CN114625406A - Application development control method, computer equipment and storage medium - Google Patents
Application development control method, computer equipment and storage medium Download PDFInfo
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Abstract
The invention relates to an application development management and control method, computer equipment and a storage medium, wherein the method comprises the following steps: collecting development data in an application development management related system in the application development process; extracting a requirement document and a development design document of application development based on the development data; extracting a first abstract of the demand document according to the demand document, and extracting a second abstract of the development document according to the development document; respectively inputting the first abstract and the second abstract into a pre-configured twin network model to obtain a first vector of the first abstract and a second vector of the second abstract; and comparing the similarity of the first vector and the second vector to obtain the evaluation score of the similarity of the requirement document and the development design document. The method can improve the application development quality and help developers to develop programs.
Description
Technical Field
The present invention relates to the field of computer vision technologies, and in particular, to an application development management and control method, a computer device, and a storage medium.
Background
With the development of various computer terminals, various application software (software for short) is developed to meet various requirements, and with the continuous change of the requirements, the existing software is continuously improved and maintained. In the process of application development, different types of business work are isolated from each other, so that each management tool issues index calculation results at each management tool terminal according to different stages of the software life cycle. In the process of product development, the association degree between each link has a disjointed phenomenon, so that the communication between the upstream and the downstream is insufficient and the product development is not flexible enough. In addition, corresponding management and control index check is lacked in the aspects of the effectiveness of the requirements, the specifications of the development design documents, the coverage rate of the requirements, the consistency of the release codes with the plan and the like. In practical application, how to supervise the application development process becomes a means for improving the application development efficiency, so a scheme needs to be provided, and more effective supervision can be realized for application development.
Disclosure of Invention
In view of the above, it is necessary to provide an application development management and control method, a computer device, and a storage medium, which address the above-described problems.
The application provides a first aspect of an application development management and control method, which tests and scores a preset management and control project in an application development process, wherein the preset management and control project at least comprises a requirement document and a development design document similarity, and the application development management and control method comprises the following steps:
collecting development data in an application development management related system in the application development process;
extracting a requirement document and a development design document of application development based on the development data;
extracting a first abstract of the requirement document according to the requirement document, and extracting a second abstract of the development document according to the development document;
inputting the first abstract and the second abstract into a pre-configured twin network model respectively to obtain a first vector of the first abstract and a second vector of the second abstract;
and comparing the similarity of the first vector and the second vector to obtain the evaluation score of the similarity of the requirement document and the development design document.
In some embodiments, said extracting a first summary of said requirements document from said requirements document and a second summary of said development document from said development document comprises:
respectively extracting text features of the requirement document and the development design document to obtain a first text feature of the requirement document and a second text feature of the development design document;
respectively inputting the first text characteristic and the second text characteristic into an odd-even sentence coding layer, identifying whether the number of words in the first text characteristic and the second text characteristic is odd or even, and performing separate coding on odd sentences and even sentences;
and adopting a decoder extracted from the transform model to perform coding, and extracting the abstract of the first text characteristic and the abstract of the second text characteristic.
In some embodiments, the comparing the similarity of the first vector and the second vector to obtain an evaluation score of the similarity of the requirement document and the development design document includes:
calculating cosine similarity between the first vector and the second vector;
and obtaining the evaluation score of the similarity of the requirement document and the development design document according to the cosine similarity.
In some embodiments, the preset control items include: the demand validity; the application development control method further comprises the following steps:
extracting an access log after the application is on-line based on the development data, wherein the access log comprises the access amount of a menu and an interface of the application;
and determining the evaluation score of the requirement effectiveness based on the menu and the access amount of the interface.
In some embodiments, the determining an evaluation score of the demand effectiveness based on the access amount of the menu and the interface includes:
generating a development data quantization value according to quantization conversion modes respectively corresponding to different development data;
and performing index measurement and calculation on the measured object according to the sum of products of different development data quantization values and corresponding weight ratios.
In some embodiments, the preset control items include: the difference between the version code and the planned version code; the application development control method further comprises the following steps:
acquiring a task list of a planned version code and a task list of a developed version code, wherein the task list comprises a plurality of tasks and unique IDs (identification) corresponding to the tasks;
and matching the IDs on the task list of the plan version code and the task list of the development version code one by one, and determining the difference between the development version code and the plan version code according to the matching result.
In some embodiments, after obtaining the evaluation scores of the management items of the similarity between the requirement document and the development design document, the application development management method further includes:
determining whether the evaluation score of each preset control project reaches a preset required value, and if not, determining a corresponding application development improvement mode according to a corresponding relation between a pre-constructed evaluation index value and the improvement mode;
obtaining a development test score of the application development based on the evaluation score of each preset control project;
and visually displaying the evaluation scores of the preset control projects and the development test scores of the application development.
