CN116661766A - Software low-code development method based on artificial intelligence - Google Patents
Software low-code development method based on artificial intelligence Download PDFInfo
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- CN116661766A CN116661766A CN202310812337.1A CN202310812337A CN116661766A CN 116661766 A CN116661766 A CN 116661766A CN 202310812337 A CN202310812337 A CN 202310812337A CN 116661766 A CN116661766 A CN 116661766A
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Abstract
The invention discloses a software low-code development method based on artificial intelligence, which comprises the following steps: first step, a common/private cloud platform: the method can be used for deploying low-code development services based on artificial intelligence on public cloud or private cloud platforms; second, the code development server: after the setting of the public/private cloud platform is completed, the generation and release of the management information system software are realized in a natural language interaction mode. According to the software low-code development method based on artificial intelligence, abstract definition of low-code application development is achieved through an application container supporting a scripting language, the abstract definition is used for designing and developing applications through a custom scripting language, a natural language interaction interface is integrated on the basis of a visual application designer, the design, definition and deployment development work of the applications can be achieved through a natural language communication mode, and the visual operation can be simplified through the mode, so that the simplicity of software use is improved.
Description
Technical Field
The invention relates to the technical field of software low codes, in particular to a software low code development method based on artificial intelligence.
Background
Artificial intelligence based software refers to computer software that is capable of producing human intelligent behavior. The intelligent software can be run on a traditional Norman computer system, and can also be run on a new generation of Norman computer systems. The meaning of intelligence is very broad, and the essence is to be explored further, and thus, for: "Intelligent" is difficult to give a complete and exact definition, but can generally be expressed as follows: intelligence is a higher-level activity of the human brain that should possess at least the ability to acquire and apply knowledge, the ability to think and infer, the ability to solve problems, and the ability to learn;
the low code is a group of digital technology tool platforms, and based on more efficient modes such as graphic dragging, parameterized configuration and the like, quick construction, data arrangement, ecological connection and middle service are realized. The scene application innovation in the digital transformation is realized through a small amount of codes or no codes, the service abstraction degree is insufficient, the low-code development still needs to design a bottom data structure and a complex service flow, the interaction mode is mainly visual operation, but the method is not friendly enough to non-technical personnel, and a great deal of tedious work still exists for the definition of data entities, the definition of the service flow, the detailed description of interfaces and the like of the complex service.
Improvements to the above problems are needed to meet market demands.
Disclosure of Invention
The invention aims to provide a software low-code development method based on artificial intelligence, which aims to solve the problems that the low code provided in the background art is a group of digital technology tool platforms, and realizes rapid construction, data arrangement, ecological connection and middle service based on more efficient modes such as graphic dragging, parameterized configuration and the like. The scene application innovation in the digital transformation is realized through a small amount of codes or no codes, the service abstraction degree is insufficient, the low-code development still needs to design a bottom data structure and a complex service flow, the interaction mode is mainly visual operation, but the method is not friendly enough to non-technical personnel, and a large amount of complicated work still exists for the definition of data entities, the definition of the service flow, the detailed description of interfaces and the like of the complex service.
In order to achieve the above purpose, the present invention provides the following technical solutions: an artificial intelligence-based software low-code development method comprises the following steps:
first step, a common/private cloud platform: the method can be used for deploying low-code development services based on artificial intelligence on public cloud or private cloud platforms;
second, the code development server: after the common/private cloud platform is set, the management type information system software is generated and released in a natural language interaction mode;
thirdly, after the second step is completed, an abstract management module, a technology development module, a visual application module and an application container are built;
fourthly, application design is carried out, and after the third step is finished, the application design is carried out through a visual interface and a natural language interface provided by an application designer;
fifthly, generating a script, and after the fourth step is completed, carrying out interface calling by the application designer according to an interface input by a user and a large language model, and iteratively generating an application script;
sixthly, deploying the application, namely deploying a script engine and a generated application script in an application container after the fifth step is completed;
and seventhly, releasing the application, starting a script engine by the application container after the sixth step is completed, executing the deployed application script, and starting the final software system service.
