CN117459387A - Log data analysis method and system - Google Patents

Log data analysis method and system Download PDF

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Publication number
CN117459387A
CN117459387A CN202311523992.1A CN202311523992A CN117459387A CN 117459387 A CN117459387 A CN 117459387A CN 202311523992 A CN202311523992 A CN 202311523992A CN 117459387 A CN117459387 A CN 117459387A
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China
Prior art keywords
data
log
analysis
component
configuration
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CN202311523992.1A
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Inventor
宁杰
吴险峰
陈希
周雨微
雷硕
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China Construction Bank Corp
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China Construction Bank Corp
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Priority to CN202311523992.1A priority Critical patent/CN117459387A/en
Publication of CN117459387A publication Critical patent/CN117459387A/en
Pending legal-status Critical Current

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    • H—ELECTRICITY
    • H04—ELECTRIC COMMUNICATION TECHNIQUE
    • H04L—TRANSMISSION OF DIGITAL INFORMATION, e.g. TELEGRAPHIC COMMUNICATION
    • H04L41/00—Arrangements for maintenance, administration or management of data switching networks, e.g. of packet switching networks
    • H04L41/08—Configuration management of networks or network elements
    • H04L41/0803—Configuration setting
    • H—ELECTRICITY
    • H04—ELECTRIC COMMUNICATION TECHNIQUE
    • H04L—TRANSMISSION OF DIGITAL INFORMATION, e.g. TELEGRAPHIC COMMUNICATION
    • H04L41/00—Arrangements for maintenance, administration or management of data switching networks, e.g. of packet switching networks
    • H04L41/06—Management of faults, events, alarms or notifications
    • H04L41/069—Management of faults, events, alarms or notifications using logs of notifications; Post-processing of notifications
    • H—ELECTRICITY
    • H04—ELECTRIC COMMUNICATION TECHNIQUE
    • H04L—TRANSMISSION OF DIGITAL INFORMATION, e.g. TELEGRAPHIC COMMUNICATION
    • H04L43/00—Arrangements for monitoring or testing data switching networks
    • H04L43/02—Capturing of monitoring data
    • H—ELECTRICITY
    • H04—ELECTRIC COMMUNICATION TECHNIQUE
    • H04L—TRANSMISSION OF DIGITAL INFORMATION, e.g. TELEGRAPHIC COMMUNICATION
    • H04L43/00—Arrangements for monitoring or testing data switching networks
    • H04L43/04—Processing captured monitoring data, e.g. for logfile generation
    • Y—GENERAL TAGGING OF NEW TECHNOLOGICAL DEVELOPMENTS; GENERAL TAGGING OF CROSS-SECTIONAL TECHNOLOGIES SPANNING OVER SEVERAL SECTIONS OF THE IPC; TECHNICAL SUBJECTS COVERED BY FORMER USPC CROSS-REFERENCE ART COLLECTIONS [XRACs] AND DIGESTS
    • Y02—TECHNOLOGIES OR APPLICATIONS FOR MITIGATION OR ADAPTATION AGAINST CLIMATE CHANGE
    • Y02D—CLIMATE CHANGE MITIGATION TECHNOLOGIES IN INFORMATION AND COMMUNICATION TECHNOLOGIES [ICT], I.E. INFORMATION AND COMMUNICATION TECHNOLOGIES AIMING AT THE REDUCTION OF THEIR OWN ENERGY USE
    • Y02D10/00—Energy efficient computing, e.g. low power processors, power management or thermal management

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  • Engineering & Computer Science (AREA)
  • Computer Networks & Wireless Communication (AREA)
  • Signal Processing (AREA)
  • Data Mining & Analysis (AREA)
  • Debugging And Monitoring (AREA)

Abstract

The embodiment of the invention provides a method and a system for analyzing log data, wherein the method comprises the following steps: the unified management display component acquires configuration data, and the configuration data indicates a collection mode of log data; the unified management display component sends the configuration data to the configuration issuing component so as to send the configuration data to a plurality of log analysis platforms through the configuration issuing component; each log analysis platform in the plurality of log analysis platforms collects corresponding log data according to the configuration data. The invention solves the problem of higher complexity of log data analysis by a plurality of log analysis platforms.

