CN114168408A - Inspection method and system based on Internet of things, electronic equipment and storage medium - Google Patents
Inspection method and system based on Internet of things, electronic equipment and storage medium Download PDFInfo
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- CN114168408A CN114168408A CN202111389248.8A CN202111389248A CN114168408A CN 114168408 A CN114168408 A CN 114168408A CN 202111389248 A CN202111389248 A CN 202111389248A CN 114168408 A CN114168408 A CN 114168408A
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- G06—COMPUTING; CALCULATING OR COUNTING
- G06F—ELECTRIC DIGITAL DATA PROCESSING
- G06F11/00—Error detection; Error correction; Monitoring
- G06F11/30—Monitoring
- G06F11/3003—Monitoring arrangements specially adapted to the computing system or computing system component being monitored
- G06F11/3006—Monitoring arrangements specially adapted to the computing system or computing system component being monitored where the computing system is distributed, e.g. networked systems, clusters, multiprocessor systems
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- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06F—ELECTRIC DIGITAL DATA PROCESSING
- G06F11/00—Error detection; Error correction; Monitoring
- G06F11/30—Monitoring
- G06F11/3051—Monitoring arrangements for monitoring the configuration of the computing system or of the computing system component, e.g. monitoring the presence of processing resources, peripherals, I/O links, software programs
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- G16Y—INFORMATION AND COMMUNICATION TECHNOLOGY SPECIALLY ADAPTED FOR THE INTERNET OF THINGS [IoT]
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Abstract
The application relates to the technical field of the Internet of things, in particular to a patrol method and system based on the Internet of things, electronic equipment and a storage medium. The method is used for solving the problem of low efficiency of periodically polling the states of the open source component and the service component monitored by the cloud platform in the prior art, and comprises the following steps: the method comprises the steps of obtaining a data set to be analyzed of a component to be inspected in a preset time range, wherein the component to be inspected is at least one of an open source component and a service component monitored by a cloud platform, carrying out data processing on a plurality of data to be analyzed contained in the data set to be analyzed based on a data processing mode contained in an inspection configuration file of the component to be inspected, and determining state characteristic information of the component to be inspected, so that an inspection result of the component to be inspected is determined based on the state characteristic information.
Description
Technical Field
The application relates to the technical field of the Internet of things, in particular to a patrol method and system based on the Internet of things, electronic equipment and a storage medium.
Background
With the rapid development of the technology of the internet of things, the scale of the cloud platform of the internet of things is larger and larger. In order to ensure the safe and stable operation of the cloud platform and grasp the service state of the cloud platform, various components monitored by the cloud platform, the service state of the cloud platform, resource statistics, platform alarms, operation logs, product versions and the like need to be patrolled and examined according to a plan.
In the prior art, operation and maintenance personnel usually complete the inspection work of the operating condition of the cloud platform through various ways such as monitoring the platform, logging the platform, alarming, counting the trend and the like. However, with the increase of open source components and business components (e.g., components in self-research business), the number of component modules and functions that the cloud platform needs to monitor increases, which not only increases the difficulty of routing inspection, but also reduces the accuracy of routing inspection.
In summary, a new method needs to be designed to solve the above-mentioned inefficiency problem of periodically polling the states of the monitored open source components and business components of the cloud platform.
Disclosure of Invention
The embodiment of the application provides a polling method, a polling system, electronic equipment and a storage medium based on the Internet of things, which are used for solving the problem of low efficiency of periodic polling of states of open source components and business components monitored by a cloud platform in the prior art.
The embodiment of the application provides the following specific technical scheme:
in a first aspect, an embodiment of the present application provides a polling method, including:
acquiring a data set to be analyzed of a component to be inspected in a preset time range, wherein the component to be inspected is at least one of an open source component and a service component monitored by a cloud platform, the data set to be analyzed is acquired from a first database corresponding to the component type of the component to be inspected, the data set to be analyzed comprises a plurality of data to be analyzed, and each data to be analyzed is stored in the first database after packaging acquired original data according to a preset first data format;
based on a data processing mode contained in the inspection configuration file of the component to be inspected, performing data processing on a plurality of data to be analyzed contained in the data set to be analyzed, and determining state characteristic information of the component to be inspected;
and determining the inspection result of the component to be inspected based on the state characteristic information of the component to be inspected.
According to the method, the polling items for polling different to-be-polled components are configured in the polling configuration file, the polling work of various original data sources is unified, the expandability of polling is improved, the comprehensive automatic operation and maintenance polling based on different data sources is realized, and the polling efficiency for periodically polling the states of the open source components and the service components monitored by the cloud platform is improved.
Optionally, the plurality of raw data corresponding to the data set to be analyzed is acquired through the following operations:
analyzing routing inspection configuration files contained in a routing inspection configuration file set to obtain routing inspection configuration files of the to-be-routed components, wherein the routing inspection configuration file set contains at least one routing inspection configuration file, and the routing inspection configuration files are configured for the to-be-routed components monitored by the cloud platform;
and acquiring the component state data of the component to be inspected according to the data acquisition period contained in the inspection configuration file through the data acquisition path contained in the inspection configuration file to obtain a plurality of original data of the component to be inspected.
According to the method, the data of the state of the component to be inspected, which is monitored by the cloud platform, can be acquired through the data acquisition path contained in the inspection configuration file of the component to be inspected, so that the data processing and data analysis of the subsequent component to be inspected are based.
Optionally, if the component to be inspected is any one of the open source components, each piece of original data is at least one of log data and alarm data of the component to be inspected, which are monitored by the cloud platform;
alternatively, the first and second electrodes may be,
and if the component to be inspected is any one of the service components, acquiring interface state data of the component to be inspected according to the inspection configuration file by using each original data.
According to the method, the inspection work of different types of components can be completed through one set of inspection work flow, so that the automatic inspection is realized while the monitoring data of the cloud platform is integrated.
