CN117289841A - Interaction method and device based on large language model, storage medium and electronic equipment - Google Patents
Interaction method and device based on large language model, storage medium and electronic equipment Download PDFInfo
- Publication number
- CN117289841A CN117289841A CN202311588507.9A CN202311588507A CN117289841A CN 117289841 A CN117289841 A CN 117289841A CN 202311588507 A CN202311588507 A CN 202311588507A CN 117289841 A CN117289841 A CN 117289841A
- Authority
- CN
- China
- Prior art keywords
- software development
- interaction
- auxiliary
- template
- development auxiliary
- Prior art date
- Legal status (The legal status is an assumption and is not a legal conclusion. Google has not performed a legal analysis and makes no representation as to the accuracy of the status listed.)
- Pending
Links
- 230000003993 interaction Effects 0.000 title claims abstract description 175
- 238000000034 method Methods 0.000 title claims abstract description 73
- 238000003860 storage Methods 0.000 title claims abstract description 15
- 238000011161 development Methods 0.000 claims abstract description 134
- 238000002955 isolation Methods 0.000 claims abstract description 29
- 230000002452 interceptive effect Effects 0.000 claims abstract description 19
- 238000013507 mapping Methods 0.000 claims abstract description 8
- 230000004044 response Effects 0.000 claims description 39
- 230000006870 function Effects 0.000 claims description 20
- 238000012545 processing Methods 0.000 claims description 18
- 238000012360 testing method Methods 0.000 claims description 17
- 239000000725 suspension Substances 0.000 claims description 15
- 230000003213 activating effect Effects 0.000 claims description 5
- 238000012790 confirmation Methods 0.000 claims description 5
- 238000010586 diagram Methods 0.000 description 12
- 230000008569 process Effects 0.000 description 10
- 238000005516 engineering process Methods 0.000 description 5
- 238000003058 natural language processing Methods 0.000 description 5
- 238000004458 analytical method Methods 0.000 description 4
- 230000000694 effects Effects 0.000 description 4
- 238000012217 deletion Methods 0.000 description 3
- 230000037430 deletion Effects 0.000 description 3
- 238000013461 design Methods 0.000 description 3
- 238000012544 monitoring process Methods 0.000 description 3
- 238000005457 optimization Methods 0.000 description 3
- 230000005540 biological transmission Effects 0.000 description 2
- 230000008859 change Effects 0.000 description 2
- 238000004590 computer program Methods 0.000 description 2
- 238000007689 inspection Methods 0.000 description 2
- 238000012986 modification Methods 0.000 description 2
- 230000004048 modification Effects 0.000 description 2
- 230000003287 optical effect Effects 0.000 description 2
- 238000003825 pressing Methods 0.000 description 2
- 230000003252 repetitive effect Effects 0.000 description 2
- 238000012552 review Methods 0.000 description 2
- 230000001960 triggered effect Effects 0.000 description 2
- 230000004913 activation Effects 0.000 description 1
- 238000013473 artificial intelligence Methods 0.000 description 1
- 238000013475 authorization Methods 0.000 description 1
- 230000006399 behavior Effects 0.000 description 1
- 238000004883 computer application Methods 0.000 description 1
- 238000013135 deep learning Methods 0.000 description 1
- 238000009826 distribution Methods 0.000 description 1
- 238000002620 method output Methods 0.000 description 1
- 238000010926 purge Methods 0.000 description 1
- 238000011160 research Methods 0.000 description 1
- 230000003068 static effect Effects 0.000 description 1
- 239000002699 waste material Substances 0.000 description 1
Classifications
-
- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06F—ELECTRIC DIGITAL DATA PROCESSING
- G06F3/00—Input arrangements for transferring data to be processed into a form capable of being handled by the computer; Output arrangements for transferring data from processing unit to output unit, e.g. interface arrangements
- G06F3/01—Input arrangements or combined input and output arrangements for interaction between user and computer
- G06F3/048—Interaction techniques based on graphical user interfaces [GUI]
- G06F3/0481—Interaction techniques based on graphical user interfaces [GUI] based on specific properties of the displayed interaction object or a metaphor-based environment, e.g. interaction with desktop elements like windows or icons, or assisted by a cursor's changing behaviour or appearance
- G06F3/0482—Interaction with lists of selectable items, e.g. menus
-
- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06F—ELECTRIC DIGITAL DATA PROCESSING
- G06F3/00—Input arrangements for transferring data to be processed into a form capable of being handled by the computer; Output arrangements for transferring data from processing unit to output unit, e.g. interface arrangements
- G06F3/01—Input arrangements or combined input and output arrangements for interaction between user and computer
- G06F3/048—Interaction techniques based on graphical user interfaces [GUI]
- G06F3/0481—Interaction techniques based on graphical user interfaces [GUI] based on specific properties of the displayed interaction object or a metaphor-based environment, e.g. interaction with desktop elements like windows or icons, or assisted by a cursor's changing behaviour or appearance
- G06F3/0483—Interaction with page-structured environments, e.g. book metaphor
-
- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06F—ELECTRIC DIGITAL DATA PROCESSING
- G06F3/00—Input arrangements for transferring data to be processed into a form capable of being handled by the computer; Output arrangements for transferring data from processing unit to output unit, e.g. interface arrangements
- G06F3/01—Input arrangements or combined input and output arrangements for interaction between user and computer
- G06F3/048—Interaction techniques based on graphical user interfaces [GUI]
- G06F3/0484—Interaction techniques based on graphical user interfaces [GUI] for the control of specific functions or operations, e.g. selecting or manipulating an object, an image or a displayed text element, setting a parameter value or selecting a range
- G06F3/04842—Selection of displayed objects or displayed text elements
-
- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06F—ELECTRIC DIGITAL DATA PROCESSING
- G06F8/00—Arrangements for software engineering
- G06F8/30—Creation or generation of source code
- G06F8/38—Creation or generation of source code for implementing user interfaces
-
- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06F—ELECTRIC DIGITAL DATA PROCESSING
- G06F8/00—Arrangements for software engineering
- G06F8/70—Software maintenance or management
- G06F8/73—Program documentation
-
- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06F—ELECTRIC DIGITAL DATA PROCESSING
- G06F9/00—Arrangements for program control, e.g. control units
- G06F9/06—Arrangements for program control, e.g. control units using stored programs, i.e. using an internal store of processing equipment to receive or retain programs
- G06F9/44—Arrangements for executing specific programs
- G06F9/451—Execution arrangements for user interfaces
Abstract
The application discloses an interaction method and device based on a large language model, a storage medium and electronic equipment, comprising the following steps: responding to an access request of the software development auxiliary application, and outputting a software development auxiliary application main interface; the software development auxiliary application is a software development auxiliary application plug-in; the software development auxiliary application interface comprises a software development auxiliary template library, a dialogue area and an interaction isolation area; responding to the triggering of the template in the software development auxiliary template library, and outputting AI interaction information corresponding to the development auxiliary request information in a dialogue area according to the development auxiliary request information in the template; the software development auxiliary template library comprises a self-defined development auxiliary template and/or a development auxiliary template uploaded into a development template set; and responding to the interactive identification corresponding to the AI interactive information in the dialogue area, and outputting the established mapping relation between the AI interactive information and the interactive identification in the interactive isolation area in the form of the interactive identification, thereby improving the working efficiency of the developer.