Description

Log data analysis method and system
Technical Field
The embodiment of the invention relates to the field of communication, in particular to a method and a system for analyzing log data.
Background
In the big data age, as the data volume is continuously increased, the scale of storage and computing clusters is gradually increased, and log data is scattered on different devices.
The current log analysis platform has various architecture types to meet different data analysis scenes, and various log analysis platforms can be used for collecting and analyzing data for large enterprises, so that omnibearing monitoring is realized. Such as a traditional ELK log analysis platform, a containerized log analysis platform suitable for container log data acquisition, a transaction log data acquisition analysis platform, a rapid abnormal log monitoring platform and the like.
The existence of multiple platforms enables users to be familiar with the configuration and application methods of each platform, so that in order to meet the requirement of log data analysis under multiple scenes, different log analysis platforms adopt different architecture modes and processing methods, so that data among different platforms cannot be shared and analyzed, and meanwhile, the acquired configuration information has larger difference, and independent configuration is required for different platforms. If abnormal information exists, the data of a plurality of platforms are required to be manually retrieved and integrated for analysis, so that the learning cost and analysis complexity of a user are greatly improved.
There is currently no effective solution to the above problems.
Disclosure of Invention
The embodiment of the invention provides a method and a system for analyzing log data, which at least solve the problem of high complexity of analysis of the log data by a plurality of log analysis platforms in the related technology.
According to an embodiment of the present invention, there is provided a method of analyzing log data, including: the unified management display component acquires configuration data, wherein the configuration data indicates a collection mode of log data; the unified management display component sends the configuration data to a configuration issuing component so as to send the configuration data to a plurality of log analysis platforms through the configuration issuing component; each of the plurality of log analysis platforms collects corresponding log data according to the configuration data.
In an exemplary embodiment, the unified management presentation component sends the configuration data to a configuration issuing component to send the configuration data to a plurality of log analysis platforms through the configuration issuing component, including: the configuration issuing component supplements the configuration data to obtain the supplemented configuration data; and the configuration issuing component sends the supplemented configuration data to the corresponding log analysis platform according to the labels of the log analysis platforms.
In an exemplary embodiment, each of the log analysis platforms in the plurality of log analysis platforms collects corresponding log data according to the configuration data, including: the log analysis platform analyzes the supplemented configuration data to obtain acquisition configuration information; and the log analysis platform sends the acquisition configuration information to a corresponding physical server so as to acquire the log data through the physical server.
In an exemplary embodiment, the method further comprises: the physical server sends the collected log data to a corresponding log analysis platform; the log analysis platform analyzes the log data to obtain an analysis result; the log analysis platform stores the analysis results in a data storage component.
In one exemplary embodiment, the method further comprises: the unified management display component obtains a query request of a user, wherein the query request is used for requesting to query analysis results of a plurality of log analysis platforms on log data; the unified management display component sends the query request to a data analysis component so as to acquire analysis results of the log data by each log analysis platform through the data analysis component; and the unified management display component displays the analysis results of the log data by the log analysis platforms.
In an exemplary embodiment, the unified management presentation component sends the query request to a data analysis component to obtain, by the data analysis component, an analysis result of the log data by each log analysis platform, including: the data analysis component splits the query request to obtain a plurality of query tasks; the data analysis component sends each query task of the plurality of query tasks to a corresponding log analysis platform; the data analysis component obtains analysis results of the log data by the log analysis platforms.
In an exemplary embodiment, the unified management presentation component presents the analysis result of the log data by the log analysis platform, including: the data analysis component integrates analysis results of the log data by the log analysis platforms to obtain an integration result; and the data analysis component sends the integration result to the unified management display component so as to display the integration result on the unified management display component.