Optionally, the data processing, based on the data processing manner included in the inspection configuration file, of the plurality of pieces of data to be analyzed included in the data set to be analyzed, and determining the state characteristic information of the component to be inspected includes:
if the component to be inspected is any one of the open source components, fitting the plurality of data to be analyzed based on a data processing mode contained in the inspection configuration file to obtain a fitting result of the component to be inspected, and determining state characteristic information of the component to be inspected based on the fitting result;
alternatively, the first and second electrodes may be,
if the component to be inspected is any one of the service components, classifying a plurality of data to be analyzed contained in the data set to be analyzed according to interface types based on a data processing mode contained in the inspection configuration file, integrating the data to be analyzed corresponding to each classified interface type to obtain an integration result of the component to be inspected, and determining state characteristic information of the component to be inspected based on the integration result;
the state characteristic information comprises any one of an average value, a median value and an extreme value of the component state data of the component to be inspected in the preset time range.
According to the method, targeted analysis is performed on the component state data of different component types, and corresponding state characteristic information can be determined more accurately, so that monitoring data of the cloud platform are integrated, and inspection efficiency is improved.
Optionally, after determining the status characteristic information of the to-be-inspected assembly, the method further includes:
storing the state feature information in a second database;
based on the state characteristic information of the component to be patrolled and examined, determining the patrolling and examining result of the component to be patrolled and examined, the method comprises the following steps:
acquiring the state characteristic information from the second database;
comparing the state characteristic information with threshold information contained in the inspection configuration file to obtain a state comparison result of the component to be inspected;
if the state comparison result represents that the state characteristic information exceeds the limit value, determining an abnormal analysis result of the component to be inspected based on the corresponding relation between the state characteristic information and the abnormal analysis information contained in the inspection configuration file, integrating the abnormal analysis result and the state comparison result, and taking the integrated result as the inspection result of the component to be inspected;
alternatively, the first and second electrodes may be,
and if the state comparison result represents that the state characteristic information does not exceed the limit value, integrating the state characteristic information and the state comparison result, and taking the integrated result as the inspection result of the component to be inspected.
According to the method, the obtained state characteristic information is compared with the corresponding threshold value information to obtain whether the state characteristic information exceeds the limit value or not, and the abnormal analysis information is given when the representation of the comparison result exceeds the limit value, so that operation and maintenance personnel can find the abnormal condition of the component to be inspected in time conveniently, and appoint the maintenance strategy in time, and the normal operation of the component to be inspected is ensured.
Optionally, after the determining the inspection result of the component to be inspected, the method further includes:
generating a routing inspection report in a preset text format based on a routing inspection result of the component to be routed according to a preset sending period, and sending the routing inspection report to a related intelligent terminal so that the intelligent terminal can display the routing inspection report;
alternatively, the first and second electrodes may be,
storing the inspection result into a third database according to a preset second data format, responding to the acquisition request of the data platform when receiving the acquisition request of the data platform, acquiring the inspection result of the component to be inspected from the third database, generating an inspection report in a preset text format based on the inspection result, and sending the inspection report to the data platform so that the data platform can carry out front-end display on the inspection report.
By the method, the routing inspection report can be sent at regular time, and the routing inspection result determined by routing inspection of the component to be routed can be sent to the associated intelligent terminal or the data platform, so that the routing inspection report can be displayed in a centralized manner, operation and maintenance personnel can conveniently look up and analyze the routing inspection report, and the operation and maintenance automation capacity is improved.
Optionally, after the determining the inspection result of the component to be inspected, the method further includes:
storing the inspection result into a third database according to a preset second data format;
after a data analysis instruction is received, acquiring a plurality of inspection results of the same component to be inspected from the third database;
and carrying out data analysis on the plurality of inspection results to obtain the state change trend information of the assembly to be inspected.
According to the method, the state change trend information of the component to be inspected can be obtained based on the plurality of inspection reports of the same component to be inspected, so that the state change trend of the cloud platform in the past preset time period is reflected, operation and maintenance personnel can conveniently master the development trend of the cloud platform, and data support is provided for operation and maintenance prevention.
In a second aspect, an embodiment of the present application provides an inspection device, including:
the system comprises an acquisition module, a storage module and a processing module, wherein the acquisition module is used for acquiring a data set to be analyzed of a component to be inspected in a preset time range, the component to be inspected is at least one of an open source component and a service component monitored by a cloud platform, the data set to be analyzed is acquired from a first database corresponding to the component type of the component to be inspected, the data set to be analyzed comprises a plurality of data to be analyzed, and each data to be analyzed is stored in the first database after packaging acquired original data according to a preset first data format;
the first determining module is used for performing data processing on a plurality of data to be analyzed contained in the data set to be analyzed based on a data processing mode contained in the routing inspection configuration file of the component to be routed, and determining state characteristic information of the component to be routed;
and the second determining module is used for determining the inspection result of the component to be inspected based on the state characteristic information of the component to be inspected.
Optionally, the plurality of raw data corresponding to the data set to be analyzed is acquired through the following operations:
analyzing routing inspection configuration files contained in a routing inspection configuration file set to obtain routing inspection configuration files of the to-be-routed components, wherein the routing inspection configuration file set contains at least one routing inspection configuration file, and the routing inspection configuration files are configured for the to-be-routed components monitored by the cloud platform;
and acquiring the component state data of the component to be inspected according to the data acquisition period contained in the inspection configuration file through the data acquisition path contained in the inspection configuration file to obtain a plurality of original data of the component to be inspected.
Optionally, if the component to be inspected is any one of the open source components, each piece of original data is at least one of log data and alarm data of the component to be inspected, which are monitored by the cloud platform;
alternatively, the first and second electrodes may be,
and if the component to be inspected is any one of the service components, acquiring interface state data of the component to be inspected according to the inspection configuration file by using each original data.