Description
Technical Field
The present application relates to a computer application technology, and in particular, to an interaction method and apparatus based on a large language model. The application also relates to a computer storage medium and an electronic device.
With the continuous development of computer technology and internet technology, the application software borne on the electronic equipment is endless, and under the condition of meeting entertainment requirements, the requirements of various aspects such as life, work and the like are also met.
However, the development process of application software includes some series of development works such as demand analysis of software, algorithms for realizing functions of software, architecture design of software, coding, adjustment, test, etc., and the process developer is often required to process a lot of repetitive and tedious coding works such as generating notes, writing unit test, performing code review and code optimization, etc., thus requiring a lot of time for research and exploration.
Disclosure of Invention
The application provides an interaction method based on a large language model, which aims to solve the problem of development efficiency in the prior art.
The application provides an interaction method based on a large language model, which comprises the following steps:
responding to an access request of the software development auxiliary application, and outputting a software development auxiliary application main interface; the software development auxiliary application is a software development auxiliary application plug-in which is constructed based on a large language model and has an association relation with a software development platform, and the software development auxiliary application interface is an interactive interface for auxiliary software development; the software development auxiliary application interface comprises a software development auxiliary template library, a dialogue area and an interaction isolation area;
Responding to the triggering of the template in the software development auxiliary template library, and outputting AI interaction information corresponding to the development auxiliary request information in the dialogue area according to the development auxiliary request information in the template; the software development auxiliary template library comprises the custom development auxiliary templates and/or development auxiliary templates uploaded into a development template set;
and responding to the interaction identification corresponding to the AI interaction information in the dialogue area, and outputting the established mapping relation between the AI interaction information and the interaction identification in the interaction isolation area in the form of the interaction identification.
In some embodiments, the outputting the software development assistance application main interface in response to the access request to the software development assistance application includes:
responding to the trigger of the entry control of the software development auxiliary application displayed by the display device, and sending an access request event;
outputting the main page of the software development auxiliary application according to the access request event, and sending the access request event in response to the triggering of the entry control of the software development auxiliary application displayed on the display device, wherein the method comprises the following steps:
transmitting the access request event in response to a first operation trigger of a global portal control of the software development assistance application displayed in the display device; or, sending the access request event in response to a first operation trigger of a status bar entry control of the software development assistance application in the display device status bar.
In some embodiments, further comprising:
and responding to second operation trigger of the global entry control or the status bar entry control, and outputting a processing interface for processing the software development auxiliary application.
In some embodiments, the responding to the triggering of the template in the software development auxiliary template library, outputting the AI interaction information corresponding to the development auxiliary request information in the dialogue area according to the development auxiliary request information in the template, and includes:
responding to the trigger of the custom development auxiliary template, and outputting a template interface;
and responding to the development auxiliary request information input to the template interface, and outputting AI interaction information corresponding to the development auxiliary request information on the software development auxiliary application main interface.
In some embodiments, further comprising:
responding to a request for adding templates in the software development auxiliary template library, and outputting an added template interface;
and outputting the added template in the software development auxiliary template library in response to a confirmation operation of the defined added template in the added template interface.
In some embodiments, further comprising:
responding to the selection operation of codes in the software development platform, and outputting a suspension menu;
Responding to the triggering of the auxiliary control in the suspension menu, outputting AI interaction information corresponding to the auxiliary control in the dialog area in the outputted software development auxiliary application interface, comprising:
when the auxiliary control is the trigger of a single-test generation control, outputting unit test information corresponding to a method or class selected in the code range of the software development platform in the dialogue area;
when the auxiliary control is the trigger of the interpretation code control, annotation information corresponding to the target code selected in the code range of the software development platform is output in the dialogue area;
when the auxiliary control is the trigger of the checking control, outputting function adjustment information corresponding to a method or class selected from the code range of the software development platform in the dialogue area;
and when the auxiliary control is the trigger of the chat control, outputting dialogue information in the dialogue area.
In some embodiments, further comprising:
responding to the generated annotation information, and inserting the annotation information into a position corresponding to the target code selected in the code range of the software development platform;
automatically modifying a method or class selected from the code range of the software development platform in response to the generated function adjustment information;
And/or the number of the groups of groups,
responding to the trigger of a code demand functional module in the main interface of the software development auxiliary application, and activating a dialogue input area of the main interface of the software development auxiliary application;
responding to development code demand information input in the dialogue input area, and outputting AI interaction information corresponding to the development code demand information in the dialogue area;
and/or the number of the groups of groups,
uploading the custom development auxiliary template to the development template set in response to an uploading operation of the custom development auxiliary template;
and/or the number of the groups of groups,
and responding to the switching operation of the interaction identification in the interaction isolation area, and switching and displaying the AI interaction information corresponding to the interaction identification in the software development auxiliary application interface.
In some embodiments, at least one of the following interactions is also included:
responding to the trigger of typesetting control in the software development auxiliary application interface, typesetting the document information displayed in the dialogue area of the software development auxiliary application interface, and determining typeset documents; switching the document information of the dialogue area into a display mode of the typesetting file;
responding to the trigger of the export control in the software development auxiliary application interface, and exporting the AI interaction information in the dialogue area to a target position;
Responding to the trigger of deleting the control in the software development auxiliary application interface, and clearing the AI interaction information in the dialogue area;
hiding the interaction isolation area in response to triggering of a hidden control in the software development auxiliary application interface;
and responding to the trigger of the dialogue control in the software development auxiliary application interface, and displaying a newly added dialogue area in the software development auxiliary application interface.
The application also provides an interaction device based on the large language model, which comprises:
the first output unit is used for responding to the access request of the software development auxiliary application and outputting a software development auxiliary application main interface; the software development auxiliary application is a software development auxiliary application plug-in which is constructed based on a large language model and has an association relation with a software development platform, and the software development auxiliary application interface is an interactive interface for auxiliary software development; the software development auxiliary application interface comprises a software development auxiliary template library, a dialogue area and an interaction isolation area;
the second output unit is used for responding to the triggering of the template in the software development auxiliary template library and outputting AI interaction information corresponding to the development auxiliary request information in the dialogue area according to the development auxiliary request information in the template; the software development auxiliary template library comprises the custom development auxiliary templates and/or development auxiliary templates uploaded into a development template set;
And the third output unit is used for responding to the interaction identification corresponding to the AI interaction information in the dialogue area and outputting the established mapping relation between the AI interaction information and the interaction identification in the interaction isolation area in the form of the interaction identification.
