CN110851228A - Complex event visualization arrangement processing system and method - Google Patents

Complex event visualization arrangement processing system and method Download PDF

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Publication number
CN110851228A
CN110851228A CN201911133868.8A CN201911133868A CN110851228A CN 110851228 A CN110851228 A CN 110851228A CN 201911133868 A CN201911133868 A CN 201911133868A CN 110851228 A CN110851228 A CN 110851228A
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event
configuration
scene
target
information
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CN110851228B (en
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徐海川
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Asiainfo Technologies China Inc
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    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06FELECTRIC DIGITAL DATA PROCESSING
    • G06F9/00Arrangements for program control, e.g. control units
    • G06F9/06Arrangements for program control, e.g. control units using stored programs, i.e. using an internal store of processing equipment to receive or retain programs
    • G06F9/44Arrangements for executing specific programs
    • G06F9/451Execution arrangements for user interfaces
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06FELECTRIC DIGITAL DATA PROCESSING
    • G06F16/00Information retrieval; Database structures therefor; File system structures therefor
    • G06F16/20Information retrieval; Database structures therefor; File system structures therefor of structured data, e.g. relational data
    • G06F16/24Querying
    • G06F16/245Query processing
    • G06F16/2455Query execution
    • G06F16/24564Applying rules; Deductive queries
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06FELECTRIC DIGITAL DATA PROCESSING
    • G06F16/00Information retrieval; Database structures therefor; File system structures therefor
    • G06F16/20Information retrieval; Database structures therefor; File system structures therefor of structured data, e.g. relational data
    • G06F16/24Querying
    • G06F16/245Query processing
    • G06F16/2458Special types of queries, e.g. statistical queries, fuzzy queries or distributed queries
    • G06F16/2474Sequence data queries, e.g. querying versioned data
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06FELECTRIC DIGITAL DATA PROCESSING
    • G06F9/00Arrangements for program control, e.g. control units
    • G06F9/06Arrangements for program control, e.g. control units using stored programs, i.e. using an internal store of processing equipment to receive or retain programs
    • G06F9/44Arrangements for executing specific programs
    • G06F9/445Program loading or initiating
    • G06F9/44521Dynamic linking or loading; Link editing at or after load time, e.g. Java class loading
    • G06F9/44526Plug-ins; Add-ons

Abstract

The invention discloses a system and a method for visually arranging and processing complex events, wherein event information is acquired through an event acquisition module; the preprocessing module acquires a target event according to the event information; the scene event configuration module generates a visual scene configuration interface, acquires a configuration instruction based on the scene configuration interface, and processes a target event according to the configuration instruction to obtain a scene event; and the scheduling module acquires the attribute information of the service processing system and sends the scene event to a target service processing system matched with the scene event based on the attribute information so as to realize the processing of the scene event by the target service processing system. Since the visual scene configuration interface generated in the scene event configuration module comprises a plurality of configuration components, the user can configure the event through selecting the configuration components. Based on visual display in the process of arranging and scheduling the complex events, the flexibility of processing is realized, and the experience effect of operation and maintenance personnel is improved.

Description

Complex event visualization arrangement processing system and method
Technical Field
The invention relates to the technical field of data processing, in particular to a complex event visualization arrangement processing system and a complex event visualization arrangement processing method.
Background
Complex Event Processing (CEP) is an analysis technique based on event streams in a dynamic environment, where events are usually meaningful state changes, and by analyzing associations among the events, and by using techniques such as filtering, association, aggregation, and the like, and specifying detection rules according to timing relationships and aggregation relationships among the events, event sequences meeting requirements are continuously queried from the event streams, and finally, more Complex composite events are obtained through analysis.
However, in the process of arranging and processing complex events in the prior art, script information corresponding to each complex event needs to be generated for each complex event, that is, when a new complex event is processed, corresponding script information needs to be rearranged, so that the processing process is complicated, the flexibility is poor, and the experience effect of operation and maintenance personnel on complex event processing is reduced.
Disclosure of Invention
In order to solve the above problems, the invention provides a complex event visualization arrangement processing system and method, which achieve processing flexibility and improve experience effects of operation and maintenance personnel based on visualization display in the arrangement and scheduling processes of complex events.