Optionally, based on the data processing manner included in the inspection configuration file, data processing is performed on a plurality of pieces of data to be analyzed included in the data set to be analyzed, and status characteristic information of the component to be inspected is determined, where the first determining module is configured to:
if the component to be inspected is any one of the open source components, fitting the plurality of data to be analyzed based on a data processing mode contained in the inspection configuration file to obtain a fitting result of the component to be inspected, and determining state characteristic information of the component to be inspected based on the fitting result;
alternatively, the first and second electrodes may be,
if the component to be inspected is any one of the service components, classifying a plurality of data to be analyzed contained in the data set to be analyzed according to interface types based on a data processing mode contained in the inspection configuration file, integrating the data to be analyzed corresponding to each classified interface type to obtain an integration result of the component to be inspected, and determining state characteristic information of the component to be inspected based on the integration result;
the state characteristic information comprises any one of an average value, a median value and an extreme value of the component state data of the component to be inspected in the preset time range.
Optionally, after determining the status characteristic information of the to-be-inspected component, the first determining module is further configured to:
storing the state feature information in a second database;
the inspection result of the component to be inspected is determined based on the state characteristic information of the component to be inspected, and the first determining unit is used for:
acquiring the state characteristic information from the second database;
comparing the state characteristic information with threshold information contained in the inspection configuration file to obtain a state comparison result of the component to be inspected;
if the state comparison result represents that the state characteristic information exceeds the limit value, determining an abnormal analysis result of the component to be inspected based on the corresponding relation between the state characteristic information and the abnormal analysis information contained in the inspection configuration file, integrating the abnormal analysis result and the state comparison result, and taking the integrated result as the inspection result of the component to be inspected;
alternatively, the first and second electrodes may be,
and if the state comparison result represents that the state characteristic information does not exceed the limit value, integrating the state characteristic information and the state comparison result, and taking the integrated result as the inspection result of the component to be inspected.
Optionally, after determining the inspection result of the component to be inspected, the second determining module is further configured to:
generating a routing inspection report in a preset text format based on a routing inspection result of the component to be routed according to a preset sending period, and sending the routing inspection report to a related intelligent terminal so that the intelligent terminal can display the routing inspection report;
alternatively, the first and second electrodes may be,
storing the inspection result into a third database according to a preset second data format, responding to the acquisition request of the data platform when receiving the acquisition request of the data platform, acquiring the inspection result of the component to be inspected from the third database, generating an inspection report in a preset text format based on the inspection result, and sending the inspection report to the data platform so that the data platform can carry out front-end display on the inspection report.
Optionally, after determining the inspection result of the component to be inspected, the second determining module is further configured to:
storing the inspection result into a third database according to a preset second data format;
after a data analysis instruction is received, acquiring a plurality of inspection results of the same component to be inspected from the third database;
and carrying out data analysis on the plurality of inspection results to obtain the state change trend information of the assembly to be inspected.
In a third aspect, an embodiment of the present application provides an inspection system, which includes an inspection configuration module, a data acquisition module, a data processing module, a data analysis module, and an inspection report pushing module,
the inspection configuration module is used for storing an inspection configuration file set, analyzing the inspection configuration files contained in the inspection configuration file set to obtain inspection configuration files of components to be inspected, and providing the inspection configuration files to the data acquisition module, wherein the inspection configuration file set contains at least one inspection configuration file, the inspection configuration files are configured for the components to be inspected monitored by the cloud platform, and the components to be inspected are at least one of open source components and service components monitored by the cloud platform;
the data acquisition module is used for acquiring the component state data of the component to be inspected according to the data acquisition period contained in the inspection configuration file through the data acquisition path contained in the inspection configuration file of the component to be inspected to obtain a plurality of original data; the data processing device is also used for respectively packaging the plurality of original data according to a preset first data format to obtain a plurality of data to be analyzed, and storing the obtained plurality of data to be analyzed in a corresponding first database according to the component type of the component to be inspected;
the data processing module is used for acquiring a data set to be analyzed of the component to be inspected within a preset time range, wherein the data set to be analyzed is acquired from the first database corresponding to the component type of the component to be inspected, and the data set to be analyzed comprises a plurality of data to be analyzed; the inspection configuration file is used for acquiring a plurality of data sets to be analyzed, and is also used for processing the data sets to be analyzed based on a data processing mode contained in the inspection configuration file to determine the state characteristic information of the assemblies to be inspected;
the data analysis module is used for determining the inspection result of the component to be inspected based on the state characteristic information of the component to be inspected;
and the patrol inspection report pushing module is used for generating a patrol inspection report in a preset text format based on the patrol inspection result of the component to be patrolled and inspected according to a preset sending period, and pushing the patrol inspection report according to a preset display mode so that the patrol inspection report can be displayed.
In a fourth aspect, an embodiment of the present application provides an electronic device, including:
a memory for storing a computer program executable by the controller;
a controller is connected to the memory and is configured to perform the method of any of the first aspects described above.
In a fifth aspect, the present application provides a computer-readable storage medium, wherein instructions of the computer-readable storage medium, when executed by a processor, enable the processor to perform the method of any one of the above first aspects.
In addition, for technical effects brought by any one implementation manner of the second aspect to the fifth aspect, reference may be made to technical effects brought by different implementation manners of the first aspect, and details are not described here.
Drawings
Fig. 1 is a schematic diagram of a system architecture of an inspection system in an embodiment of the present application;
fig. 2 is a schematic flow chart of an inspection method in the embodiment of the present application;
fig. 3 is a schematic flow chart of determining a polling result in the embodiment of the present application;
fig. 4 is a schematic diagram of a logic architecture of an inspection device according to an embodiment of the present disclosure;
fig. 5 is a schematic physical architecture diagram of an electronic device according to an embodiment of the present application.
Detailed Description
The technical solutions in the embodiments of the present application will be clearly and completely described below with reference to the drawings in the embodiments of the present application, and it is obvious that the described embodiments are only a part of the embodiments of the present application, and not all of the embodiments. All other embodiments, which can be derived by a person skilled in the art from the embodiments given herein without making any creative effort, shall fall within the protection scope of the present application.