The application also provides a computer storage medium for storing network platform generated data and a program for processing the network platform generated data;
the program, when read by a processor for execution, performs the interaction method based on the large language model as described above.
The application also provides an electronic device comprising:
a processor;
and the memory is used for storing a program for processing the data generated by the network platform, and the program performs the interaction method based on the large language model when being read and executed by the processor.
Compared with the prior art, the application has the following advantages:
according to the interaction method based on the large language model, the software development auxiliary application main interface is output on the display carrier through the access request of the software development auxiliary application, and because the software development auxiliary application is a software development auxiliary application plug-in with an association relation with a software development platform, which is constructed based on the large language model, a developer can realize AI interaction with the large language model according to different templates in a template library provided in the software development auxiliary application, and further different auxiliary effects are provided in the development process based on the software development platform, such as: auxiliary effects such as technical answering, system design and demand analysis can be realized, required development information is obtained fast, the working efficiency of developers is improved, and development cost is reduced.
Drawings
FIG. 1 is a flow chart of an interaction method based on a large language model provided by the application.
FIG. 2 is a schematic diagram of an embodiment of a main interface of a software development assistance application in an interaction method based on a large language model.
FIG. 3 is a schematic diagram of an embodiment of an entry control in an interaction method based on a large language model.
Fig. 4 is a schematic diagram of an embodiment of a hover menu in an interaction method based on a large language model provided in the present application.
FIG. 5 is a schematic diagram of an embodiment of a set of development templates in an interaction method based on a large language model provided in the present application.
Fig. 6 is a schematic structural diagram of an interaction device based on a large language model provided in the present application.
Fig. 7 is a schematic structural diagram of an electronic device provided in the present application.
Detailed Description
In the following description, numerous specific details are set forth in order to provide a thorough understanding of the present application. This application is, however, susceptible of embodiment in many other ways than those herein described and similar generalizations can be made by those skilled in the art without departing from the spirit of the application and the application is therefore not limited to the specific embodiments disclosed below.
The terminology used in the present application is for the purpose of describing particular embodiments only and is not intended to be limiting of the present application. The manner of description used in this application and in the appended claims is for example: "a", "a" and "a" etc. are not limited in number or order, but are used to distinguish the same type of information from each other.
The foregoing background art is used for schematically describing the sources of the inventive concepts of the present application, and in combination with the background art, it is known that developers can take a lot of time and development efficiency is not guaranteed due to a large number of repetitive and tedious encoding works, such as generating notes, writing unit tests, performing code reviews and code optimizations, etc. Based on this, in the prior art, a programming auxiliary tool is provided, but most of the programming auxiliary tools can only provide simple code automatic completion and error prompt functions, and cannot meet diversified requirements under development scenes.
As shown in fig. 1, fig. 1 is a flowchart of an interaction method based on a large language model provided in the present application, where the interaction method may include:
step S101: responding to an access request of the software development auxiliary application, and outputting a software development auxiliary application main interface; the software development auxiliary application is a software development auxiliary application plug-in which is constructed based on a large language model and has an association relation with a software development platform, and the software development auxiliary application interface is an interactive interface for auxiliary software development; the software development auxiliary application interface comprises a displayed software development auxiliary template library, a dialogue area and an interaction isolation area;
step S102: responding to the triggering of the template in the software development auxiliary template library, and outputting AI interaction information corresponding to the development auxiliary request information in the dialogue area according to the development auxiliary request information in the template; the software development auxiliary template library comprises the custom development auxiliary templates and/or development auxiliary templates uploaded into a development template set;
step S103: and responding to the interaction identification corresponding to the AI interaction information in the dialogue area, and outputting the established mapping relation between the AI interaction information and the interaction identification in the interaction isolation area in the form of the interaction identification.
Before sequentially describing the above steps S101 to S104, technical terms related to the present application will be explained.
The field of AI artificial intelligence has experienced tremendous growth and change in recent years, and natural language processing (NLP: natural Language Processing) is one of the areas of rapid progress. The large language model (LLM: large Language Model) is used as one of the important components of natural language processing and is mainly used for predicting probability distribution of the next word or character in natural language text, and specifically, the LLM model is a natural language processing model based on deep learning, and can learn grammar and semantics of natural language, so that human-readable text can be generated, and a human-computer interaction function is realized.
Instruction (Prompt): it may be understood that the large language model is guided to generate related natural language text, which may be regarded as question information or dialogue information sent to the large language model, or instructions that need to be sent to the large language model, such as: an input sentence of text describes question information, etc.
The software development auxiliary application can be in a plug-in form, and can be called with various software development platforms through API interfaces, so that the software development auxiliary function is provided for the software development platform in the software development process, and the software development auxiliary application is not limited to the development auxiliary function.
The software development platform may also be referred to as a software development application for programming or the like.
FIG. 2 is a schematic diagram of an embodiment of a main interface of a software development auxiliary application in an interaction method based on a large language model according to the present application; the purpose of the step S101 is to output a software development auxiliary application main interface through an access request, and the specific implementation process may include:
step S101-1: responding to the trigger of the entry control of the software development auxiliary application displayed by the display device, and sending an access request event;
step S101-2: and outputting the main page of the software development auxiliary application according to the access request event.
Judging whether the operation event is triggering of an entry control of the software development auxiliary application or not by monitoring the operation event on the display device, and calling the software development auxiliary application through a corresponding interface (API) to enable the software development auxiliary application to be output on the display device in a plug-in mode.
As shown in fig. 3, fig. 3 is a schematic diagram of an embodiment of an entry control in an interaction method based on a large language model, where the entry control may be any one or more combination of a status bar population control located in a status bar of the display device, a global entry control located in a display screen of the display device, and a shortcut key that is set. The so-called triano entry control can be in the form of a suspension control, the triano entry control is designated to be on the global topmost layer of the display screen for displaying information, and the suspension control displayed in any display form can be displayed on any position on the global topmost layer of the display screen in response to dragging of the suspension control;
And the status bar entry control and the shortcut key can be bound with the output of the software development auxiliary application main interface through user-defined registration. The status bar is located in a status bar of a display screen of the display device.
Thus, the specific implementation procedure of the step S101-1 may include:
step S101-11: the access request event is sent in response to a first operation trigger of a global portal control of the software development assistance application displayed in the display device.
Step S101-12: and sending the access request event in response to a first operation trigger of a status bar entry control of the software development assistance application in the display device status bar.