Preferably, the abstract management module comprises a user authority, a workflow, a data entity, an organization architecture and a form account, and the user authority, the workflow, the data entity, the organization architecture and the form account are sequentially carried together.
Preferably, the user rights, workflow, data entity, organization architecture and form ledger may form a reusable service component.
Preferably, the technology development module is based on a java ee application development technology route, the java ee application development technology route implements an application container, and the application container is installed in an operation business component.
Preferably, the visualization application module is used for designing an application system interface, a flow and a data entity relationship in a visual interaction mode.
Preferably, the application container is used for low code development, and the abstract definition of low code application development is realized through an application container supporting a scripting language, so that the application is designed and developed through a custom scripting language, a fine tuning model aiming at a custom scripting language generation task is trained based on a pre-trained Large Language Model (LLM), and the fine tuning model is specially used for generating the custom scripting language through a natural language so as to support low code application design development.
Compared with the prior art, the invention has the beneficial effects that:
1. according to the software low-code development method based on artificial intelligence, abstract definition of low-code application development is achieved through an application container supporting a scripting language, the application is designed and developed through a custom scripting language, a fine tuning model aiming at a custom scripting language generation task is trained based on a pre-trained Large Language Model (LLM), the fine tuning model is specially used for generating the custom scripting language through a natural language to support low-code application design development, a natural language interaction interface is integrated on the basis of a visual application designer, application design, definition and deployment development work can be achieved through a natural language communication mode, and visual operation can be simplified through the mode, so that simplicity of software use is improved.
Drawings
FIG. 1 is a schematic diagram of a flow structure of the present invention;
FIG. 2 is a schematic diagram of an abstract management module according to the present invention;
FIG. 3 is a schematic diagram of a development module of the present invention;
fig. 4 is a schematic structural diagram of a visual application module according to the present invention.
Detailed Description
The following description of the embodiments of the present invention will be made clearly and completely with reference to the accompanying drawings, in which it is apparent that the embodiments described are only some embodiments of the present invention, but not all embodiments. All other embodiments, which can be made by those skilled in the art based on the embodiments of the invention without making any inventive effort, are intended to be within the scope of the invention.
Referring to fig. 1-4, the present invention provides a technical solution: an artificial intelligence-based software low-code development method comprises the following steps:
first step, a common/private cloud platform: the method can be used for deploying low-code development services based on artificial intelligence on public cloud or private cloud platforms;
second, the code development server: after the common/private cloud platform is set, the management type information system software is generated and released in a natural language interaction mode;
thirdly, after the second step is completed, an abstract management module, a technology development module, a visual application module and an application container are built;
fourthly, application design is carried out, and after the third step is finished, the application design is carried out through a visual interface and a natural language interface provided by an application designer;
fifthly, generating a script, and after the fourth step is completed, carrying out interface calling by the application designer according to an interface input by a user and a large language model, and iteratively generating an application script;
sixthly, deploying the application, namely deploying a script engine and a generated application script in an application container after the fifth step is completed;
and seventhly, releasing the application, starting a script engine by the application container after the sixth step is completed, executing the deployed application script, and starting the final software system service.
The abstract management module comprises user rights, a workflow, a data entity, an organization architecture and a form account, wherein the user rights, the workflow, the data entity, the organization architecture and the form account are sequentially carried together;
the user rights, workflow, data entity, organization architecture and form ledger may form a reusable service-type component;
the technology development module is based on a Java application development technical route, the Java application development technical route realizes an application container, and the application container is arranged in an operation business component;
the visual application module is used for designing an application system interface, a flow and a data entity relationship in a visual interaction mode;
the application container is applied to low-code development, realizes abstract definition of low-code application development through an application container supporting a scripting language, is used for designing and developing the application through a custom scripting language, trains a fine tuning model aiming at a custom scripting language generation task based on a pre-trained Large Language Model (LLM), and is specially used for generating the custom scripting language through a natural language so as to support low-code application design development.