It should be noted that the terms "first," "second," "third," and the like in the description and claims of this application and in the drawings described above are used for distinguishing between similar elements and not necessarily for describing a particular sequential or chronological order. It is to be understood that the data so used is interchangeable under appropriate circumstances such that the embodiments of the application described herein are capable of operation in sequences other than those illustrated or described herein.
In order to solve the problem of low efficiency of periodic inspection of the states of an open source component and a service component monitored by a cloud platform in the prior art, in the embodiment of the application, a data set to be analyzed of the component to be inspected in a preset time range is obtained, data processing is carried out on a plurality of data to be analyzed contained in the data set to be analyzed based on a data processing mode contained in an inspection configuration file of the component to be inspected, and state characteristic information of the component to be inspected is determined; the inspection system comprises a cloud platform, inspection configuration files, inspection items and a service component, wherein the inspection component is at least one of an open source component and a service component monitored by the cloud platform, the inspection configuration files are pre-configured for the inspection component monitored by the cloud platform, so that inspection results of the inspection component are determined based on state characteristic information, and thus, different inspection items of the inspection component are configured in the inspection configuration files, so that comprehensive automatic operation and maintenance inspection based on different data sources is realized, and the operation and maintenance inspection efficiency is improved.
In the following, preferred embodiments of the present application will be described in further detail with reference to the accompanying drawings, it being understood that the preferred embodiments described herein are merely for purposes of illustration and explanation of the present application and are not intended to limit the present application, and that the features of the embodiments and examples of the present application may be combined with one another without conflict.
Fig. 1 shows an architecture diagram of an inspection system according to an embodiment of the present application. Referring to fig. 1, in the embodiment of the present application, the system includes an inspection configuration module 100, a data acquisition module 110, a data processing module 120, a data analysis module 130, and an inspection report pushing module 140, wherein,
the inspection configuration module 100 is configured to store an inspection configuration file set, parse an inspection configuration file included in the inspection configuration file set to obtain an inspection configuration file of a component to be inspected, and provide the inspection configuration file to the data acquisition module, where the inspection configuration file set includes at least one inspection configuration file configured for the component to be inspected monitored by the cloud platform, and the component to be inspected is at least one of an open source component and a service component monitored by the cloud platform;
the data acquisition module 110 is configured to acquire component state data of the component to be inspected according to a data acquisition cycle included in the inspection configuration file through a data acquisition path included in the inspection configuration file of the component to be inspected, so as to obtain a plurality of original data; the system comprises a plurality of original data, a plurality of data analysis modules and a plurality of first databases, wherein the original data are respectively packaged according to a preset first data format to obtain a plurality of data to be analyzed, and the obtained data to be analyzed are stored in the corresponding first databases according to the component types of the components to be inspected;
the data processing module 120 is configured to obtain a data set to be analyzed of the component to be inspected within a preset time range, where the data set to be analyzed is obtained from a first database corresponding to the component type of the component to be inspected, and the data set to be analyzed includes a plurality of data to be analyzed; the data processing device is also used for processing the data to be analyzed contained in the data set to be analyzed based on the data processing mode contained in the inspection configuration file, and determining the state characteristic information of the assembly to be inspected;
the data analysis module 130 is used for determining the inspection result of the component to be inspected based on the state characteristic information of the component to be inspected;
the inspection report pushing module 140 is configured to generate an inspection report in a preset text format based on an inspection result of the component to be inspected according to a preset sending period; and pushing the inspection report according to a preset display mode so that the inspection report can be displayed.
In the embodiment of the application, before routing inspection, a routing inspection configuration file for routing inspection of the component to be routed is configured in the routing inspection configuration module. In specific implementation, before polling an open source component and a service component monitored by a cloud platform, a corresponding polling configuration file set is respectively set for the open source component and the service component, wherein the polling configuration file set comprises at least one polling configuration file.
In the embodiment of the present application, the above open source module is also referred to as a base module, such as mysql, activemq, redis, kafka, and the like.
In the embodiment of the present application, the patrol configuration file includes, but is not limited to, the following contents: the method includes the steps of acquiring original data sources (namely, data acquisition paths, data acquisition periods and the like) of the component to be inspected, item names of the component to be inspected, data processing modes, threshold value information corresponding to state characteristic information of the component to be inspected, inspection time periods (namely, preset time ranges) of the component to be inspected, and out-of-limit abnormal analysis information (namely, corresponding relations between the state characteristic information and the abnormal analysis information) corresponding to different ranges respectively.
Optionally, the inspection configuration module can support the configuration of different original data sources, also support the configuration of different inspection items, and support the inspection content to be changed at any time according to actual requirements.
For example, the raw data source includes, but is not limited to, at least one of the following types: ES, openfalcon, openntsdb, mysql, influxdb and the like, so that the expansibility of the inspection system can be improved.
In the embodiment of the application, the patrol inspection configuration file set can be configured by a user, and a preset configuration file can be called by the patrol inspection configuration module to be combined according to different component types of the component to be patrolled.
In the embodiment of the application, after the corresponding patrol inspection configuration file set is configured, the patrol inspection configuration file set is stored in the patrol inspection configuration module.
Optionally, in this embodiment of the application, when the inspection system receives an instruction triggered by a user to perform inspection work on at least one to-be-inspected component, the inspection configuration module analyzes a pre-stored inspection configuration file set to obtain an inspection configuration file of the to-be-inspected component, and sends the obtained inspection configuration file to the data acquisition module.
In the embodiment of the application, after the data acquisition module receives the patrol inspection configuration file sent by the patrol inspection configuration file, the data acquisition module acquires the component state data of the to-be-patrol inspection component according to the data acquisition period contained by the patrol inspection configuration file through the data acquisition path contained by the patrol inspection configuration file, and a plurality of original data of the to-be-patrol inspection component are obtained.