In order to facilitate quick and convenient understanding of functions, states and the like of the software development auxiliary application plug-in, and quick exit, the method can further comprise:
and responding to second operation trigger of the global entry control or the status bar entry control, and outputting a processing interface for processing the software development auxiliary application. For example: and monitoring a right key trigger event of the global entry control or the status bar entry control, outputting a popup interface, wherein the popup interface comprises any one or more combination of control of checking update, to-be-developed and exiting, and responding to the trigger of the control in the popup interface to realize corresponding function check for the software development auxiliary application.
As shown in fig. 2, the software development auxiliary application main interface may include: several interactive functional areas, such as: software development auxiliary template library, interaction isolation area, dialog area for performing AI dialog interaction, etc.
In order to facilitate a developer to quickly implement code writing through the software development auxiliary application plug-in, improve development efficiency, reduce development cost, store some common instruction instructions (template) as templates through a custom development auxiliary template, and implement corresponding development functions through clicking the templates, therefore, in step S102, a software development auxiliary template library is output in a software development auxiliary application interface, and the software development auxiliary template library may include the custom development auxiliary template and/or the development auxiliary template uploaded into a development template set. The developing the auxiliary template may include: the third party development auxiliary template may also include uploading the custom development auxiliary template to the development template set in response to an uploading operation of the custom development auxiliary template.
FIG. 5 is a schematic diagram of an embodiment of developing template sets in an interaction method based on a large language model according to the present application; by a development template set is understood a development helper applet template that has been developed and uploaded by a third party developer and centralizes such templates uploaded into the development template set. The custom development assistance template may be an applet template written by a developer. As shown in fig. 2, the software development assistance template library is located at the bottom of the dialogue area of the AI dialogue interaction, and the software development assistance template library may include a plurality of custom development assistance templates.
For the custom development auxiliary template, the process of implementing the AI dialogue interaction in step S102 may include:
step S102-11: responding to the trigger of the custom development auxiliary template, and outputting a template interface;
step S102-12: and responding to the development auxiliary request information input to the template interface, and outputting AI interaction information corresponding to the development auxiliary request information on the software development auxiliary application main interface.
The step S102-11 and the step S102-12 may be clicking operation of a custom development assistance template in the software development assistance template library, outputting the template interface, inputting development assistance request information in the template interface, returning to the software development assistance application interface after confirmation, and outputting the development assistance request information and feedback information corresponding to the development assistance request information, namely AI interaction information, in a dialogue area of the software development assistance application interface.
For the third party in the development template set to develop an auxiliary template, the process of implementing AI dialogue interaction in step S102 may include:
step S102-21: responding to the trigger of the development template set, and outputting a third-party template interface; wherein, a plurality of third party templates can be included in the development template set.
Step S102-22: and responding to the development auxiliary request information input according to a third-party template in the third-party template interface, and outputting the development auxiliary request information and feedback information corresponding to the development auxiliary request information, namely AI interaction information, in the software development auxiliary application main interface.
Different developers may have different development requirements, and in order to meet the development auxiliary requirements of the diversification of the developers, templates can be added based on the software development auxiliary template library, which specifically may include:
step S102-a1: responding to a request for adding templates in the software development auxiliary template library, and outputting an added template interface; for example, clicking operation is performed on "+" displayed in the software development auxiliary template library, and a request for adding the template is generated. An add template interface is output in response to the request.
Step S102-a2: and outputting the added template in the software development auxiliary template library in response to a confirmation operation of the defined added template in the added template interface. For example: the user-defined templates can be added in the added template interface by writing an instruction (promt), namely, the user-defined content can be written into { } by using $ { } in promt, the user-defined templates are added first after confirmation, the added user-defined templates can be displayed in the software development auxiliary template library, and when the templates are used, the corresponding dialogue interaction function can be realized through a large language model by identifying variables in { }.
Of course, in the above embodiment, the template is added by clicking "+", and in other embodiments, the template may also be replaced by modifying an existing template in the auxiliary template library for software development, for example: and modifying the existing template, namely modifying the variable in the template by replacing the variable in the template with the target variable, so that the multiplexing of the template can be realized, and the resource waste is reduced. It will be appreciated that to increase development efficiency and reduce development costs, a plurality of different custom promts may be included in the software development assistance template library, with different variables in each promt $ { }.
The method and the device for assisting the software development aim at improving the development efficiency, reducing the development cost and realizing the assistance between the software development assisting application and the software development platform. Thus, as shown in fig. 4, fig. 4 is a schematic diagram of an embodiment of a hover menu in an interaction method based on a large language model provided in the present application; in this embodiment, the processing of the development information based on the software development platform by means of the software development auxiliary application may further include:
step S102-b1: responding to the selection operation of codes in the software development platform, and outputting a suspension menu;
Step S102-b2: and responding to the triggering of the auxiliary control in the suspension menu, outputting the AI interaction information corresponding to the auxiliary control in the dialog area in the outputted software development auxiliary application interface.
The step S102-b1 may specifically be monitoring for a selection event of a selection operation, for example: triggering events of mouse pressing, dragging and releasing. Storing the mouse trigger events in a sequence form, identifying sequence characteristics, and identifying sequence characteristics, wherein when a section of sequence with the shape of 'pressing down (down), dragging (drag), dragging drag, loosening (up)', the sequence characteristics are found, the sequence characteristics can be determined to be the selected operation behavior, and the corresponding suspension menu can be popped up. Of course, the right key may wake up the hover menu in response to a selection operation of a code in the software development platform, that is, the output of the hover menu may be an automatic output in response to the selection operation or a right key trigger. The suspension menu comprises auxiliary controls for performing corresponding operations on the selected codes, for example: single test generation, interpretation code, performance inspection, random chat, etc. The single test generation can be understood as the generation of unit tests; the interpretation code may be understood as an annotation interpretation of the selection code; the performance check can be understood as the ability to evaluate the code for operating efficiency, response speed, etc. Thus, the specific implementation procedure of the step S102-b2 may include:
Step S102-b2-1: and when the auxiliary control is the trigger of the single test generation control, outputting unit test information corresponding to the selected method or class in the code range of the software development platform in the dialogue area. Namely: selecting a certain method or class in the codes, clicking the single test generation control, and outputting a corresponding test class in the dialogue area.
Step S102-b2-2: when the auxiliary control is the trigger of the interpretation code control, annotation information corresponding to the target code selected in the code range of the software development platform is output in the dialogue area; the software development auxiliary application assembly automatically presumes the working meaning of the selected code according to the functional logic, naming and other information of the control, generates summary information, outputs the summary information in the dialogue area in the form of comments, and can generate the input and output descriptions of the code.