In order to achieve the purpose, the invention provides the following technical scheme:
a complex event visualization orchestration processing system, the method comprising:
the event acquisition module is used for acquiring event information;
the preprocessing module is used for acquiring a target event according to the event information;
the scene event configuration module is used for generating a visual scene configuration interface, acquiring a configuration instruction based on the scene configuration interface, and processing the target event according to the configuration instruction to obtain a scene event; the visualization scene configuration interface comprises a plurality of configuration components, the configuration components are used for receiving configuration instructions and are used for associating visualization configuration rules; the configuration instructions characterize instructions generated from selected operations on the configuration components;
and the scheduling module is used for acquiring the attribute information of the service processing system and sending the scene event to a target service processing system matched with the scene event based on the attribute information so as to realize the processing of the scene event by the target service processing system.
Optionally, the event obtaining module includes:
an event receiving unit for receiving event information;
the event issuing unit is used for issuing the event information to the complex event visualization arrangement processing system;
the event query unit is used for receiving a query request and obtaining event information matched with the query request;
and the event monitoring unit is used for monitoring the event information according to a preset monitoring condition so as to obtain the event information meeting the preset monitoring condition.
Optionally, the event obtaining module further includes:
the authority control unit is used for monitoring access information of the event information and judging whether preset authority information is met or not based on the access information so as to display the event information to a user with access authority;
and the flow control unit is used for monitoring the flow information in the complex event visualization arrangement processing system so as to obtain the system flow state information according to the monitoring result.
Optionally, the preprocessing module comprises:
the format processing unit is used for converting the event information into a target format, and the target format is a format which can be identified by the configuration component;
and the content processing unit is used for processing the event information according to the target field to obtain a target event.
Optionally, the scene event configuration module includes:
the interface generating unit is used for generating a visual scene configuration interface and configuration components in the visual scene configuration interface, and the configuration components are used for associating visual configuration rules;
the format conversion unit is used for carrying out format conversion on the target event so that the target event can be identified by the associated visualization configuration rule;
the rule management module is used for managing the visual configuration rule so that the visual configuration rule meets the display condition of the configuration component;
and the scene generation module is used for acquiring a configuration instruction through the configuration component, calling a matched visual configuration rule based on the configuration instruction, generating a scene event corresponding to the target event according to the visual configuration rule and displaying the scene event.
Optionally, the scheduling module includes:
the attribute information acquisition unit is used for acquiring the attribute information of the service processing system;
the scheduling strategy matching unit is used for determining a target service system according to a preset scheduling strategy and the attribute information;
a sending unit, configured to send the scene event to the target service system;
and the execution unit is used for controlling the target service system to process the scene event.
Optionally, the system further comprises:
and the recognition module is used for recognizing the target event according to a pre-established scene recognition model to obtain a scene event corresponding to the target event, wherein the scene recognition model is obtained by training through a machine learning algorithm according to events in a complex event group as training samples.
A complex event visualization arrangement processing method comprises the following steps:
acquiring event information;
acquiring a target event according to the event information;
generating a visual scene configuration interface, acquiring a configuration instruction based on the scene configuration interface, and processing the target event according to the configuration instruction to obtain a scene event; the visualization scene configuration interface comprises a plurality of configuration components, the configuration components are used for receiving configuration instructions and are used for associating visualization configuration rules; the configuration instructions characterize instructions generated from selected operations on the configuration components;
acquiring attribute information of a service processing system, and sending the scene event to a target service processing system matched with the scene event based on the attribute information, so as to realize the processing of the scene event by the target service processing system.
Optionally, the obtaining a target event according to the event information includes:
converting the event information into a target format, wherein the target format is a format capable of being identified by the configuration component;
and processing the event information according to the target field to obtain a target event.
Optionally, the method further comprises:
identifying the target event according to a pre-established scene identification model to obtain a scene event corresponding to the target event, wherein the scene identification model is a model obtained by training through a machine learning algorithm according to events in a complex event group as training samples
Compared with the prior art, the invention provides a complex event visualization arrangement processing system and a complex event visualization arrangement processing method, wherein the system comprises the following steps: the event acquisition module is used for acquiring event information; the preprocessing module is used for acquiring a target event according to the event information; the scene event configuration module is used for generating a visual scene configuration interface, acquiring a configuration instruction based on the scene configuration interface, and processing the target event according to the configuration instruction to obtain a scene event; and the scheduling module is used for acquiring the attribute information of the service processing system and sending the scene event to a target service processing system matched with the scene event based on the attribute information so as to realize the processing of the scene event by the target service processing system. The visual scene configuration interface generated in the scene event configuration module comprises a plurality of configuration components, and the configuration components are used for associating visual configuration rules; the user can effect the configuration of the event through the selection of the configuration component. Based on visual display in the process of arranging and scheduling the complex events, the flexibility of processing is realized, and the experience effect of operation and maintenance personnel is improved.