In the embodiment of the application, the original data acquired by the data acquisition path contained in the patrol inspection configuration file is unprocessed component state data of the to-be-patrol inspection component, so that the authenticity of the original data is ensured, and the patrol inspection accuracy is improved.
It should be noted that the open source component may be directly pulled from the monitoring cloud platform, and therefore, when the component to be inspected is any one of the open source components, each piece of original data is at least one of log data and alarm data of the component to be inspected, which is monitored by the cloud platform; the service component is a self-developed component, and needs to acquire component state data of the service component according to a corresponding data acquisition cycle through a data acquisition module according to a data acquisition path included in an inspection configuration file of the component to be inspected, namely, each piece of original data is acquired according to interface state data of the component to be inspected according to the inspection configuration file.
In the embodiment of the application, when the data acquisition module acquires any original data of the component to be inspected, the original data is packaged according to the first data format to obtain corresponding data to be analyzed, and then the data to be analyzed is stored in the first database, so that the subsequent data processing module acquires a corresponding data set to be analyzed from the first database according to a preset time range.
Optionally, in this embodiment of the present application, the first database may be openntsdb, openfalcon, mysql, influxdb, or the like.
For example, in the embodiment of the present application, a data set to be analyzed of a component to be inspected in an open source component acquired by a data acquisition module may be stored in an opentdb, and a data set to be analyzed of a component to be inspected in a service component acquired by the data acquisition module may be stored in an influxdb.
Therefore, when the subsequent data processing module acquires the data set to be analyzed from the first database, the open source component data processing module directly acquires the component state data of the component to be inspected of the corresponding open source component from the opensdb, and the service component data processing module directly acquires the component state data of the component to be inspected of the corresponding service component from the inflixdb, so that the data parallel processing of the data processing modules is realized, and the inspection efficiency of the inspection system is improved.
In the embodiment of the application, after the data collection module stores the data set to be analyzed in the first database, the following steps 200 to 220 may be performed, so as to determine the inspection result of the assembly to be inspected.
A specific implementation of the inspection method provided in the embodiment of the present application is described below.
Referring to fig. 2, in the embodiment of the present application, a polling method is provided, which includes the following specific processes:
step 200: the method comprises the steps of obtaining a data set to be analyzed of a component to be inspected in a preset time range, wherein the component to be inspected is at least one of an open source component and a service component monitored by a cloud platform, the data set to be analyzed is obtained from a first database corresponding to the component type of the component to be inspected, the data set to be analyzed comprises a plurality of data to be analyzed, and each data to be analyzed is stored in the first database after packaging collected original data according to a preset first data format.
In this embodiment of the application, when step 200 is executed, the data processing module obtains a data set to be analyzed of the component to be inspected within a preset time range from the first database.
For example, it is assumed that a data acquisition module in the inspection system stores a to-be-analyzed data set of an to-be-inspected component in the acquired open source components in the openntsdb, and stores a to-be-analyzed data set of an to-be-inspected component in the acquired business components in the influxdb.
In specific implementation, the open-source component data processing module acquires a to-be-analyzed data set of the to-be-inspected component within a preset time range from the opentsdb; the service component data processing module acquires a data set to be analyzed of the component to be inspected within a preset time range from the inflixdb, so that parallel processing of data is achieved, corresponding inspection results are obtained quickly, and inspection efficiency is improved.
Optionally, in this embodiment of the application, the preset time range may be customized in the inspection configuration file of the component to be inspected, for example, the preset time range may be one day, one month, one quarter, or the like. Correspondingly, based on the different settings of the preset time range, the inspection result of the assembly to be inspected for one day can be determined, the inspection result of the assembly to be inspected for one month can also be determined, the inspection result of the assembly to be inspected for one quarter can also be determined, and the like.
Step 210: and based on the data processing mode contained in the inspection configuration file of the component to be inspected, performing data processing on a plurality of data to be analyzed contained in the data set to be analyzed, and determining the state characteristic information of the component to be inspected.
In the embodiment of the present application, different component types correspond to different component state data, for example, the component state data of the open source component is obtained by monitoring a log, an ES, and the like of the open source component, and the component state data of the service component is obtained by monitoring an interface state of the service component, so that different data processing modes need to be adopted when data processing is performed on different component types.
In the embodiment of the present application, when step 210 is executed, the following two processing manners are included, but not limited to:
in the first mode, if the component to be inspected is any one of the open source components, fitting is performed on a plurality of data to be analyzed based on a data processing mode contained in the inspection configuration file to obtain a fitting result of the component to be inspected, and state characteristic information of the component to be inspected is determined based on the fitting result.
And if the component to be inspected is any one of the service components, classifying a plurality of data to be analyzed contained in the data set to be analyzed according to the interface types based on the data processing mode contained in the inspection configuration file, integrating the data to be analyzed corresponding to each classified interface type to obtain an integration result of the component to be inspected, and determining the state characteristic information of the component to be inspected based on the integration result.
In this embodiment of the application, the state feature information includes any one of an average value, a median value, and an extreme value of the component state data of the component to be inspected within a preset time range.
In the embodiment of the application, after the step 210 is executed, the state characteristic information of the component to be inspected is stored in the second database.
It should be noted that, after the open source component data processing module and the service component data processing module perform data processing on a plurality of to-be-analyzed data included in the to-be-analyzed data set of the corresponding component type according to the data processing mode included in the inspection configuration file, the to-be-analyzed data have the same data format and are recorded as a third data format, and then, the subsequent data analysis module can perform unified processing on the state characteristic information stored in the second database, so that the inspection efficiency can be further improved, and efficient automatic inspection is realized.
Step 220: and determining the inspection result of the component to be inspected based on the state characteristic information of the component to be inspected.
In the embodiment of the present application, referring to fig. 3, when step 220 is executed, the following steps may be executed:
step 2201: and acquiring the state characteristic information from the second database.
In this embodiment, when step 2201 is executed, the status feature information is acquired from the second database storing the status feature information of the component to be inspected.