To sum up: 1-4, when the artificial intelligence-based software low-code development method is used, the artificial intelligence-based low-code development service is deployed on a public cloud or private cloud platform, and the generation and release of management type information system software are realized in a natural language interaction mode, and the information system low-code development is realized in the main mode that:
abstract management type information system business content such as user authority, workflow, data entity, organization architecture, form account, etc. to form reusable service type components; based on JavaEE or other application development technical routes, an application container is realized, and a service component can be loaded and operated; providing a visual application designer for designing application system interfaces, processes and data entity relations in a visual interaction mode;
the method comprises the following specific steps:
the first step, application design: performing application design through a visual interface and a natural language interface provided by an application designer;
secondly, script generation: the application designer performs interface calling according to the interface input by the user and the large language model, and iterates to generate an application script;
thirdly, application deployment: deploying a script engine and a generated application script in an application container;
fourth step, application release: the application container starts the script engine, executes the deployed application script, and starts the final software system service, which is the characteristic of the artificial intelligence-based software low-code development method.
Although embodiments of the present invention have been shown and described, it will be understood by those skilled in the art that various changes, modifications, substitutions and alterations can be made therein without departing from the principles and spirit of the invention, the scope of which is defined in the appended claims and their equivalents.
Claims (6)
1. The software low-code development method based on artificial intelligence is characterized by comprising the following steps of:
first step, a common/private cloud platform: the method can be used for deploying low-code development services based on artificial intelligence on public cloud or private cloud platforms;
second, the code development server: after the common/private cloud platform is set, the management type information system software is generated and released in a natural language interaction mode;
thirdly, after the second step is completed, an abstract management module, a technology development module, a visual application module and an application container are built;
fourthly, application design is carried out, and after the third step is finished, the application design is carried out through a visual interface and a natural language interface provided by an application designer;
fifthly, generating a script, and after the fourth step is completed, carrying out interface calling by the application designer according to an interface input by a user and a large language model, and iteratively generating an application script;
sixthly, deploying the application, namely deploying a script engine and a generated application script in an application container after the fifth step is completed;
and seventhly, releasing the application, starting a script engine by the application container after the sixth step is completed, executing the deployed application script, and starting the final software system service.
2. The artificial intelligence based software low code development method of claim 1, wherein: the abstract management module comprises user authority, workflow, data entity, organization architecture and form account, wherein the user authority, the workflow, the data entity, the organization architecture and the form account are sequentially carried together.
3. The artificial intelligence based software low code development method of claim 2, wherein: the user rights, workflow, data entity, organization architecture, and form ledger may form a reusable service component.
4. The artificial intelligence based software low code development method of claim 1, wherein: the technology development module is based on a Java application development technical route which realizes an application container, and the application container is arranged in an operation business component.
5. The artificial intelligence based software low code development method of claim 1, wherein: the visual application module is used for designing an application system interface, a flow and a data entity relationship in a visual interaction mode.
6. The artificial intelligence based software low code development method of claim 1, wherein: the application container is applied to low-code development, realizes abstract definition of low-code application development through an application container supporting a scripting language, is used for designing and developing the application through a custom scripting language, trains a fine tuning model aiming at a custom scripting language generation task based on a pre-trained Large Language Model (LLM), and is specially used for generating the custom scripting language through a natural language so as to support low-code application design development.
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Cited By (2)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| CN117331548A (en) * | 2023-11-30 | 2024-01-02 | 厦门泛卓信息科技有限公司 | Low-code development system based on intelligent building software |
| CN118012403A (en) * | 2024-04-08 | 2024-05-10 | 西南林业大学 | Low code development method, system and storage medium based on natural language processing |
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- 2023-07-04 CN CN202310812337.1A patent/CN116661766A/en active Pending
Cited By (4)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| CN117331548A (en) * | 2023-11-30 | 2024-01-02 | 厦门泛卓信息科技有限公司 | Low-code development system based on intelligent building software |
| CN117331548B (en) * | 2023-11-30 | 2024-01-23 | 厦门泛卓信息科技有限公司 | Low-code development system based on intelligent building software |
| CN118012403A (en) * | 2024-04-08 | 2024-05-10 | 西南林业大学 | Low code development method, system and storage medium based on natural language processing |
| CN118012403B (en) * | 2024-04-08 | 2024-06-11 | 西南林业大学 | Low code development method, system and storage medium based on natural language processing |
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