CN114385150A - Low code development method based on intelligent engine - Google Patents
Low code development method based on intelligent engine Download PDFInfo
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- CN114385150A CN114385150A CN202210032885.8A CN202210032885A CN114385150A CN 114385150 A CN114385150 A CN 114385150A CN 202210032885 A CN202210032885 A CN 202210032885A CN 114385150 A CN114385150 A CN 114385150A
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Abstract
The invention discloses a low code development method based on an intelligent engine, which belongs to the field of code development, and is difficult for external personnel to select when micro-service is pushed, meanwhile, too much pushing is easy to cause bad experience for the selection personnel, the micro-service object is processed to obtain the most popular object, and then the micro-service object is pushed from the bottom layer structure to the page and from the page to the bottom layer structure, meanwhile, the user is allowed to select tools such as an AI model, a data integration generator and the like for development, and the intelligent assistant guides the developer how to complete the direction of optimization of the low-code development platform across different development tools and different development steps, the low-code development platform can improve the user experience of developers in developing new application programs through intelligent guidance and recommendation, and accelerate the process of constructing the application.
Description
Technical Field
The invention belongs to the field of code development, and particularly relates to a low-code development method based on an intelligent engine.
Background
At present, the internal operation of a manufacturing enterprise is increasingly complex, the problems faced by the manufacturing enterprise are more and more, and the enterprise must make a quick response to constantly changing market demands, so that, in the current background, the speed is a very important factor, in view of this, a low-code development platform provides a technical mechanism to promote and automate the development of software application programs so as to support the current enterprise demands and promote digital transformation, and an open operating system of a virtual manufacturing enterprise is realized based on the low-code development platform, so that the cooperative cooperation, manufacturing and logistics environments of the whole enterprise can be managed, and people, application programs and IOT equipment can realize seamless communication and operation in an interconnected working environment, thereby promoting the digital transformation of the manufacturing enterprise;
the low code development platform utilizes a DevOps tool, can realize rapid development, test and one-key deployment, and reduces the lead cycle, the micro-service architecture is a core part of an open operating system for realizing virtual manufacturing enterprises based on the low code development platform, because the micro-service architecture allows an application program to be disassembled into a plurality of micro-services, the micro-services have high cohesion and low coupling, and the micro-service architecture has the characteristics of high reusability, flexible expansibility, high overall availability and mutual isolation among the services, and a better development effect cannot be achieved due to more micro-services and excessively complicated pushing effect;
meanwhile, by using implementation experience in industries such as manufacturing industry and military industry, a knowledge map and intelligent application are constructed, the business problems of online, interconnection and precipitation of product knowledge are solved, when micro-service is pushed, external personnel are difficult to select, too much pushing is performed, bad experience is easily caused to the selection personnel, the micro-service object is processed, the most popular object is obtained, and the micro-service object is pushed.
Disclosure of Invention
In order to solve the problems existing in the scheme, the invention provides a low-code development method based on an intelligent engine.
The purpose of the invention can be realized by the following technical scheme: the low code development method based on the intelligent engine comprises the following steps:
step one, unifying a check code generator and front-end and back-end data: the generated code comprises a foreground and a background, the generated code is directly used, in Browser/Server software development, a front end is usually developed by adopting Javascript and TypeScript languages, and a rear end is usually developed by adopting a Server-side language;
step two, page editing: based on technologies of HTML, CSS, and JavaScript, the front-end environment allows composing a page of an application by dragging a reusable UI component;
step three, connecting an IT container; the IT container is connected with the low code development platform and provides arrangement service and micro-service resource management service of business micro-service and data micro-service;
step four, process engine arrangement logic: at the back end, the flow designer allows the construction of the business logic of the application by drawing a micro-service orchestrated graph;
step five: and (3) AI model evaluation: the AI model generator facilitates the development of data analysis services by real-time evaluation of the AI model to optimize manufacturing decisions;
step six: the rule engine sets: the real-time analysis and the repeated use can be carried out according to the preset rules or the rules formed by the expert experience analysis.
Preferably, in the first step, when the user needs to modify the front-end and back-end data verification based on code generation, the front end is only developed and debugged once, and the back end directly utilizes the result of the development and debugging of the front-end data verification, defines the verification on the target field by self-defining the verification rule, and performs data verification through the interpreter, thereby simplifying the workload of the back-end data verification.
Preferably, the personalized high-level version in the second step is that the developer types codes by himself, the UI component comprises buttons, images, panels, tables and graphs, and the low-code development platform allows the developer to change front-end pages and component styles in a simple configuration or personalized high-level version mode and connect to a back-end service.