According to another embodiment of the present invention, there is provided an analysis system of log data including: the unified management display component is used for acquiring configuration data and sending the configuration data to the configuration issuing component so as to send the configuration data to a plurality of log analysis platforms through the configuration issuing component, wherein the configuration data indicates a collection mode of log data; the log analysis platform is used for acquiring corresponding log data according to the configuration data; the configuration issuing component is used for supplementing the configuration data to obtain supplemented configuration data, and the supplemented configuration data is sent to the corresponding log analysis platform according to the labels of the log analysis platforms; the unified management display component is further used for acquiring a query request of a user, and sending the query request to the data analysis component so as to acquire analysis results of the log data by each log analysis platform through the data analysis component, wherein the query request is used for requesting to query the analysis results of the log data by a plurality of log analysis platforms; the unified management display component is also used for displaying the analysis results of the log data by the log analysis platforms; the data analysis component is used for splitting the query request to obtain a plurality of query tasks; transmitting each of the plurality of query tasks to a corresponding log analysis platform; and obtaining analysis results of the log data by each log analysis platform.
According to yet another embodiment of the present invention, there is also provided a computer-readable storage medium having stored therein a computer program, wherein the computer program when executed by a processor implements the steps of the method as described in any of the above.
According to a further embodiment of the invention, there is also provided an electronic device comprising a memory having stored therein a computer program and a processor arranged to run the computer program to perform the steps of any of the method embodiments described above.
According to the invention, the unified management display component acquires the configuration data, wherein the configuration data indicates the acquisition mode of log data; the unified management display component sends the configuration data to the configuration issuing component so as to send the configuration data to a plurality of log analysis platforms through the configuration issuing component; each log analysis platform in the plurality of log analysis platforms collects corresponding log data according to the configuration data. The purpose of realizing unified storage analysis of the log data for the plurality of log analysis platforms is achieved, so that the problem that the complexity of the plurality of log analysis platforms to the log data analysis is high can be solved, and the effect of reducing the complexity of the plurality of log analysis platforms to the log data analysis is achieved.
Drawings
FIG. 1 is a schematic diagram of an architecture of a log data analysis system according to an embodiment of the present invention;
fig. 2 is a flowchart of a method of analyzing log data according to an embodiment of the present invention.
Detailed Description
Embodiments of the present invention will be described in detail below with reference to the accompanying drawings in conjunction with the embodiments.
It should be noted that the terms "first," "second," and the like in the description and the claims of the present invention and the above figures are used for distinguishing between similar objects and not necessarily for describing a particular sequential or chronological order.
In this embodiment, a system for analyzing log data is provided, as shown in fig. 1, which is a schematic architecture diagram of a system for analyzing log data according to an embodiment of the present invention, including: a unified management presentation component, a data analysis component, a configuration issuing component, a plurality of log analysis platforms (log analysis platform 1, log analysis platform 2, and log analysis platform 3 in fig. 1 are merely examples, the number of specific log analysis platforms may be determined according to actual situations), physical servers (the number of physical servers in fig. 1 is merely an example, and the number of specific physical servers may be determined according to actual situations), wherein,
the unified management display component is used for acquiring configuration data and sending the configuration data to the configuration issuing component so as to send the configuration data to a plurality of log analysis platforms through the configuration issuing component, wherein the configuration data indicates a collection mode of log data;
the log analysis platform is used for acquiring corresponding log data according to the configuration data;
the configuration issuing component is used for supplementing the configuration data to obtain supplemented configuration data, and the supplemented configuration data is sent to the corresponding log analysis platform according to the labels of the log analysis platforms;
the unified management display component is further used for acquiring a query request of a user, and sending the query request to the data analysis component so as to acquire analysis results of the log data by each log analysis platform through the data analysis component, wherein the query request is used for requesting to query the analysis results of the log data by a plurality of log analysis platforms;
the unified management display component is also used for displaying the analysis results of the log data by the log analysis platforms;
the data analysis component is used for splitting the query request to obtain a plurality of query tasks; transmitting each of the plurality of query tasks to a corresponding log analysis platform; and obtaining analysis results of the log data by each log analysis platform.
In this embodiment, there is provided a method for analyzing log data applied to the above system, and fig. 2 is a flowchart of a method for analyzing log data according to an embodiment of the present invention, as shown in fig. 2, the flowchart includes the following steps:
step S202, a unified management display component acquires configuration data, wherein the configuration data indicates a collection mode of log data;
