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Micro-service state detection method, model training method, equipment and storage medium

A state detection and micro-service technology, applied in the Internet field, can solve the problem of low stability of micro-service system operation

Pending Publication Date: 2021-07-30
JINGDONG TECH HLDG CO LTD
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  • Summary
  • Abstract
  • Description
  • Claims
  • Application Information

AI Technical Summary

Problems solved by technology

The above solutions can only be captured when the microservice is abnormal, and the stability of the microservice system is not high

Method used

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  • Micro-service state detection method, model training method, equipment and storage medium
  • Micro-service state detection method, model training method, equipment and storage medium
  • Micro-service state detection method, model training method, equipment and storage medium

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Embodiment Construction

[0076] In order to make the purposes, technical solutions and advantages of the embodiments of the present application clearer, the technical solutions in the embodiments of the present application will be clearly and completely described below in conjunction with the drawings in the embodiments of the present application. Obviously, the described embodiments It is a part of the embodiments of this application, not all of them. Based on the embodiments in this application, all other embodiments obtained by persons of ordinary skill in the art without creative efforts fall within the protection scope of this application.

[0077] The terms "first", "second" and the like in the description, claims, and above-mentioned drawings of the embodiments of the present application are used to distinguish similar objects, and are not necessarily used to describe a specific sequence or sequence. It is to be understood that the data so used are interchangeable under appropriate circumstance...

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Abstract

The invention provides a micro-service state detection method, a model training method, equipment and a storage medium, and the method comprises the steps: obtaining a plurality of index parameters of a micro-service for each micro-service under a micro-service architecture, inputting the plurality of index parameters to a micro-service state detection model, obtaining a detection result used for indicating whether the micro-service is abnormal, wherein the micro-service state detection model is obtained by training a back-propagation neural network model. The micro-service state detection model of the embodiment is used for predicting the health state of the current micro-service, and the prediction function of the health state of the micro-service is realized by analyzing multiple index parameters of the current micro-service, so that abnormal micro-services are isolated in advance, the stability and continuity of the whole application or service are ensured, and the service quality of the system is effectively improved.

Description

technical field [0001] The present application relates to the field of Internet technologies, and in particular to a microservice state detection method, a model training method, equipment and storage media. Background technique [0002] With the development of new technologies such as mobile Internet, Internet of Things, cloud computing, and big data, data is growing explosively, and traditional architecture models can no longer meet application requirements. Microservice architecture, as a lightweight cloud service solution, can It effectively reduces the coupling between business modules and improves the flexibility of system development, which has been widely used. [0003] The microservice architecture divides a large complex application or service into many loosely coupled and independently deployable smaller components or services, which can scale individual components rather than the entire application stack to meet the service level agreement SLA. With the increasi...

Claims

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Application Information

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IPC IPC(8): G06F11/30G06K9/62G06N3/08
CPCG06F11/3006G06F11/3055G06N3/084G06F18/2135G06F18/214
Inventor 王乙庚
Owner JINGDONG TECH HLDG CO LTD
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