Step S102-b2-3: when the auxiliary control is the trigger of the checking control, outputting function adjustment information corresponding to a method or class selected from the code range of the software development platform in the dialogue area; that is, a certain method or class in the code is selected, and by clicking the single test generation control, the software development auxiliary application automatically checks whether the selected content has a part with optimized performance.
Step S102-b2-4: when the auxiliary function control is the trigger of the chat control, outputting dialogue information in the dialogue area; namely: in the absence of any context, a free dialog is performed.
In order to improve the rapid processing of the selected codes, the development efficiency is improved. The step S102-b2-2 may also be performed: responding to the generated annotation information, and inserting the annotation information into a position corresponding to the target code selected in the code range of the software development platform; or to the step S102-b 2-3: and automatically modifying the selected method or class in the code range of the software development platform in response to the generated function adjustment information. Thereby realizing the automatic optimization of the selected target codes in the software development platform.
In order to achieve the pertinence of development assistance and improve the accuracy of the AI interaction information, a code demand functional module can be output in the software development assistance application interface. Responding to the trigger of the code demand function module, and activating a dialogue input area of the software development auxiliary application main interface; in response to the development code demand information input in the dialogue input area, AI interaction information corresponding to the development code demand information is output in the dialogue area, namely: and the dialogue area forms an AI interaction area for code generation, and code demand details are carried out based on the development code demand information until feedback information meeting the development code demand information is output.
The objective of the step S103 is to output the AI interaction information established for different templates or different requirements in the dialogue area each time in the interaction isolation area in the form of interaction identifiers. Based on the triggering of the interaction identifier, the dialogue area can be switched among a plurality of different dialogue interactions, so that the isolation between the AI interaction information generated by different requirements is realized, and the AI interaction information corresponding to the different requirements can be rapidly checked. Thus, specifically, it may include: and responding to the switching operation of the interaction identification in the interaction isolation area, and switching and displaying the AI interaction information corresponding to the interaction identification in the software development auxiliary application interface.
It may be understood that in this embodiment, a plurality of different requirements may be performed on the dialogue area to correspond to the AI interaction information, so that in order to implement interaction isolation, a new dialogue area may be established before each AI interaction is performed, and then, by triggering the interaction identifier, the switching of the AI interaction information in the dialogue area is implemented through the mapping relationship between the established AI interaction information and the interaction identifier. Establishing a new dialog region may be by clicking on a new dialog control in the software development assistance application main interface, for example: a "+" control located at the bottom of the interaction isolation region.
To improve development efficiency, the software development assistance application may further include one or more of the following operation interaction controls, for example: typesetting controls, export controls, purge controls, and the like. Then, in order to make the AI interaction information in the dialog region be convenient for directly meeting the requirement on the code format in the software development platform after copying, a typesetting control is further displayed in the software development auxiliary application interface, and the embodiment further may further include:
responding to the trigger of typesetting control in the software development auxiliary application interface, typesetting the document information displayed in the dialogue area of the software development auxiliary application interface, and determining typeset documents; switching the document information of the dialogue area into a display mode of the typesetting file; for example: and triggering the typesetting control, and displaying codes displayed in the dialogue area in a markdown original text form. markdown is a lightweight markup language that is widely used in authoring, and is mainly related to the display form of the code markup language in this embodiment.
In order to improve development efficiency, export controls are also arranged in the software development auxiliary application interface. The embodiment may further include: and responding to the trigger of the export control in the software development auxiliary application interface, and exporting the AI interaction information in the dialogue area to a target position. The target location may be a location of the target code in the software development auxiliary application interface that needs to be replaced, or a location of a portion that needs to be modified in the target code, etc. A deletion control can also be arranged in the software development auxiliary application interface, so that AI interaction information in the dialogue area can be cleared or emptied in response to the triggering of the deletion control. And a hidden control can be arranged in the software development auxiliary application interface, so that the interaction isolation area can be hidden in response to the triggering of the hidden control. Dialog controls can also be laid out in the software development auxiliary application interface, and in response to triggering of the dialog controls, newly added dialog areas are displayed in the software development auxiliary application interface.
The above is a description of an embodiment of an interaction method based on a large language model, and the interaction method outputs a main interface of a software development auxiliary application on a display carrier through an access request of the software development auxiliary application, and because the software development auxiliary application is a software development auxiliary application plug-in which is constructed based on the large language model and has an association relationship with a software development platform, a developer can realize interaction with the large language model according to different functional modules provided in the software development auxiliary application, and further realize providing different auxiliary effects in a development process based on the software development platform, for example: auxiliary effects such as technical answering, system design and demand analysis can be realized, required development information is obtained fast, the working efficiency of developers is improved, and development cost is reduced.
The foregoing is a specific description of an embodiment of an interaction method based on a large language model, corresponding to the foregoing embodiment of an interaction method based on a large language model, and referring to fig. 6, since the embodiment of the device is substantially similar to the embodiment of the method, the description is relatively simple, and the relevant points refer to part of the description of the embodiment of the method. The device embodiments described below are merely illustrative.
As shown in fig. 6, fig. 6 is a schematic structural diagram of an interaction device based on a large language model provided in the present application, where the interaction device may include:
a first output unit 601, configured to output a software development auxiliary application main interface in response to an access request to a software development auxiliary application; the software development auxiliary application is a software development auxiliary application plug-in which is constructed based on a large language model and has an association relation with a software development platform, and the software development auxiliary application interface is an interactive interface for auxiliary software development; the software development auxiliary application interface comprises a software development auxiliary template library, a dialogue area and an interaction isolation area;
a second output unit 602, configured to output AI interaction information corresponding to the development assistance request information in the dialogue area according to development assistance request information in a template in the software development assistance template library in response to a trigger to the template; the software development auxiliary template library comprises the custom development auxiliary templates and/or third party development auxiliary templates uploaded into a development template set;
and a third output unit 603, configured to respond to the interaction identifier corresponding to the AI interaction information in the dialogue area, and output the established mapping relationship between the AI interaction information and the interaction identifier in the interaction isolation area in the form of the interaction identifier.
The first output unit 601 may specifically include: a transmitting subunit and an output subunit;
the sending subunit is used for responding to the trigger of the entry control of the software development auxiliary application displayed on the display equipment and sending an access request event;
and the output subunit is used for outputting the main page of the software development auxiliary application according to the access request event.
The sending subunit may be specifically configured to send the access request event in response to a first operation trigger for a global entry control of the software development assistance application displayed in the display device; or, sending the access request event in response to a first operation trigger of a status bar entry control of the software development assistance application in the display device status bar.
In order to facilitate the fast and convenient understanding of the functions, states and the like of the software development auxiliary application plug-in units and the fast exit, the method can further comprise the following steps:
and the processing interface output unit is used for responding to the second operation trigger of the global entry control or the status bar entry control and outputting a processing interface for processing the software development auxiliary application.