Step 2202: and comparing the state characteristic information with threshold information contained in the inspection configuration file to obtain a state comparison result of the assembly to be inspected.
In the embodiment of the present application, after the step 2202 is executed, a state comparison result of the component to be inspected is obtained, and then, based on a difference in the state comparison result, any one of the following steps 2203-1 and 2203-2 is executed:
step 2203-1: and if the state comparison result represents that the state characteristic information exceeds the limit value, determining an abnormal analysis result of the component to be inspected based on the corresponding relation between the state characteristic information and the abnormal analysis information contained in the inspection configuration file, integrating the abnormal analysis result and the state comparison result, and taking the integrated result as the inspection result of the component to be inspected.
In this embodiment of the application, the inspection configuration file of the component to be inspected includes the anomaly analysis information, and then, when step 2203-1 is executed, it is determined that the state comparison result represents that the state characteristic information exceeds the limit value, an anomaly analysis result corresponding to the limit value is determined based on the correspondence between the inspection configuration file of the component to be inspected and the anomaly analysis information, and then, the anomaly analysis result and the state comparison result are integrated, and the integrated result is used as the inspection result of the component to be inspected.
Step 2203-2: and if the state comparison result represents that the state characteristic information does not exceed the limit value, integrating the state characteristic information and the state comparison result, and taking the integrated result as the inspection result of the assembly to be inspected.
In this embodiment of the application, when step 2203-2 is executed, if it is determined that the state comparison result represents that the state feature information does not exceed the limit value, the state feature information and the state comparison result are integrated, and the integrated result is used as the inspection result of the component to be inspected.
In the embodiment of the application, after step 220 is executed, the inspection result of the component to be inspected is determined, and then according to a preset sending period, an inspection report in a preset text format is generated based on the inspection result of the component to be inspected, and the inspection report is sent to the associated intelligent terminal, so that the intelligent terminal can display the inspection report.
In specific implementation, the generated routing inspection report in the preset text format can be sent to the intelligent terminal of the relevant responsible person through a mail according to a preset sending period, so that the relevant responsible person can know the routing inspection report of the to-be-inspected component monitored by the cloud platform in real time, wherein the preset sending period can be one hour, one day or one month, and thus the preset sending period can be configured in the routing inspection configuration module, real-time routing inspection of the important component is realized, and when the important component is found to be abnormal in the routing inspection report, a maintenance strategy can be formulated in time to ensure normal operation of the important component.
Optionally, in this embodiment of the application, after step 220 is executed, the inspection result may be stored in a third database according to a preset second data format, then, when an acquisition request of the data platform is received, the acquisition request of the data platform is responded, the inspection result of the component to be inspected is acquired from the third database, an inspection report in a preset text format is generated based on the inspection result, and the inspection report is sent to the data platform, so that the data platform performs front-end display on the inspection report.
Optionally, in this embodiment of the application, after step 220 is executed, the obtained inspection results are stored in a third database according to a preset second data format, and after a data analysis instruction is received, a plurality of inspection results of the same component to be inspected may be obtained from the third database, and a corresponding data analysis tool is used to perform data analysis on the plurality of inspection results, so as to obtain state change trend information of the component to be inspected.
In this application embodiment, the above-mentioned subassembly of patrolling and examining can be any one in the open source subassembly, also can be any one in the business module, so, through carrying out step 200-step 220, can obtain waiting to patrol and examine the result of patrolling and examining the subassembly that contains in the open source subassembly, also can obtain waiting to patrol and examine the result of patrolling and examining the subassembly that the business module contains, then, based on above-mentioned show mode, can concentrate the show with above-mentioned each report of patrolling and examining to be convenient for the operation and maintenance personnel in time, know the subassembly state of each subassembly of cloud platform control in real time.
Furthermore, the state change trend information of the component to be inspected can be obtained based on a plurality of inspection reports of the same component to be inspected, and the state change trend information can reflect the state change trend of the cloud platform in the past preset time period, so that operation and maintenance personnel can more finely locate the operation state and the development trend of the cloud platform in the preset time range (such as daily, monthly, quarterly, or even yearly), and data support is provided for operation and maintenance prevention.
Based on the same inventive concept, referring to fig. 4, an embodiment of the present application provides an inspection apparatus, including:
the acquiring module 410 is configured to acquire a to-be-analyzed data set of a to-be-inspected component within a preset time range, where the to-be-inspected component is at least one of an open source component and a service component monitored by a cloud platform, the to-be-analyzed data set is acquired from a first database corresponding to a component type of the to-be-inspected component, the to-be-analyzed data set includes multiple to-be-analyzed data, and each to-be-analyzed data is stored in the first database after being encapsulated according to a preset first data format;
a first determining module 420, configured to perform data processing on the multiple pieces of data to be analyzed included in the data set to be analyzed based on a data processing manner included in the inspection configuration file of the component to be inspected, and determine state feature information of the component to be inspected;
the second determining module 430 is configured to determine an inspection result of the component to be inspected based on the state characteristic information of the component to be inspected.
Optionally, the plurality of raw data corresponding to the data set to be analyzed is acquired through the following operations:
analyzing routing inspection configuration files contained in a routing inspection configuration file set to obtain routing inspection configuration files of the to-be-routed components, wherein the routing inspection configuration file set contains at least one routing inspection configuration file, and the routing inspection configuration files are configured for the to-be-routed components monitored by the cloud platform;
and acquiring the component state data of the component to be inspected according to the data acquisition period contained in the inspection configuration file through the data acquisition path contained in the inspection configuration file to obtain the plurality of original data of the component to be inspected.
Optionally, if the component to be inspected is any one of the open source components, each piece of original data is at least one of log data and alarm data of the component to be inspected, which are monitored by the cloud platform;
alternatively, the first and second electrodes may be,
and if the component to be inspected is any one of the service components, acquiring interface state data of the component to be inspected according to the inspection configuration file by using each original data.