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In order to more clearly illustrate the embodiments of the present invention or the technical solutions in the prior art, the drawings used in the description of the embodiments or the prior art will be briefly described below, it is obvious that the drawings in the following description are only embodiments of the present invention, and for those skilled in the art, other drawings can be obtained according to the provided drawings without creative efforts.
Fig. 1 is a schematic structural diagram of a complex event visualization orchestration processing system according to an embodiment of the present invention;
fig. 2 is a schematic structural diagram of a complex event processing system according to an embodiment of the present invention;
fig. 3 is a flowchart illustrating a complex event visualization arrangement processing method according to an embodiment of the present invention.
Detailed Description
The technical solutions in the embodiments of the present invention will be clearly and completely described below with reference to the drawings in the embodiments of the present invention, and it is obvious that the described embodiments are only a part of the embodiments of the present invention, 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 invention.
The terms "first" and "second," and the like in the description and claims of the present invention and the above-described drawings are used for distinguishing between different objects and not for describing a particular order. Furthermore, the terms "comprising" and "having," as well as any variations thereof, are intended to cover non-exclusive inclusions. For example, a process, method, system, article, or apparatus that comprises a list of steps or elements is not set forth for a listed step or element but may include steps or elements not listed.
In an embodiment of the present invention, a complex event visualization orchestration processing system is provided, and referring to fig. 1, the system includes:
an event obtaining module 10, configured to obtain event information;
the preprocessing module 11 is configured to obtain a target event according to the event information;
the scene event configuration module 12 is configured to generate a visual scene configuration interface, acquire a configuration instruction based on the scene configuration interface, and process the target event according to the configuration instruction to obtain a scene event; the visualization scene configuration interface comprises a plurality of configuration components, the configuration components are used for receiving configuration instructions and are used for associating visualization configuration rules; the configuration instructions characterize instructions generated from selected operations on the configuration components;
and the scheduling module 13 is configured to acquire attribute information of a service processing system, and send the scene event to a target service processing system matched with the scene event based on the attribute information, so as to implement processing of the scene event by the target service processing system.
The complex event visualization arrangement processing performed in the embodiment of the present application is complex event arrangement processing based on international CloudEvent specification events. CloudEvents is a specification for describing event data in a common format to provide interactivity capabilities across services, platforms, and systems. The event format specifies how the clouduvent is serialized using some encoding format. Compatible CloudEvents implementations that support these codes must follow the coding rules specified in the corresponding event format.
The event acquiring module 10 is mainly capable of acquiring event information, i.e., performing an event subscription function therethrough. And reasonably controlling the receiving, publishing and inquiring authority of the event through event subscription, and performing authorization control on event users and the acquired quantity according to service requirements. Therefore, the event acquisition module mainly functions to monitor and review events before entering the complex event visualization orchestration processing system provided by the embodiment of the application. Specifically, the event obtaining module may include a plurality of units that execute the corresponding sub-functions, and specifically, the event obtaining module includes:
an event receiving unit for receiving event information;
the event issuing unit is used for issuing the event information to the complex event visualization arrangement processing system;
the event query unit is used for receiving a query request and obtaining event information matched with the query request;
and the event monitoring unit is used for monitoring the event information according to a preset monitoring condition so as to obtain the event information meeting the preset monitoring condition.
The event acquisition module further comprises:
the authority control unit is used for monitoring access information of the event information and judging whether preset authority information is met or not based on the access information so as to display the event information to a user with access authority;
and the flow control unit is used for monitoring the flow information in the complex event visualization arrangement processing system so as to obtain the system flow state information according to the monitoring result.