Preferably, the step four graphical user interface allows the developer to drag and drop an available microservice onto the canvas and access microservice configurations by double-clicking.
Preferably, the code generated by one key in the first step includes controller, service, dao, mapper, entity, vue, and the like.
Preferably, the backend in the step one is usually developed by using a server-side language, wherein the server-side language includes Java, Net, Php, Python, Node, and the like.
Preferably, the user operation steps of the low-code development platform are as follows:
A. a developer logs in a low-code development platform;
B. the developer inputs 'production management' in the intelligent assistant;
C. without the micro-service or application template, the small assistant may recommend other application templates for it;
D. in a knowledge graph of a low-code development platform, an application and a service micro-service which are matched with 'production management' are searched simultaneously, and a small assistant can preferentially recommend an application template;
E. if only micro-services related to business management can be searched, a front-end page can be produced through the micro-services, and modification of a page field and modification of a page style by a user are supported;
F. if the developer wants to build from scratch, the developer can build a menu, ask for pulling the front-end component, and then select the business microservice to generate a page with business fields.
Preferably, in the step E, in the process of creating the application, recommendation of the related business microservice is performed.
Preferably, the specific operation steps of the fourth step are as follows:
SS1, marking the micro service as Wi, wherein i is 1, 2, … …, N is a positive integer, counting the capacity of the corresponding micro service Wi, marking as Wri, and marking the connection times of each micro service object as N;
SS2 adopting calculation formula
Calculating to obtain a priority value Yi, wherein C1 and C2 are preset specific coefficient factors, and comparing multiple groups of obtained priority values Yi to obtain a maximum priority value Yi;
and the SS3 matches the corresponding priority value Yi with the corresponding micro service, and takes the micro service with the highest priority value as a priority pushing object.
Compared with the prior art, the invention has the beneficial effects that: the low-code development platform allows a user to construct applications in different paths, from a bottom layer structure to a page and from the page to the bottom layer structure, and simultaneously allows the user to select tools such as an AI model and a data integration generator for development, and guides a developer how to complete the direction of optimization required by the low-code development platform across different development tools and different development steps through an intelligent small assistant;
the low-code development platform is developed based on a micro-service architecture, each service defines a clear boundary in an API form, and the micro-service operates independently, so that faults are effectively controlled, and the code quality and the reusability of the same module are improved.
Drawings
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 some embodiments of the present invention, and for those skilled in the art, other drawings can be obtained according to the drawings without creative efforts.
FIG. 1 is a schematic flow diagram of the process of the present invention;
FIG. 2 is a core diagram of the low code development platform of the present invention.
Detailed Description
The technical solutions of the present invention will be described clearly and completely with reference to the following embodiments, and it should be understood 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.
As shown in fig. 1-2, the low code development method based on the intelligent engine comprises the following steps:
step one, unifying a check code generator and front-end and back-end data: the generated code comprises a foreground and a background, the generated code is directly used, in Browser/Server software development, a front end is usually developed by adopting Javascript and TypeScript languages, and a rear end is usually developed by adopting a Server-side language;
step two, page editing: based on technologies of HTML, CSS and JavaScript, a front-end environment allows a page of an application to be composed by dragging a reusable UI component, and a low-code development platform allows a developer to change the front-end page and component styles in a simple configuration or personalized high-level version mode and connect to a back-end service;
step three, connecting an IT container; the IT container is connected with the low code development platform and provides arrangement service and micro-service resource management service of business micro-service and data micro-service;
step four, process engine arrangement logic: at the back end, the process designer allows the construction of business logic for an application by drawing a graph of microservice orchestration using a workflow similar to a business process model, where each artifact represents a microservice and each connection object represents a connection between different microservices;
the specific operation steps of the fourth step are as follows:
SS1, marking the micro service as Wi, wherein i is 1, 2, … …, N is a positive integer, counting the capacity of the corresponding micro service Wi, marking as Wri, and marking the connection times of each micro service object as N;
SS2 adopting calculation formula
Calculating to obtain a priority value Yi, wherein C1 and C2 are preset specific coefficient factors, and comparing multiple groups of obtained priority values Yi to obtain a maximum priority value Yi;
and the SS3 matches the corresponding priority value Yi with the corresponding micro service, and takes the micro service with the highest priority value as a priority pushing object.
And step five, AI model evaluation: the AI model generator facilitates the development of data analysis services, including machine learning services, providing development tools and user interfaces to train and test the model;
step six: the rule engine sets: the real-time analysis and the repeated use can be carried out according to the preset rules or the rules formed by the expert experience analysis.