For the custom development auxiliary template, the process of implementing AI dialogue interaction in the second output unit 602 may include: a first output subunit and a second output subunit;
The first output subunit is used for responding to the triggering of the custom development auxiliary template and outputting a template interface;
the second output subunit is configured to respond to the development assistance request information input to the template interface, and output AI interaction information corresponding to the development assistance request information on the software development assistance application main interface.
Different developers may have different development requirements, and in order to meet the development auxiliary requirements of the diversification of the developers, templates can be added based on the software development auxiliary template library, which specifically may include: adding a template interface output unit and a template output unit;
the template adding interface output unit is used for responding to a request for adding templates in the software development auxiliary template library and outputting an template adding interface;
the adding template output unit is used for responding to the confirming operation of the defined adding template in the adding template interface and outputting the adding template in the software development auxiliary template library.
The application aims to improve development efficiency, reduce development cost, realize assistance between the software development auxiliary application and the software development platform, and further comprise: a suspension menu output unit and an interactive information output unit;
The suspension menu output unit is used for responding to the selection operation of codes in the software development platform and outputting a suspension menu;
and the interactive information output unit is used for responding to the triggering of the auxiliary control in the suspension menu, outputting the AI interactive information corresponding to the auxiliary control in the dialog area in the outputted software development auxiliary application interface.
The interactive information output unit may specifically include: the first output subunit, the second output subunit, the third output subunit and the fourth output subunit;
the first output subunit is configured to output unit test information corresponding to a method or class selected in the code range of the software development platform in the dialogue area when the auxiliary control is triggered by a single-test generation control;
the second output subunit is configured to output annotation information corresponding to a target code selected in the code range of the software development platform in the dialogue area when the auxiliary control is triggered by an interpretation code control;
the third output subunit is configured to output, in the dialogue area, function adjustment information corresponding to a method or class selected in the code range of the software development platform when the auxiliary control is a trigger of an inspection control;
And the fourth output subunit is used for outputting dialogue information in the dialogue area when the auxiliary control is the trigger of the chat control.
Further, the method can also comprise the following steps: an insert subunit and a modify subunit;
the inserting subunit is used for responding to the generated annotation information and inserting the annotation information into a position corresponding to the target code selected in the code range of the software development platform;
and the modification subunit is used for automatically modifying the selected method or class in the code range of the software development platform in response to the generated function adjustment information.
In order to achieve the pertinence of development assistance and improve the accuracy of the AI interaction information, a code demand functional module can be output in the software development assistance application interface. Further may include: an activating unit and a demand output unit;
the activation unit is used for responding to the trigger of the code demand functional module and activating a dialogue input area of the software development auxiliary application main interface;
the requirement output unit is configured to output AI interaction information corresponding to development code requirement information in the dialogue area in response to the development code requirement information input in the dialogue input area, where the AI interaction information is: and the dialogue area forms an AI interaction area for code generation, and code demand details are carried out based on the development code demand information until feedback information meeting the development code demand information is output.
Further, the method can also comprise the following steps: and the uploading unit is used for responding to the uploading operation of the custom development auxiliary template and uploading the custom development auxiliary template into the development template set.
In this embodiment, the AI interaction information established for different templates or different requirements in the dialogue area each time is output to the interaction isolation area in the form of interaction identifiers. Based on the triggering of the interaction identifier, the dialogue area can be switched among a plurality of different dialogue interactions, so that the isolation between the AI interaction information generated by different requirements is realized, and the AI interaction information corresponding to the different requirements can be rapidly checked. Thus, it may further include: and the switching display unit is used for responding to the switching operation of the interaction identifier in the interaction isolation area and switching and displaying the AI interaction information corresponding to the interaction identifier in the software development auxiliary application interface.
In order to enable the AI interaction information in the dialog region to be convenient for directly meeting the requirements on the code format in the software development platform after copying, a typesetting control is further displayed in the software development auxiliary application interface, and the embodiment further may further include: typesetting unit and switching display unit;
And the typesetting unit is used for responding to the triggering of the typesetting control in the software development auxiliary application interface, typesetting the document information displayed in the dialogue area of the software development auxiliary application interface, and determining typeset documents.
And the switching display unit is used for switching the document information of the dialogue area into the display mode of the typesetting file.
In order to improve development efficiency, export controls are also arranged in the software development auxiliary application interface. The embodiment may further include: and the deriving unit is used for responding to the trigger of the deriving control in the software development auxiliary application interface and deriving the AI interaction information in the dialogue area to the target position.
In order to improve development efficiency, deletion controls are arranged in the software development auxiliary application interface. The embodiment may further include: and the clearing unit is used for clearing the AI interaction information in the dialogue area in response to the trigger of deleting the control in the software development auxiliary application interface.
In order to improve development efficiency, hidden controls may also be laid out in the software development auxiliary application interface, and this embodiment may further include: and the hiding unit is used for hiding the interaction isolation area in response to triggering of the hiding control in the software development auxiliary application interface.
In order to improve the development efficiency, dialog controls can also be laid out in the software development auxiliary application interface. The embodiment may further include: and the new dialogue unit is used for responding to the trigger of dialogue control in the software development auxiliary application interface and displaying a new dialogue area in the software development auxiliary application interface.
The foregoing is a description of an embodiment of an interaction device based on a large language model provided in the present application, and for the content of this embodiment of the device, reference may be made to the foregoing method embodiment, which is not described in detail herein.
Based on the above, the present application further provides a computer storage medium, configured to store network platform generated data, and a program for processing the network platform generated data; the program, when read by a processor for execution, performs the steps as referred to in the above-described embodiment of the interaction method based on the large language model.
Based on the foregoing, the present application further provides an electronic device, as shown in fig. 7, fig. 7 is a schematic structural diagram of the electronic device provided in the present application, where the electronic device may include: a processor 701 and a memory 702; the memory 702 is used for processing programs for generating data for a network platform, which when read by the processor perform the steps as referred to in the above-mentioned large language model based interaction method.
It should be noted that, the user information (including but not limited to user equipment information, user personal information, etc.) and the data (including but not limited to data for analysis, stored data, presented data, etc.) related to the present application are information and data authorized by the user or fully authorized by each party, and the collection, use and processing of the related data need to comply with the related laws and regulations and standards of the related country and region, and provide corresponding operation entries for the user to select authorization or rejection.
In one typical configuration, a computing device includes one or more processors (CPUs), input/output interfaces, network interfaces, and memory.
The memory may include volatile memory in a computer-readable medium, random Access Memory (RAM) and/or nonvolatile memory, such as Read Only Memory (ROM) or flash memory (flash RAM). Memory is an example of computer-readable media.
