to solve the problem that the existing service monitoring system has a low degree of automation, relies heavily on operation and maintenance personnel, and consumes a lot of manpower and material resources

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