In the first step, when a user needs to modify the front-end data verification and the back-end data verification on the basis of code generation, the front end only needs to be developed and debugged once, the back end directly utilizes the results of the front-end data verification development and debugging, the verification is defined on the target field through self-defining the verification rule, and the data verification is executed through the interpreter, so that the workload of the back-end data verification is simplified.
And in the second step, the personalized advanced version is used for a developer to automatically type in codes, and the UI component comprises buttons, images, panels, tables and graphs.
The graphical user interface in step four allows developers to drag and drop available microservices onto the canvas and access microservice configurations by double clicking, thus designing complex business logic workflows with just a few mouse clicks.
The code generated by the key in the first step comprises a controller, a service, dao, mapper, entity, vue and the like.
In the first step, the back end is usually developed by adopting a server-side language, wherein the server-side language comprises Java, Net, Php, Python, Node and the like.
The user operation steps of the low code development platform are as follows:
A. a developer logs in a low-code development platform;
B. the developer inputs 'production management' in the intelligent assistant;
C. without the micro-service or application template, the small assistant can recommend other application templates for the micro-service or application template, and the application templates are from zero-building application to creation of a menu and establishment of a bottom layer table;
D. in the knowledge graph of the low-code development platform, the application and the service micro-service matched with 'production management' are searched at the same time, the small assistant can preferentially recommend an application template, and in the knowledge graph, the following can be searched: simultaneously retrieving the application and the business microservice matched with the search word, the application matched with the search word and the business microservice matched with the search word;
E. if only micro-services related to business management can be searched, a front-end page can be produced through the micro-services, and modification of a page field and modification of a page style by a user are supported;
F. if the developer wants to build from scratch, the developer can build a menu, ask for pulling the front-end component, and then select the business microservice to generate a page with business fields.
And E, recommending related business microservices for a client to select in the application creating process.
The formulas are obtained by removing dimensions and calculating numerical values, the formulas are obtained by acquiring a large amount of data and performing software simulation to obtain the formulas closest to the real conditions, and the preset parameters and the preset threshold values in the formulas are set by technicians in the field according to actual conditions or obtained by simulating a large amount of data;
the low-code development platform emphasizes the visual interface, so that people without technical background can easily develop the application. Through a front-end page designer, a WYSIWYG (what you see is what you get) mode of dragging UI components (such as buttons, images, panels, tables, figures and the like) is used for quickly constructing a front-end page, and meanwhile, color matching and page style adjustment are supported;
traditional factories will increasingly transform into digital manufacturing environments, but currently, the full potential of the information communication technology in the manufacturing industry is not fully utilized, and a large development space exists. And the low-code development platform is combined with the application programs of the sensors and the actuators, so that the communication and the operation of people, the application programs and the IOT equipment are realized. The application from the sensor to the low-code development platform and finally to the low-code development platform provides a mode which is extensible, high in availability and high in fault tolerance. Users can quickly add devices to a low-code development platform through simple configuration, and the device data is simply acquired to intelligent applications responding to business requirements.
The working principle of the invention is as follows:
the low-code development platform allows a user to construct applications in different paths, from a bottom layer structure to a page and from the page to the bottom layer structure, and simultaneously allows the user to select tools such as an AI model and a data integration generator for development, and guides a developer how to complete different development tools and different development steps, which are the directions of the low-code development platform needing optimization, through intelligent guidance and recommendation, the low-code development platform can improve the user experience of the developer in developing a new application program and accelerate the process of constructing the applications;
the low-code development platform is developed based on a micro-service architecture, each service defines a clear boundary in an API form, and the micro-service operates independently, so that faults are effectively controlled, and the code quality and the reusability of the same module are improved.
In the embodiments provided by the present invention, it should be understood that the disclosed apparatus, device and method can be implemented in other ways. For example, the above-described apparatus embodiments are merely illustrative, and for example, a module may be divided into only one logical function, and another division may be implemented in practice; modules described as separate parts may or may not be physically separate, and parts displayed as modules may or may not be physical units, may be located in one place, or may be distributed on a plurality of network units. Some or all of the modules may be selected according to actual needs to achieve the purpose of the method of the embodiment.
It will also be evident to those skilled in the art that the invention is not limited to the details of the foregoing illustrative embodiments, and that the present invention may be embodied in other specific forms without departing from the spirit or essential attributes thereof.
The present embodiments are therefore to be considered in all respects as illustrative and not restrictive, the scope of the invention being indicated by the appended claims rather than by the foregoing description, and all changes which come within the meaning and range of equivalency of the claims are therefore intended to be embraced therein. Any reference signs in the claims shall not be construed as limiting the claim concerned.