Through the above units, the event acquisition module not only receives the event information, but also issues the event information, that is, the event information can be known by the user who issues the event visualization arrangement processing system. The event information may include basic information of the event, i.e., an event type, an event trigger condition, event attribute information, and the like. The system provided by the embodiment of the application supports the query of the user on the event, namely, the query request can be received, then the matched event information can be obtained by analyzing according to the query information included in the query request, and the event information can be issued to the corresponding query interface, so that the user who performs the event query can obtain the event information.
The embodiment of the application also provides an event monitoring function, namely the event information can be monitored according to the preset monitoring condition to obtain the event information meeting the condition, and the automation of obtaining the event information is realized. Meanwhile, authority control and flow control can be executed, and the safety and the availability of event information are ensured.
In this embodiment of the present application, a target event may be obtained by the preprocessing module 11 according to the event information, that is, the format of the event information may be converted, and some contents may also be filtered, specifically, the preprocessing module includes:
the format processing unit is used for converting the event information into a target format, and the target format is a format which can be identified by the configuration component;
and the content processing unit is used for processing the event information according to the target field to obtain a target event.
And the target events are arranged into the scene events through a scene event configuration module. The scene event configuration module is used for generating a visual scene configuration interface, acquiring a configuration instruction based on the scene configuration interface, and processing the target event according to the configuration instruction to obtain a scene event; the visualization scene configuration interface comprises a plurality of configuration components, the configuration components are used for receiving configuration instructions and are used for associating visualization configuration rules; the configuration instructions characterize instructions generated from selected operations on the configuration components;
configuration components capable of representing different configuration rules can be displayed on a scene configuration interface, and a user can configure visualization rules of different events by selecting and dragging the configuration components, so that visualization of the whole configuration process is realized.
Specifically, the scene event configuration module includes:
the interface generating unit is used for generating a visual scene configuration interface and configuration components in the visual scene configuration interface, and the configuration components are used for associating visual configuration rules;
the format conversion unit is used for carrying out format conversion on the target event so that the target event can be identified by the associated visualization configuration rule;
the rule management module is used for managing the visual configuration rule so that the visual configuration rule meets the display condition of the configuration component;
and the scene generation module is used for acquiring a configuration instruction through the configuration component, calling a matched visual configuration rule based on the configuration instruction, generating a scene event corresponding to the target event according to the visual configuration rule and displaying the scene event.
And then, the dispatching of the scene event is realized through a dispatching module, namely, the scene event is sent to a target service processing system corresponding to the scene event, and the target service processing system executes the processing of the scene event.
Since there are multiple service processing systems for processing different scene events, it is necessary to select a service processing system that matches most with the current scene event as a target service processing system for processing according to attribute information of the service processing system, that is, load information, network information, service scene category information, and the like of the service processing system.
For example, an event represents an event that a user logs in a website a, and a scene event obtained by configuring the event is a scene event for continuously logging in the website a for M times, and after the scene event is generated, the scene event, that is, the user logs in the website a for M times and sends the scene event to a target service processing system corresponding to the website a for system, so as to obtain a processing result, for example, reward information is generated and sent to the user as a reward for the user to continuously log in the website a.
Specifically, the scheduling module includes:
the attribute information acquisition unit is used for acquiring the attribute information of the service processing system;
the scheduling strategy matching unit is used for determining a target service system according to a preset scheduling strategy and the attribute information;
a sending unit, configured to send the scene event to the target service system;
and the execution unit is used for controlling the target service system to process the scene event.
Correspondingly, the system also comprises:
and the recognition module is used for recognizing the target event according to a pre-established scene recognition model to obtain a scene event corresponding to the target event, wherein the scene recognition model is obtained by training through a machine learning algorithm according to events in a complex event group as training samples.
The method is characterized in that for an event group which is too complex and not easy to logically express, deep learning is carried out through a neural network through a model, training is carried out through related data accumulation, and then scene intelligent recognition is provided through an algorithm. Where the relevant data characterizes training samples, the training samples may be complex events labeled with various information, including scenario-related information.
Referring to fig. 2, a schematic structural diagram of a complex event processing system provided by an embodiment of the present application is shown, in which relevant functions of event subscription, scenario event, schedule management, interface management, and scenario intelligent learning are included. The event subscription function mainly comprises the functions of event acceptance, event release, event query, authority control, event monitoring and flow control; the scene event function comprises format conversion, rule management and information visual recombination; the scheduling management function comprises the functions of format conversion, scheduling strategy, flow scheduling and scheduling configuration; the interface management function comprises the functions of format conversion, interface compilation and interface debugging.
