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Abnormal log analysis method and device and electronic equipment

An analysis method and abnormal technology, applied in semantic analysis, electrical digital data processing, instruments, etc., can solve problems such as poor analysis efficiency

Pending Publication Date: 2022-05-24
INDUSTRIAL AND COMMERCIAL BANK OF CHINA
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  • Summary
  • Abstract
  • Description
  • Claims
  • Application Information

AI Technical Summary

Problems solved by technology

[0005] Embodiments of the present invention provide an analysis method, device, and electronic equipment for abnormal logs, so as to at least solve the technical problem of poor analysis efficiency caused by manual analysis of log files in the prior art

Method used

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  • Abnormal log analysis method and device and electronic equipment
  • Abnormal log analysis method and device and electronic equipment
  • Abnormal log analysis method and device and electronic equipment

Examples

Experimental program
Comparison scheme
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Embodiment 1

[0030] According to an embodiment of the present invention, an embodiment of a method for analyzing an exception log is provided. It should be noted that the steps shown in the flowchart of the accompanying drawing may be executed in a computer system such as a set of computer-executable instructions, and , although a logical order is shown in the flowcharts, in some cases steps shown or described may be performed in an order different from that herein.

[0031] figure 1 is a schematic diagram of an optional abnormal log analysis method according to an embodiment of the present invention, such as figure 1 As shown, the method includes the following steps:

[0032] Step S101 , acquiring a pending exception log generated when an exception occurs in the system.

[0033] In step S101, the pending exception log generated when the system is abnormal can be obtained through an application system, a processor, an electronic device, etc. In this embodiment, the aforementioned pending...

Embodiment 2

[0094] According to an embodiment of the present invention, an embodiment of an abnormal log analysis device is provided, wherein: Figure 4 is a schematic diagram of an optional abnormal log analysis device according to an embodiment of the present invention, such as Figure 4 As shown, the device includes:

[0095] An acquisition module 401, configured to acquire a pending exception log generated when an exception occurs in the system;

[0096] The input module 402 is used to input the to-be-processed exception log into the target language model obtained by pre-training to obtain a plurality of first-dimensional vectors, wherein each first-dimensional vector represents the to-be-processed exception log and the to-be-processed exception log corresponding The similarity probability of each sentence pair of , each sentence pair is generated by the combination of the pending exception log and a label interpretation text, and the label interpretation text includes at least the e...

Embodiment 3

[0108] According to another aspect of the embodiments of the present invention, a computer-readable storage medium is also provided, where the computer-readable storage medium includes a stored program, wherein when the program is run, the device where the computer-readable storage medium is located is controlled to execute the above exception log method of analysis.

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Abstract

The invention discloses an abnormal log analysis method and device and electronic equipment. The method relates to the field of artificial intelligence, and comprises the following steps: acquiring a to-be-processed abnormal log generated when a system is abnormal; inputting the to-be-processed abnormal log into a pre-trained target language model to obtain a plurality of first-dimensional vectors; determining a target first-dimensional vector with the maximum similarity probability from the plurality of first-dimensional vectors, and extracting a target label interpretation text from a sentence pair corresponding to the target first-dimensional vector; and taking the target label interpretation text as an analysis result of the to-be-processed abnormal log. The technical problem that in the prior art, the analysis efficiency is poor due to the fact that log files are analyzed in a manual mode is solved.

Description

technical field [0001] The present invention relates to the field of artificial intelligence, and in particular, to a method, device and electronic device for analyzing abnormal logs. Background technique [0002] The system often generates a lot of logs when it is running. Under the background of today's diverse and complex enterprise-level WEB services and big data services, not only various service frameworks are integrated, but there are also various ways to record logs. The log mainly contains two main contents: logical description of system operation and state description of system operation. The logical description of system operation is expressed in natural language that humans can understand. When the system has an error, it describes the events that the system cannot continue to execute, such as what kind of error occurs when calling a module, or when accessing an external interface. Description of what kind of errors, exhaustion of system resources, etc. The st...

Claims

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Application Information

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Patent Type & Authority Applications(China)
IPC IPC(8): G06F40/30G06F40/216G06F40/194G06F11/34
CPCG06F40/30G06F40/216G06F40/194G06F11/3476
Inventor 杨济银
Owner INDUSTRIAL AND COMMERCIAL BANK OF CHINA