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Cloud platform abnormal log analysis method

An analysis method and cloud platform technology, applied in the computer field, can solve problems such as time-consuming and unable to ensure the smooth operation of the platform in time, and achieve the effects of saving time, avoiding manual labeling, and improving efficiency

Pending Publication Date: 2021-04-20
SHANDONG LANGCHAO YUNTOU INFORMATION TECH CO LTD
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Problems solved by technology

The traditional way of handling system faults is to manually analyze the cause of the fault after a system fault alarm is issued. Since the cloud platform is integrated by a large number of components, there are various reasons for platform exceptions, and the daily log information is very large. When a problem occurs on the platform , the operation and maintenance personnel need to locate the problem in a large number of logs, and it will take a lot of time to analyze the logs, and if it is an urgent fault, the smooth operation of the platform cannot be guaranteed in time

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  • Cloud platform abnormal log analysis method

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Embodiment Construction

[0032] The present invention will be further described below in conjunction with accompanying drawing and specific embodiment, so that those skilled in the art can better understand the present invention and can be implemented, but the embodiment given is not as the limitation of the present invention, in the case of no conflict Next, the embodiments of the present invention and the technical features in the embodiments can be combined with each other.

[0033] It should be understood that in the description of the embodiments of the present invention, words such as "first" and "second" are only used to distinguish the purpose of description, and cannot be understood as indicating or implying relative importance, nor can they be understood as indicating or imply order. "Multiple" in the embodiments of the present invention refers to two or more.

[0034] The term "and / or" in the embodiment of the present invention is only an association relationship describing associated obje...

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Abstract

The invention discloses a cloud platform abnormal log analysis method. The method comprises the following steps of S1, collecting historical operation logs of a cloud platform and performing preprocessing; s2, converting the obtained historical log content into digital vector representation; s3, clustering division is carried out on the logs represented by the digital vectors; s4, constructing a deep neural network to learn the encoded log; and S5, analyzing the newly generated log by using the trained deep neural network to obtain alarm information, tracing the alarm information, and judging a fault point. According to the invention, the historical logs are learned by constructing the deep neural network, and then the trained deep neural network is applied to the analysis of the existing logs, so that the possible faults in the cloud platform operation process can be pre-warned by analyzing the generated log content. The abnormity in cloud parallel operation can be positioned and solved in advance, and the operation stability of the cloud platform is improved.

Description

technical field [0001] The invention relates to the field of computer technology, in particular to a cloud platform abnormal log analysis method. Background technique [0002] The cloud platform log reflects the running status of the cloud platform and records the activity logs of specific components in the platform. Based on the abnormal detection of the cloud platform log, it is of great significance to the safe and stable operation of the cloud platform. The traditional way of handling system faults is to manually analyze the cause of the fault after a system fault alarm is issued. Since the cloud platform is integrated by a large number of components, there are various reasons for platform exceptions, and the daily log information is very large. When a problem occurs on the platform , the operation and maintenance personnel need to locate the problem in a large number of logs, and it will take a lot of time to analyze the logs, and if it is an urgent failure, the smooth ...

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Application Information

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Patent Type & Authority Applications(China)
IPC IPC(8): G06F11/07G06F16/18G06F16/31G06F16/35G06F40/289G06K9/62G06N3/04G06N3/08
Inventor 邓博张晖高传集于沈课李珂
Owner SHANDONG LANGCHAO YUNTOU INFORMATION TECH CO LTD
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