1. Computer readable media, including both non-transitory and non-transitory, removable and non-removable media, may implement information storage by any method or technology. The information may be computer readable instructions, data structures, modules of a program, or other data. Examples of storage media for a computer include, but are not limited to, phase change memory (PRAM), static Random Access Memory (SRAM), dynamic Random Access Memory (DRAM), other types of Random Access Memory (RAM), read Only Memory (ROM), electrically Erasable Programmable Read Only Memory (EEPROM), flash memory or other memory technology, compact disc read only memory (CD-ROM), digital Versatile Discs (DVD) or other optical storage, magnetic cassettes, magnetic tape magnetic disk storage or other magnetic storage devices, or any other non-transmission medium, which can be used to store information that can be accessed by a computing device. Computer readable media, as defined herein, does not include non-transitory computer readable media (transmission media), such as modulated data signals and carrier waves.
2. It will be appreciated by those skilled in the art that 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.
While the preferred embodiment has been described, it is not intended to limit the invention thereto, and any person skilled in the art may make variations and modifications without departing from the spirit and scope of the present invention, so that the scope of the present invention shall be defined by the claims of the present application.
Claims (11)
1. An interaction method based on a large language model, comprising:
responding to an access request of the software development auxiliary application, and outputting a software development auxiliary application main interface; the software development auxiliary application is a software development auxiliary application plug-in which is constructed based on a large language model and has an association relation with a software development platform, and the software development auxiliary application interface is an interactive interface for auxiliary software development; the software development auxiliary application interface comprises a software development auxiliary template library, a dialogue area and an interaction isolation area;
Responding to the triggering of the template in the software development auxiliary template library, and outputting AI interaction information corresponding to the development auxiliary request information in the dialogue area according to the development auxiliary request information in the template; the software development auxiliary template library comprises the custom development auxiliary templates and/or development auxiliary templates uploaded into a development template set;
and responding to the interaction identification corresponding to the AI interaction information in the dialogue area, and outputting the established mapping relation between the AI interaction information and the interaction identification in the interaction isolation area in the form of the interaction identification.
2. The interaction method of claim 1, wherein outputting the software development assistance application main interface in response to the access request to the software development assistance application comprises:
responding to the trigger of the entry control of the software development auxiliary application displayed by the display device, and sending an access request event;
outputting the main page of the software development auxiliary application according to the access request event, and sending the access request event in response to the triggering of the entry control of the software development auxiliary application displayed on the display device, wherein the method comprises the following steps:
Transmitting the access request event in response to a first operation trigger of a global portal control of the software development assistance application displayed in the display device; or, sending the access request event in response to a first operation trigger of a status bar entry control of the software development assistance application in the display device status bar.
3. The interaction method of claim 2, further comprising:
and responding to second operation trigger of the global entry control or the status bar entry control, and outputting a processing interface for processing the software development auxiliary application.
4. The interactive method according to claim 1, wherein said outputting AI interactive information corresponding to said development assistance request information in said dialogue area in accordance with development assistance request information in said template in response to a trigger to a template in said software development assistance template library, comprises:
responding to the trigger of the custom development auxiliary template, and outputting a template interface;
and responding to the development auxiliary request information input to the template interface, and outputting AI interaction information corresponding to the development auxiliary request information on the software development auxiliary application main interface.
5. The interaction method of claim 1, further comprising:
responding to a request for adding templates in the software development auxiliary template library, and outputting an added template interface;
and outputting the added template in the software development auxiliary template library in response to a confirmation operation of the defined added template in the added template interface.
6. The interaction method of claim 1, further comprising:
responding to the selection operation of codes in the software development platform, and outputting a suspension menu;
responding to the triggering of the auxiliary control in the suspension menu, outputting AI interaction information corresponding to the auxiliary control in the dialog area in the outputted software development auxiliary application interface, comprising:
when the auxiliary control is the trigger of a single-test generation control, outputting unit test information corresponding to a method or class selected in the code range of the software development platform in the dialogue area;
when the auxiliary control is the trigger of the interpretation code control, annotation information corresponding to the target code selected in the code range of the software development platform is output in the dialogue area;
When the auxiliary control is the trigger of the checking control, outputting function adjustment information corresponding to a method or class selected from the code range of the software development platform in the dialogue area;
and when the auxiliary control is the trigger of the chat control, outputting dialogue information in the dialogue area.
7. The method of interaction of claim 6, further comprising:
responding to the generated annotation information, and inserting the annotation information into a position corresponding to the target code selected in the code range of the software development platform;
automatically modifying a method or class selected from the code range of the software development platform in response to the generated function adjustment information;
and/or the number of the groups of groups,
responding to the trigger of a code demand functional module in the main interface of the software development auxiliary application, and activating a dialogue input area of the main interface of the software development auxiliary application;
responding to development code demand information input in the dialogue input area, and outputting AI interaction information corresponding to the development code demand information in the dialogue area;
and/or the number of the groups of groups,
uploading the custom development auxiliary template to the development template set in response to an uploading operation of the custom development auxiliary template;
And/or the number of the groups of groups,
and responding to the switching operation of the interaction identification in the interaction isolation area, and switching and displaying the AI interaction information corresponding to the interaction identification in the software development auxiliary application interface.
8. The method of interaction of claim 1, further comprising at least one of the following interactions:
responding to the trigger of typesetting control in the software development auxiliary application interface, typesetting the document information displayed in the dialogue area of the software development auxiliary application interface, and determining typeset documents; switching the document information of the dialogue area into a display mode of the typesetting file;
responding to the trigger of the export control in the software development auxiliary application interface, and exporting the AI interaction information in the dialogue area to a target position;
responding to the trigger of deleting the control in the software development auxiliary application interface, and clearing the AI interaction information in the dialogue area;
hiding the interaction isolation area in response to triggering of a hidden control in the software development auxiliary application interface;
and responding to the trigger of the dialogue control in the software development auxiliary application interface, and displaying a newly added dialogue area in the software development auxiliary application interface.
9. An interaction device based on a large language model, comprising:
the first output unit is used for responding to the access request of the software development auxiliary application and outputting a software development auxiliary application main interface; the software development auxiliary application is a software development auxiliary application plug-in which is constructed based on a large language model and has an association relation with a software development platform, and the software development auxiliary application interface is an interactive interface for auxiliary software development; the software development auxiliary application interface comprises a software development auxiliary template library, a dialogue area and an interaction isolation area;
the second output unit is used for responding to the triggering of the template in the software development auxiliary template library and outputting AI interaction information corresponding to the development auxiliary request information in the dialogue area according to the development auxiliary request information in the template; the software development auxiliary template library comprises the custom development auxiliary templates and/or development auxiliary templates uploaded into a development template set;
and the third output unit is used for responding to the interaction identification corresponding to the AI interaction information in the dialogue area and outputting the established mapping relation between the AI interaction information and the interaction identification in the interaction isolation area in the form of the interaction identification.