Optionally, the data processing is performed on the plurality of pieces of data to be analyzed included in the data set to be analyzed based on the data processing manner included in the inspection configuration file, so as to determine the state characteristic information of the component to be inspected, and the first determining module 420 is configured to:
if the component to be inspected is any one of the open source components, fitting the plurality of data to be analyzed based on a data processing mode contained in the inspection configuration file to obtain a fitting result of the component to be inspected, and determining state characteristic information of the component to be inspected based on the fitting result;
alternatively, the first and second electrodes may be,
if the component to be inspected is any one of the service components, classifying a plurality of data to be analyzed contained in the data set to be analyzed according to interface types based on a data processing mode contained in the inspection configuration file, integrating the data to be analyzed corresponding to each classified interface type to obtain an integration result of the component to be inspected, and determining state characteristic information of the component to be inspected based on the integration result;
the state characteristic information comprises any one of an average value, a median value and an extreme value of the component state data of the component to be inspected in the preset time range.
Optionally, after determining the status characteristic information of the to-be-inspected component, the first determining module 420 is further configured to:
storing the state feature information in a second database;
the inspection result of the component to be inspected is determined based on the state characteristic information of the component to be inspected, and the first determining module 420 is configured to:
acquiring the state characteristic information from the second database;
comparing the state characteristic information with threshold information contained in the inspection configuration file to obtain a state comparison result of the component to be inspected;
if the state comparison result represents that the state characteristic information exceeds the limit value, determining an abnormal analysis result of the component to be inspected based on the corresponding relation between the state characteristic information and the abnormal analysis information contained in the inspection configuration file, integrating the abnormal analysis result and the state comparison result, and taking the integrated result as the inspection result of the component to be inspected;
alternatively, the first and second electrodes may be,
and if the state comparison result represents that the state characteristic information does not exceed the limit value, integrating the state characteristic information and the state comparison result, and taking the integrated result as the inspection result of the component to be inspected.
Optionally, after determining the inspection result of the component to be inspected, the second determining module 430 is further configured to:
generating a routing inspection report in a preset text format based on a routing inspection result of the component to be routed according to a preset sending period, and sending the routing inspection report to a related intelligent terminal so that the intelligent terminal can display the routing inspection report;
alternatively, the first and second electrodes may be,
storing the inspection result into a third database according to a preset second data format, responding to the acquisition request of the data platform when receiving the acquisition request of the data platform, acquiring the inspection result of the component to be inspected from the third database, generating an inspection report in a preset text format based on the inspection result, and sending the inspection report to the data platform so that the data platform can carry out front-end display on the inspection report.
Optionally, after determining the inspection result of the component to be inspected, the second determining module 430 is further configured to:
storing the inspection result into a third database according to a preset second data format;
after a data analysis instruction is received, acquiring a plurality of inspection results of the same component to be inspected from the third database;
and carrying out data analysis on the plurality of inspection results to obtain the state change trend information of the assembly to be inspected.
Referring to fig. 5, an embodiment of the present application provides an electronic device, including:
a memory 501 for storing a computer program executable by the controller 502;
the controller 502 is coupled to the memory 501 and is configured to perform any of the methods performed by the inspection devices in the various embodiments described above.
Based on the same inventive concept, the embodiments of the present application provide a computer-readable storage medium, and when instructions in the storage medium are executed by a processor, the processor can execute any one of the methods performed by the inspection device in the above embodiments.
To sum up, in the embodiment of the application, a data set to be analyzed of the component to be inspected in a preset time range is obtained, and then data processing is performed on a plurality of data to be analyzed contained in the data set to be analyzed based on a data processing mode contained in an inspection configuration file of the component to be inspected, so as to determine state characteristic information of the component to be inspected; then, determining a routing inspection result of the component to be inspected based on state characteristic information of the component to be inspected, wherein the component to be inspected is at least one of an open source component and a service component monitored by a cloud platform, a data set to be analyzed is obtained from a first database corresponding to the component type of the component to be inspected, the data set to be analyzed comprises a plurality of data to be analyzed, and each data to be analyzed is stored in the first database after packaging the acquired original data according to a preset first data format; therefore, different inspection items for inspecting the components to be inspected can be configured in the inspection configuration file, inspection work of various original data sources is unified, the expandability of inspection is improved, comprehensive automatic operation and maintenance inspection based on different data sources is realized, and the operation and maintenance inspection efficiency is further improved.
As will be appreciated by one skilled in the art, embodiments of the present application may be provided as a method, system, or computer program product. Accordingly, the present application may take the form of an entirely hardware embodiment, an entirely software embodiment or an embodiment combining software and hardware aspects. Furthermore, the present application may take the form of a computer program product embodied on one or more computer-usable storage media (including, but not limited to, disk storage, CD-ROM, optical storage, and the like) having computer-usable program code embodied therein.
The present application is described with reference to flowchart illustrations and/or block diagrams of methods, apparatus (systems), and computer program products according to the application. It will be understood that each flow and/or block of the flow diagrams and/or block diagrams, and combinations of flows and/or blocks in the flow diagrams and/or block diagrams, can be implemented by computer program instructions. These computer program instructions may be provided to a processor of a general purpose computer, special purpose computer, embedded processor, or other programmable data processing apparatus to produce a machine, such that the instructions, which execute via the processor of the computer or other programmable data processing apparatus, create means for implementing the functions specified in the flowchart flow or flows and/or block diagram block or blocks.
These computer program instructions may also be stored in a computer-readable memory that can direct a computer or other programmable data processing apparatus to function in a particular manner, such that the instructions stored in the computer-readable memory produce an article of manufacture including instruction means which implement the function specified in the flowchart flow or flows and/or block diagram block or blocks.
These computer program instructions may also be loaded onto a computer or other programmable data processing apparatus to cause a series of operational steps to be performed on the computer or other programmable apparatus to produce a computer implemented process such that the instructions which execute on the computer or other programmable apparatus provide steps for implementing the functions specified in the flowchart flow or flows and/or block diagram block or blocks.