Specifically, the authority of receiving, issuing and inquiring the event is reasonably controlled through event subscription, and the authorized control is carried out on the event reservation and the acquisition amount according to the business requirements; after the event is received and obtained through the event, a detailed and accurate scene event is formed through format conversion and rule processing of visual graph configuration event processing; for an event group which is too complex and not easy to logically express, establishing a model, deeply learning through a neural network, training through related data accumulation, and then providing scene intelligent identification through an algorithm; for the identified scene event, distributing the event to different nodes of an interface cluster for service processing through visual scheduling configuration and using a visual configuration strategy; for the scheduling configuration which is not easy to carry out according to the rule, the complex event scheduling can be matched by establishing a model, training a large amount of data and starting the algorithm service after the model parameters are normal; and the interface management is completed for the interface management of the third-party system.
In the embodiment of the invention, event processing is preferentially monitored through event subscription; the logic processing of related complex events is completed through the visual arrangement of scene events; reasonably controlling message routing through scheduling management; intelligent complex business rule management is provided through deep learning. Based on the visual display in the arrangement and scheduling processes of the complex events, the flexibility of processing is realized, and the experience effect of operation and maintenance personnel is improved.
Correspondingly, referring to fig. 3, in an embodiment of the present invention, there is further provided a complex event visualization orchestration processing method, including:
s101, acquiring event information;
s102, acquiring a target event according to the event information;
s103, generating a visual scene configuration interface, acquiring a configuration instruction based on the scene configuration interface, and processing the target event according to the configuration instruction to obtain a scene event;
the visualization scene configuration interface comprises a plurality of configuration components, the configuration components are used for receiving configuration instructions and are used for associating visualization configuration rules; the configuration instructions characterize instructions generated from selected operations on the configuration components;
s104, acquiring attribute information of a service processing system, and sending the scene event to a target service processing system matched with the scene event based on the attribute information to realize the processing of the scene event by the target service processing system.
Optionally, the obtaining a target event according to the event information includes:
converting the event information into a target format, wherein the target format is a format capable of being identified by the configuration component;
and processing the event information according to the target field to obtain a target event.
Optionally, the method further comprises:
and identifying the target event according to a pre-established scene identification model to obtain a scene event corresponding to the target event, wherein the scene identification model is a model obtained by training through a machine learning algorithm according to events in a complex event group as training samples.
Specifically, the method performs effective subscription management on the event which accords with the CloudEvent track specification, provides event acceptance, release, inquiry and related authority control, flow control and monitoring, and keeps the safety of the system.
And processing the simple event information to form an accurate scene event through visual format conversion and visual rule configuration.
Performing service routing scheduling according to event attribute, service processing system pressure condition, network condition, tenant information and other information
For algorithms which cannot be subjected to simple logic of services, resume deep learning models and algorithms, relevant parameters are accurate through massive data training, then learned models are formed into algorithms, intelligent analysis is provided, the accuracy of service processing is improved, and the algorithms are mainly used for various neural network algorithms relevant to deep learning.
The scheme of the invention provides visual arrangement of related events and scheduling logic, is beneficial to manual what you see is what you get business processing, and can establish a complex model for training through artificial intelligence for complex important business which is not easy to be processed logically, thereby providing artificial intelligence auxiliary business. The flexibility of event processing is realized, and the experience effect of user processing is improved.
The embodiments in the present description are described in a progressive manner, each embodiment focuses on differences from other embodiments, and the same and similar parts among the embodiments are referred to each other. The device disclosed by the embodiment corresponds to the method disclosed by the embodiment, so that the description is simple, and the relevant points can be referred to the method part for description.
The previous description of the disclosed embodiments is provided to enable any person skilled in the art to make or use the present invention. Various modifications to these embodiments will be readily apparent to those skilled in the art, and the generic principles defined herein may be applied to other embodiments without departing from the spirit or scope of the invention. Thus, the present invention is not intended to be limited to the embodiments shown herein but is to be accorded the widest scope consistent with the principles and novel features disclosed herein.