10. A computer storage medium for storing network platform generated data and a program for processing the network platform generated data;
the program, when read by a processor for execution, performs the large language model based interaction method as claimed in any of the preceding claims 1-8.
11. An electronic device, comprising:
a processor;
a memory for storing a program for processing network platform generated data, which program, when read and executed by the processor, performs the large language model based interaction method of any of the preceding claims 1-8.
Priority Applications (1)
| Application Number | Priority Date | Filing Date | Title |
|---|---|---|---|
| CN202311588507.9A CN117289841A (en) | 2023-11-24 | 2023-11-24 | Interaction method and device based on large language model, storage medium and electronic equipment |
Applications Claiming Priority (1)
| Application Number | Priority Date | Filing Date | Title |
|---|---|---|---|
| CN202311588507.9A CN117289841A (en) | 2023-11-24 | 2023-11-24 | Interaction method and device based on large language model, storage medium and electronic equipment |
Publications (1)
| Publication Number | Publication Date |
|---|---|
| CN117289841A true CN117289841A (en) | 2023-12-26 |
Family
ID=89239452
Family Applications (1)
| Application Number | Title | Priority Date | Filing Date |
|---|---|---|---|
| CN202311588507.9A Pending CN117289841A (en) | 2023-11-24 | 2023-11-24 | Interaction method and device based on large language model, storage medium and electronic equipment |
Country Status (1)
| Country | Link |
|---|---|
| CN (1) | CN117289841A (en) |
Cited By (2)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| CN117539438A (en) * | 2024-01-05 | 2024-02-09 | 阿里云计算有限公司 | Software development method |
| CN117539438B (en) * | 2024-01-05 | 2024-04-30 | 阿里云计算有限公司 | Software development method |
Citations (6)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| US20020077823A1 (en) * | 2000-10-13 | 2002-06-20 | Andrew Fox | Software development systems and methods |
| CN116974541A (en) * | 2023-04-28 | 2023-10-31 | 新大陆数字技术股份有限公司 | LLM-based programming auxiliary method |
| CN116991990A (en) * | 2023-07-04 | 2023-11-03 | 上海识装信息科技有限公司 | Program development assisting method, storage medium and device based on AIGC |
| CN116992081A (en) * | 2023-08-29 | 2023-11-03 | 中国建设银行股份有限公司 | Page form data processing method and device and user terminal |
| CN117008778A (en) * | 2023-07-24 | 2023-11-07 | 浙江天猫技术有限公司 | Page information processing method, device, equipment and storage medium |
| CN117057318A (en) * | 2023-08-17 | 2023-11-14 | 亚信科技（中国）有限公司 | Domain model generation method, device, equipment and storage medium |
-
2023
- 2023-11-24 CN CN202311588507.9A patent/CN117289841A/en active Pending
Patent Citations (6)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| US20020077823A1 (en) * | 2000-10-13 | 2002-06-20 | Andrew Fox | Software development systems and methods |
| CN116974541A (en) * | 2023-04-28 | 2023-10-31 | 新大陆数字技术股份有限公司 | LLM-based programming auxiliary method |
| CN116991990A (en) * | 2023-07-04 | 2023-11-03 | 上海识装信息科技有限公司 | Program development assisting method, storage medium and device based on AIGC |
| CN117008778A (en) * | 2023-07-24 | 2023-11-07 | 浙江天猫技术有限公司 | Page information processing method, device, equipment and storage medium |
| CN117057318A (en) * | 2023-08-17 | 2023-11-14 | 亚信科技（中国）有限公司 | Domain model generation method, device, equipment and storage medium |
| CN116992081A (en) * | 2023-08-29 | 2023-11-03 | 中国建设银行股份有限公司 | Page form data processing method and device and user terminal |
Non-Patent Citations (1)
| Title |
|---|
| 黑马程序员: "《解析Python网络爬虫 核心技术、Scrapy框架、分布式爬虫》", 31 August 2018, 中国铁道出版社, pages: 34 - 35 * |
Cited By (2)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| CN117539438A (en) * | 2024-01-05 | 2024-02-09 | 阿里云计算有限公司 | Software development method |
| CN117539438B (en) * | 2024-01-05 | 2024-04-30 | 阿里云计算有限公司 | Software development method |
Similar Documents
| Publication | Publication Date | Title |
|---|---|---|
| US10656927B2 (en) | Methods, systems, and computer program products for automating releases and deployment of a softawre application along the pipeline in continuous release and deployment of software application delivery models | |
| Jones et al. | A user-centred approach to functions in Excel | |
| John et al. | Predictive human performance modeling made easy | |
| CN1457041B (en) | System for automatically annotating training data for natural language understanding system | |
| US11907107B2 (en) | Auto test generator | |
| US8745581B2 (en) | Method and system for selectively copying portions of a document contents in a computing system (smart copy and paste | |
| US20230004368A1 (en) | Multi-chip compatible compiling method and device | |
| US9582498B2 (en) | Actions on digital document elements from voice | |
| US8315874B2 (en) | Voice user interface authoring tool | |
| WO2017065991A1 (en) | Generation of application behaviors | |
| CN110598855A (en) | Deep learning model generation method, device, equipment and storage medium | |
| CN110543299A (en) | Cloud computing management platform code generation method and device | |
| CN113051011A (en) | RPA and AI combined image information extraction method and device | |
| CN117311683B (en) | Code auxiliary system, code auxiliary processing method and device and electronic equipment | |
| Sureshkumar et al. | Ape: An ansprolog* environment | |
| CN114564195B (en) | B/S architecture-based secondary development method for cloud CAD platform | |
| CN117289841A (en) | Interaction method and device based on large language model, storage medium and electronic equipment | |
| Engelbrecht et al. | Memo workbench for semi-automated usability testing. | |
| CN110727428B (en) | Method and device for converting service logic layer codes and electronic equipment | |
| CN116069850A (en) | Classroom activity courseware manufacturing method and device, storage medium and electronic equipment | |
| CN116028038B (en) | Visual pipeline arrangement method based on DAG chart and related components | |
| JPH09330212A (en) | Programming language processing system | |
| US20230409956A1 (en) | Machine learning prediction of additional steps of a computerized workflow | |
| Gadea Llopis | CHATBOT a digital assistant with built-in AI | |
| CN115268907A (en) | Method for generating software system control interaction logic by using json data |
Legal Events
| Date | Code | Title | Description |
|---|---|---|---|
| PB01 | Publication | ||
| PB01 | Publication | ||
| SE01 | Entry into force of request for substantive examination | ||
| SE01 | Entry into force of request for substantive examination |