Furthermore, it is obvious that the word "comprising" does not exclude other elements or steps, and the singular does not exclude the plural. A plurality of units or means recited in the system claims may also be implemented by one unit or means in software or hardware. The terms second, etc. are used to denote names, but not any particular order.
Finally, it should be noted that the above examples are only intended to illustrate the technical process of the present invention and not to limit the same, and although the present invention has been described in detail with reference to the preferred embodiments, it will be understood by those skilled in the art that modifications or equivalent substitutions may be made to the technical process of the present invention without departing from the spirit and scope of the technical process of the present invention.
Claims (9)
1. The low code development method based on the intelligent engine is characterized by comprising the following steps:
step one, unifying a check code generator and front-end and back-end data: the generated code comprises a foreground and a background, the generated code is directly used, in Browser/Server software development, a front end is usually developed by adopting Javascript and TypeScript languages, and a rear end is usually developed by adopting a Server-side language;
step two, page editing: based on technologies of HTML, CSS, and JavaScript, the front-end environment allows composing a page of an application by dragging a reusable UI component;
step three, connecting an IT container: the IT container is connected with the low code development platform and provides arrangement service and micro-service resource management service of business micro-service and data micro-service;
step four, process engine arrangement logic: at the back end, the flow designer allows the construction of business logic for an application by drawing a graph of microservice arrangements, where each artifact represents a microservice and each connection object represents a connection between different microservices;
step five: and (3) AI model evaluation: the AI model generator facilitates the development of data analysis services by real-time evaluation of the AI model to optimize manufacturing decisions;
step six: the rule engine sets: the real-time analysis and the repeated use can be carried out according to the preset rules or the rules formed by the expert experience analysis.
2. The intelligent engine-based low-code development method as claimed in claim 1, wherein in the step one, when a user needs to modify front-end and back-end data verification on the basis of code generation, the front end only develops and debugs once, and the back end directly utilizes the results of the front-end data verification development and debugging, defines verification to a target field through self-defining verification rules, and executes data verification through an interpreter, thereby simplifying the workload of back-end data verification.
3. The intelligent engine-based low-code development method according to claim 1, wherein in the second step, the personalized high-level version is used for a developer to type in code by himself, UI components comprise buttons, images, panels, tables and graphics, and the low-code development platform allows the developer to change front-end pages and component styles by means of simple configuration or personalized high-level version and is connected to a back-end service.
4. A smart engine-based low-code development method according to claim 1, characterized in that the step four graphical user interface allows a developer to drag and drop available microservice onto canvas and access microservice configuration by double-clicking.
5. The intelligent engine-based low-code development method according to claim 1, wherein the code generated by one key in the first step comprises a controller, a service, dao, map, entity and vue.
6. The intelligent engine-based low-code development method according to claim 1, wherein in the first step, the backend is usually developed by using a server-side language, wherein the server-side language comprises Java,. Net, Php, Python, Node.
7. The intelligent engine-based low-code development method according to claim 1, characterized in that the user operation steps of the low-code development platform are as follows:
A. a developer logs in a low-code development platform;
B. the developer inputs 'production management' in the intelligent assistant;
C. without the micro-service or application template, the small assistant may recommend other application templates for it;
D. in a knowledge graph of a low-code development platform, an application and a service micro-service which are matched with 'production management' are searched simultaneously, and a small assistant can preferentially recommend an application template;
E. if only micro-services related to business management can be searched, a front-end page can be produced through the micro-services, and modification of a page field and modification of a page style by a user are supported;
F. if the developer wants to build from scratch, the developer can build a menu, ask for pulling the front-end component, and then select the business microservice to generate a page with business fields.
8. The intelligent engine-based low-code development method according to claim 7, characterized in that in the step E, recommendation of related business microservices is carried out in the process of creating the application.
9. The intelligent engine-based low-code development method according to claim 1, characterized in that the specific operation steps of the fourth step are as follows:
SS1, marking the micro service as Wi, wherein i is 1, 2, … …, N is a positive integer, counting the capacity of the corresponding micro service Wi, marking as Wri, and marking the connection times of each micro service object as N;
SS2 adopting calculation formula
Calculating to obtain a priority value Yi, wherein C1 and C2 are preset specific coefficient factors, and comparing multiple groups of obtained priority values Yi to obtain a maximum priority value Yi;
and the SS3 matches the corresponding priority value Yi with the corresponding micro service, and takes the micro service with the highest priority value as a priority pushing object.
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