Claims (10)

1. A complex event visualization orchestration processing system, the method comprising:
the event acquisition module is used for acquiring event information;
the preprocessing module is used for acquiring a target event according to the event information;
the scene event configuration module is used for generating a visual scene configuration interface, acquiring a configuration instruction based on the scene configuration interface, and processing the target event according to the configuration instruction to obtain a scene event; the visualization scene configuration interface comprises a plurality of configuration components, the configuration components are used for receiving configuration instructions and are used for associating visualization configuration rules; the configuration instructions characterize instructions generated from selected operations on the configuration components;
and the scheduling module is used for acquiring the attribute information of the service processing system and sending the scene event to a target service processing system matched with the scene event based on the attribute information so as to realize the processing of the scene event by the target service processing system.
2. The system of claim 1, wherein the event acquisition module comprises:
an event receiving unit for receiving event information;
the event issuing unit is used for issuing the event information to the complex event visualization arrangement processing system;
the event query unit is used for receiving a query request and obtaining event information matched with the query request;
and the event monitoring unit is used for monitoring the event information according to a preset monitoring condition so as to obtain the event information meeting the preset monitoring condition.
3. The system of claim 1, wherein the event acquisition module further comprises:
the authority control unit is used for monitoring access information of the event information and judging whether preset authority information is met or not based on the access information so as to display the event information to a user with access authority;
and the flow control unit is used for monitoring the flow information in the complex event visualization arrangement processing system so as to obtain the system flow state information according to the monitoring result.
4. The system of claim 1, wherein the pre-processing module comprises:
the format processing unit is used for converting the event information into a target format, and the target format is a format which can be identified by the configuration component;
and the content processing unit is used for processing the event information according to the target field to obtain a target event.
5. The system of claim 1, wherein the scenario event configuration module comprises:
the interface generating unit is used for generating a visual scene configuration interface and configuration components in the visual scene configuration interface, and the configuration components are used for associating visual configuration rules;
the format conversion unit is used for carrying out format conversion on the target event so that the target event can be identified by the associated visualization configuration rule;
the rule management module is used for managing the visual configuration rule so that the visual configuration rule meets the display condition of the configuration component;
and the scene generation module is used for acquiring a configuration instruction through the configuration component, calling a matched visual configuration rule based on the configuration instruction, generating a scene event corresponding to the target event according to the visual configuration rule and displaying the scene event.
6. The system of claim 1, wherein the scheduling module comprises:
the attribute information acquisition unit is used for acquiring the attribute information of the service processing system;
the scheduling strategy matching unit is used for determining a target service system according to a preset scheduling strategy and the attribute information;
a sending unit, configured to send the scene event to the target service system;
and the execution unit is used for controlling the target service system to process the scene event.
7. The system of claim 1, further comprising:
and the recognition module is used for recognizing the target event according to a pre-established scene recognition model to obtain a scene event corresponding to the target event, wherein the scene recognition model is obtained by training through a machine learning algorithm according to events in a complex event group as training samples.
8. A complex event visualization arrangement processing method is characterized by comprising the following steps:
acquiring event information;
acquiring a target event according to the event information;
generating a visual scene configuration interface, acquiring a configuration instruction based on the scene configuration interface, and processing the target event according to the configuration instruction to obtain a scene event; the visualization scene configuration interface comprises a plurality of configuration components, the configuration components are used for receiving configuration instructions and are used for associating visualization configuration rules; the configuration instructions characterize instructions generated from selected operations on the configuration components;
acquiring attribute information of a service processing system, and sending the scene event to a target service processing system matched with the scene event based on the attribute information, so as to realize the processing of the scene event by the target service processing system.
9. The method of claim 8, wherein the obtaining a target event according to the event information comprises:
converting the event information into a target format, wherein the target format is a format capable of being identified by the configuration component;
and processing the event information according to the target field to obtain a target event.
10. The method of claim 8, further comprising:
and identifying the target event according to a pre-established scene identification model to obtain a scene event corresponding to the target event, wherein the scene identification model is a model obtained by training through a machine learning algorithm according to events in a complex event group as training samples.
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CN111818069A (en) * 2020-07-14 2020-10-23 绿盟科技集团股份有限公司 Method, device, medium and computer equipment for presenting security event processing flow
CN112181477A (en) * 2020-09-02 2021-01-05 广州市双照电子科技有限公司 Complex event processing method and device and terminal equipment
CN112181477B (en) * 2020-09-02 2024-05-10 广州市双照电子科技有限公司 Complex event processing method and device and terminal equipment

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