It will be apparent to those skilled in the art that various changes and modifications may be made in the present application without departing from the spirit and scope of the application. Thus, if such modifications and variations of the present application fall within the scope of the claims of the present application and their equivalents, the present application is intended to include such modifications and variations as well.
Claims (10)
1. A routing inspection method is characterized by comprising the following steps:
acquiring a data set to be analyzed of a component to be inspected in a preset time range, wherein the component to be inspected is at least one of an open source component and a service component monitored by a cloud platform, the data set to be analyzed is acquired from a first database corresponding to the component type of the component to be inspected, the data set to be analyzed comprises a plurality of data to be analyzed, and each data to be analyzed is stored in the first database after packaging acquired original data according to a preset first data format;
based on a data processing mode contained in the inspection configuration file of the component to be inspected, performing data processing on a plurality of data to be analyzed contained in the data set to be analyzed, and determining state characteristic information of the component to be inspected;
and determining the inspection result of the component to be inspected based on the state characteristic information of the component to be inspected.
2. The method of claim 1, wherein a plurality of the raw data corresponding to the data set to be analyzed is collected by:
analyzing routing inspection configuration files contained in a routing inspection configuration file set to obtain routing inspection configuration files of the to-be-routed components, wherein the routing inspection configuration file set contains at least one routing inspection configuration file, and the routing inspection configuration files are configured for the to-be-routed components monitored by the cloud platform;
and acquiring the component state data of the component to be inspected according to the data acquisition period contained in the inspection configuration file through the data acquisition path contained in the inspection configuration file to obtain a plurality of original data of the component to be inspected.
3. The method of claim 2, wherein if the component to be inspected is any one of the open source components, each raw data is at least one of log data and alarm data of the component to be inspected monitored by a cloud platform;
alternatively, the first and second electrodes may be,
and if the component to be inspected is any one of the service components, acquiring interface state data of the component to be inspected according to the inspection configuration file by using each original data.
4. The method of claim 1, wherein the step of performing data processing on the plurality of data to be analyzed contained in the data set to be analyzed based on the data processing mode contained in the inspection configuration file to determine the state characteristic information of the component to be inspected comprises the steps of:
if the component to be inspected is any one of the open source components, fitting the plurality of data to be analyzed based on a data processing mode contained in the inspection configuration file to obtain a fitting result of the component to be inspected, and determining state characteristic information of the component to be inspected based on the fitting result;
alternatively, the first and second electrodes may be,
if the component to be inspected is any one of the service components, classifying a plurality of data to be analyzed contained in the data set to be analyzed according to interface types based on a data processing mode contained in the inspection configuration file, integrating the data to be analyzed corresponding to each classified interface type to obtain an integration result of the component to be inspected, and determining state characteristic information of the component to be inspected based on the integration result;
the state characteristic information comprises any one of an average value, a median value and an extreme value of the component state data of the component to be inspected in the preset time range.
5. The method of any one of claims 1-4, wherein after the determining the status characteristic information of the component to be inspected, further comprising:
storing the state feature information in a second database;
based on the state characteristic information of the component to be patrolled and examined, determining the patrolling and examining result of the component to be patrolled and examined, the method comprises the following steps:
acquiring the state characteristic information from the second database;
comparing the state characteristic information with threshold information contained in the inspection configuration file to obtain a state comparison result of the component to be inspected;
if the state comparison result represents that the state characteristic information exceeds the limit value, determining an abnormal analysis result of the component to be inspected based on the corresponding relation between the state characteristic information and the abnormal analysis information contained in the inspection configuration file, integrating the abnormal analysis result and the state comparison result, and taking the integrated result as the inspection result of the component to be inspected;
alternatively, the first and second electrodes may be,
and if the state comparison result represents that the state characteristic information does not exceed the limit value, integrating the state characteristic information and the state comparison result, and taking the integrated result as the inspection result of the component to be inspected.
6. The method of claim 5, after the determining inspection results for the components to be inspected, further comprising:
generating a routing inspection report in a preset text format based on a routing inspection result of the component to be routed according to a preset sending period, and sending the routing inspection report to a related intelligent terminal so that the intelligent terminal can display the routing inspection report;
alternatively, the first and second electrodes may be,
storing the inspection result into a third database according to a preset second data format, responding to the acquisition request of the data platform when receiving the acquisition request of the data platform, acquiring the inspection result of the component to be inspected from the third database, generating an inspection report in a preset text format based on the inspection result, and sending the inspection report to the data platform so that the data platform can carry out front-end display on the inspection report.
7. The method of claim 5, after the determining inspection results for the components to be inspected, further comprising:
storing the inspection result into a third database according to a preset second data format;
after a data analysis instruction is received, acquiring a plurality of inspection results of the same component to be inspected from the third database;
and carrying out data analysis on the plurality of inspection results to obtain the state change trend information of the assembly to be inspected.
8. An inspection device, comprising:
the system comprises an acquisition module, a storage module and a processing module, wherein the acquisition module is used for acquiring a data set to be analyzed of a component to be inspected in a preset time range, the component to be inspected is at least one of an open source component and a service component monitored by a cloud platform, the data set to be analyzed is acquired from a first database corresponding to the component type of the component to be inspected, the data set to be analyzed comprises a plurality of data to be analyzed, and each data to be analyzed is stored in the first database after packaging acquired original data according to a preset first data format;
the first determining module is used for performing data processing on a plurality of data to be analyzed contained in the data set to be analyzed based on a data processing mode contained in the routing inspection configuration file of the component to be routed, and determining state characteristic information of the component to be routed;
and the second determining module is used for determining the inspection result of the component to be inspected based on the state characteristic information of the component to be inspected.
9. An electronic device, comprising:
a memory for storing a computer program executable by the controller;
the controller is coupled to the memory and configured to perform the method of any of claims 1-7.
10. A computer-readable storage medium, wherein instructions in the computer-readable storage medium, when executed by a processor, enable the processor to perform the method of any of claims 1-7.
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