step S204, the unified management display component sends the configuration data to a configuration issuing component so as to send the configuration data to a plurality of log analysis platforms through the configuration issuing component;
step S206, each log analysis platform in the plurality of log analysis platforms collects corresponding log data according to the configuration data.
In an exemplary embodiment, the unified management presentation component sends the configuration data to a configuration issuing component to send the configuration data to a plurality of log analysis platforms through the configuration issuing component, including: the configuration issuing component supplements the configuration data to obtain the supplemented configuration data; and the configuration issuing component sends the supplemented configuration data to the corresponding log analysis platform according to the labels of the log analysis platforms.
In an exemplary embodiment, each of the log analysis platforms in the plurality of log analysis platforms collects corresponding log data according to the configuration data, including: the log analysis platform analyzes the supplemented configuration data to obtain acquisition configuration information; and the log analysis platform sends the acquisition configuration information to a corresponding physical server so as to acquire the log data through the physical server.
In an exemplary embodiment, the method further comprises: the physical server sends the collected log data to a corresponding log analysis platform; the log analysis platform analyzes the log data to obtain an analysis result; the log analysis platform stores the analysis results in a data storage component.
In one exemplary embodiment, the method further comprises: the unified management display component obtains a query request of a user, wherein the query request is used for requesting to query analysis results of a plurality of log analysis platforms on log data; the unified management display component sends the query request to a data analysis component so as to acquire analysis results of the log data by each log analysis platform through the data analysis component; and the unified management display component displays the analysis results of the log data by the log analysis platforms.
In an exemplary embodiment, the unified management presentation component sends the query request to a data analysis component to obtain, by the data analysis component, an analysis result of the log data by each log analysis platform, including: the data analysis component splits the query request to obtain a plurality of query tasks; the data analysis component sends each query task of the plurality of query tasks to a corresponding log analysis platform; the data analysis component obtains analysis results of the log data by the log analysis platforms.
In an exemplary embodiment, the unified management presentation component presents the analysis result of the log data by the log analysis platform, including: the data analysis component integrates analysis results of the log data by the log analysis platforms to obtain an integration result; and the data analysis component sends the integration result to the unified management display component so as to display the integration result on the unified management display component.
For a complete log analysis platform, it is common to include the following:
and (3) data collection: collecting log data (flume, filebeat, fluentd) from a plurality of sources by the plug-in;
data caching: caching (kafka, redis) of log data;
and (3) data processing: analysis and calculation of log data and analysis of abnormal data (flink, spark, hadoop);
and (3) data storage: storing (elasticsearch, hbase) log data;
data presentation: analysis and presentation of log data (kibana, graylog);
according to the method and the system, the public integration component is introduced, so that the multi-platform data are integrated and analyzed, the multi-platform data are uniformly displayed, meanwhile, corresponding configuration information is automatically generated through different platforms based on a mode of collecting, configuring, analyzing and learning, and uniform configuration management is realized.
The unified management display component displays unified management of the integrated log data analysis result and the acquisition configuration for the user. The configuration issuing request initiated by the unified management display component is shunted to different log analysis platforms through the configuration issuing component, and the log analysis platforms complete the issuing of the acquisition and analysis tasks according to the configuration data. And the log data of the physical server are reported to different log analysis platforms according to the configuration data, and are stored in respective data storage components after being processed and analyzed. The data analysis component performs integrated analysis by extracting data in different log analysis platforms, and the analysis results are uniformly displayed by the uniform management display component.
Taking analysis of log data under a certain business application as an example, the unified management and integration display scheme of the multi-log analysis platform data is as follows:
the user completes filling of key configuration data such as corresponding log acquisition paths, acquisition hosts, acquisition periods, acquisition operating systems, log analysis platform labels and the like under service application through the unified management display component, the configuration data is issued to the configuration issuing component, and the configuration issuing component supplements the data according to the stored configuration modes (such as resource types or labeling and the like) of each log analysis platform to form the supplemented complete configuration data.
The configuration issuing component sends the configuration to the corresponding log analysis platform according to different log analysis platform labels, the log analysis platform completes analysis and storage of configuration data, and issues the acquisition configuration to the data set acquisition component in the corresponding physical server through an interface to acquire data of the corresponding log.
After the hardware AGENT of the physical server collects the log data of the equipment, the log data are reported to the data cache components of each log analysis platform through an interface, and the log analysis platform stores the processing results in the respective storage components through calculation and analysis of the data analysis components.
The unified management display component issues the query task to the data analysis component according to the query content selected by the user, such as the service application name, the transaction state, the abnormal information, the time range and the like, the data analysis component judges the query task to a log analysis platform needing to acquire data, the query information is split, and the query task is issued to the corresponding log analysis platform through an interface.
The log analysis platforms inquire related data through the data storage component, report the data to the data analysis component through the interface, analyze and integrate the data information according to the inquiry conditions of the user by the data analysis component according to the reported information, send the result to the unified management display component and present the result to the user.
A single log analysis platform cannot meet the personalized multidimensional log data analysis business requirements of part of enterprises. The deployment of the log analysis platforms has the problem that data are not shared, users are required to acquire the data in the log analysis platforms to perform secondary integration analysis, and the inconvenience of operation exists. According to the method and the system, the unified management and display assembly and the data analysis assembly are introduced, so that data integration and sharing of the multi-log analysis platform are realized, and the efficiency of log data analysis is improved.
If a plurality of sets of log analysis platforms use a unified architecture deployment scheme (each component of different log platforms is integrated and the same component deployment architecture is adopted), the adopted architecture scheme has great difference due to different requirement scenes facing different log analysis platforms, and the operation of modifying the architecture of the platform is complicated and has a certain risk, so that unified architecture deployment cannot be realized.
From the description of the above embodiments, it will be clear to a person skilled in the art that the method according to the above embodiments may be implemented by means of software plus the necessary general hardware platform, but of course also by means of hardware, but in many cases the former is a preferred embodiment. Based on such understanding, the technical solution of the present invention may be embodied essentially or in a part contributing to the prior art in the form of a software product stored in a storage medium (e.g. ROM/RAM, magnetic disk, optical disk) comprising instructions for causing a terminal device (which may be a mobile phone, a computer, a server, or a network device, etc.) to perform the method according to the embodiments of the present invention.
Embodiments of the present invention also provide a computer readable storage medium having a computer program stored therein, wherein the computer program when executed by a processor implements the steps of the method described in any of the above.
In one exemplary embodiment, the computer readable storage medium may include, but is not limited to: a usb disk, a Read-Only Memory (ROM), a random access Memory (Random Access Memory, RAM), a removable hard disk, a magnetic disk, or an optical disk, or other various media capable of storing a computer program.
An embodiment of the invention also provides an electronic device comprising a memory having stored therein a computer program and a processor arranged to run the computer program to perform the steps of any of the method embodiments described above.
In an exemplary embodiment, the electronic apparatus may further include a transmission device connected to the processor, and an input/output device connected to the processor.
Specific examples in this embodiment may refer to the examples described in the foregoing embodiments and the exemplary implementation, and this embodiment is not described herein.
It will be appreciated by those skilled in the art that the modules or steps of the invention described above may be implemented in a general purpose computing device, they may be concentrated on a single computing device, or distributed across a network of computing devices, they may be implemented in program code executable by computing devices, so that they may be stored in a storage device for execution by computing devices, and in some cases, the steps shown or described may be performed in a different order than that shown or described herein, or they may be separately fabricated into individual integrated circuit modules, or multiple modules or steps of them may be fabricated into a single integrated circuit module. Thus, the present invention is not limited to any specific combination of hardware and software.
The above description is only of the preferred embodiments of the present invention and is not intended to limit the present invention, but various modifications and variations can be made to the present invention by those skilled in the art. Any modification, equivalent replacement, improvement, etc. made within the principle of the present invention should be included in the protection scope of the present invention.

Claims (10)

1. A method of analyzing log data, comprising:
the unified management display component acquires configuration data, wherein the configuration data indicates a collection mode of log data;
the unified management display component sends the configuration data to a configuration issuing component so as to send the configuration data to a plurality of log analysis platforms through the configuration issuing component;
each of the plurality of log analysis platforms collects corresponding log data according to the configuration data.
2. The method of claim 1, wherein the unified management presentation component sends the configuration data to a configuration delivery component to send the configuration data to a plurality of log analysis platforms via the configuration delivery component, comprising:
the configuration issuing component supplements the configuration data to obtain the supplemented configuration data;
and the configuration issuing component sends the supplemented configuration data to the corresponding log analysis platform according to the labels of the log analysis platforms.
3. The method of claim 2, wherein each of the log analysis platforms of the plurality of log analysis platforms collects corresponding log data from the configuration data, comprising:
the log analysis platform analyzes the supplemented configuration data to obtain acquisition configuration information;
and the log analysis platform sends the acquisition configuration information to a corresponding physical server so as to acquire the log data through the physical server.
4. A method according to claim 3, characterized in that the method further comprises:
the physical server sends the collected log data to a corresponding log analysis platform;
the log analysis platform analyzes the log data to obtain an analysis result;
the log analysis platform stores the analysis results in a data storage component.
5. The method according to any one of claims 1 to 4, characterized in that the method further comprises:
the unified management display component obtains a query request of a user, wherein the query request is used for requesting to query analysis results of a plurality of log analysis platforms on log data;
the unified management display component sends the query request to a data analysis component so as to acquire analysis results of the log data by each log analysis platform through the data analysis component;
and the unified management display component displays the analysis results of the log data by the log analysis platforms.
6. The method of claim 5, wherein the unified management presentation component sends the query request to a data analysis component to obtain, by the data analysis component, analysis results of the log data by each of the log analysis platforms, comprising:
the data analysis component splits the query request to obtain a plurality of query tasks;
the data analysis component sends each query task of the plurality of query tasks to a corresponding log analysis platform;
the data analysis component obtains analysis results of the log data by the log analysis platforms.
7. The method of claim 6, wherein the unified management presentation component presents results of analysis of the log data by the respective log analysis platform, comprising:
the data analysis component integrates analysis results of the log data by the log analysis platforms to obtain an integration result;
and the data analysis component sends the integration result to the unified management display component so as to display the integration result on the unified management display component.
8. A system for analyzing log data, comprising:
the unified management display component is used for acquiring configuration data and sending the configuration data to the configuration issuing component so as to send the configuration data to a plurality of log analysis platforms through the configuration issuing component, wherein the configuration data indicates a collection mode of log data;
the log analysis platform is used for acquiring corresponding log data according to the configuration data;
the configuration issuing component is used for supplementing the configuration data to obtain supplemented configuration data, and the supplemented configuration data is sent to the corresponding log analysis platform according to the labels of the log analysis platforms;
the unified management display component is further used for acquiring a query request of a user, and sending the query request to the data analysis component so as to acquire analysis results of the log data by each log analysis platform through the data analysis component, wherein the query request is used for requesting to query the analysis results of the log data by a plurality of log analysis platforms;
the unified management display component is also used for displaying the analysis results of the log data by the log analysis platforms;
the data analysis component is used for splitting the query request to obtain a plurality of query tasks; transmitting each of the plurality of query tasks to a corresponding log analysis platform; and obtaining analysis results of the log data by each log analysis platform.
9. A computer readable storage medium, characterized in that a computer program is stored in the computer readable storage medium, wherein the computer program, when being executed by a processor, implements the steps of the method according to any of the claims 1 to 7.
10. An electronic device comprising a memory and a processor, characterized in that the memory has stored therein a computer program, the processor being arranged to run the computer program to perform the method of any of the claims 1 to 7.
CN202311523992.1A 2023-11-15 2023-11-15 Log data analysis method and system Pending CN117459387A (en)

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Application Number Priority Date Filing Date Title
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Application Number Priority Date Filing Date Title
CN202311523992.1A CN117459387A (en) 2023-11-15 2023-11-15 Log data analysis method and system

Publications (1)

Publication Number Publication Date
CN117459387A true CN117459387A (en) 2024-01-26

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