The second aspect of the present application provides a computer device, tests and scores a preset management and control project in an application development process, where the preset management and control project at least includes similarity between a requirement document and a development design document, and the application development management and control device includes:
the data acquisition unit is used for acquiring development data in an application development management related system in the application development process;
a target data extraction unit for extracting a requirement document and a development design document for application development based on the development data;
the first calculation unit is used for extracting a first abstract of the requirement document according to the requirement document and extracting a second abstract of the development document according to the development document;
the second calculation unit is used for inputting the first abstract and the second abstract into a pre-configured twin network model respectively to obtain a first vector of the first abstract and a second vector of the second abstract;
and the result output unit is used for comparing the similarity of the first vector and the second vector to obtain the evaluation score of the similarity of the requirement document and the development design document.
A third aspect of the present application provides a computer device, comprising a memory and a processor, wherein the memory stores computer readable instructions, and the computer readable instructions, when executed by the processor, cause the processor to execute the steps of the above application development management and control method.
A fourth aspect of the present application provides a storage medium storing computer-readable instructions, which, when executed by one or more processors, cause the one or more processors to perform the steps of the above application development management and control method.
The application development control method, the computer equipment and the storage medium firstly collect development data in application development management related systems in different control projects; then, based on the collected development data and a pre-constructed scoring rule, calculating to obtain the evaluation score of each control project of the application development; then determining whether the evaluation score of each control project reaches a preset requirement value, if not, determining a corresponding application development improvement mode according to a corresponding relation between a pre-constructed evaluation index value and the improvement mode; and finally, obtaining the test score of each control project based on the evaluation score of each control project. Therefore, the method and the system facilitate managers to see the whole state and see specific problem items, facilitate tracking and follow-up improvement conditions, form closed-loop evaluation on demand effectiveness, drive a business party to reasonably provide demands and evaluate the value brought by on-line evaluation in advance, and avoid unnecessary development work; the version issuing content of the code can be controlled to be consistent with the plan, so that the conditions of low quality and online failure caused by out-of-control version issuing range are prevented; the method can intelligently and automatically check the coverage rate matching degree of the development design document and the requirement, improve the checking efficiency, standardize the development design document writing, and ensure the design quality in the process.
Drawings
FIG. 1 is a block flow diagram of a method for managing application development in one embodiment;
FIG. 2 is a block diagram of an application development management apparatus in one embodiment;
FIG. 3 is a block diagram showing an internal configuration of a computer device according to an embodiment.
Detailed Description
In order to make the objects, technical solutions and advantages of the present invention more apparent, the present invention is described in further detail below with reference to the accompanying drawings and embodiments. It should be understood that the specific embodiments described herein are merely illustrative of the invention and are not intended to limit the invention.
It will be understood that, as used herein, the terms "first," "second," and the like may be used herein to describe various elements, but these elements are not limited by these terms. These terms are only used to distinguish one element from another. For example, a training script of a first image classification model may be referred to as a training script of a second image classification model, and similarly, a training script of a second image classification model may be referred to as a training script of a second image classification model, without departing from the scope of the present application.
As shown in fig. 1 to 2, in an embodiment, an application development management and control method is provided, where test scoring is performed on preset management and control items in an application development process, where the preset management and control items at least include similarity between a requirement document and a development design document, and the application development management and control method includes:
in the application development process, the management and control platform acquires development data from the development management platform and the online management platform in real time, and simultaneously acquires online version code commit records after the application is online.
The development management platform is a tool for application development, and during the whole life cycle of application (project) development, development data which can be generated by the platform includes, but is not limited to, requirement documents (requirement tasks), development design documents (development tasks), test cases, requirement tasks, and is used for receiving input of the requirement documents of users, specifically, the requirement documents are documents of development schemes written by developers before project development, and the requirement documents include: for the description of the project, the project members, the project development environment, the functional requirement analysis and the like, the requirement document shows the goal of functional implementation, which includes a plurality of functional requirements. The development task is used for receiving development design documents of a user, one project requirement module can correspond to a plurality of development design documents, the development design documents are about the function setting, the design thought, the project development technology and the like of project development written by project developers, and the requirement documents and the development design documents are main reference standards for generating a test scheme. A test case, a test case in software engineering, is a set of conditions or variables from which a tester determines whether an application or software system is working correctly. The method of determining whether a software program or system passes a test is called a test criterion. That is, after application development is completed, the application needs to be tested before the application is brought online. The Test Case (Test Case) is used for scientifically organizing and summarizing the behavior activities of the software Test, and aims to convert the behavior of the software Test into a manageable mode; meanwhile, the test case is also one of methods for specifically quantifying the test, and the test cases are different for different types of software. The test scheme comprises the following steps: test planning, staffing, test documentation preparation, test pass criteria, and test risk identification.
The online management platform is a tool for operating an application on the platform so as to evaluate and test various functions after the application is online, and the platform can generate data including but not limited to a requirement backup, a requirement evaluation report, a code scanning report, a framework review report, a test report and a security report.
No matter above be development management platform or the management platform that reaches standard grade all is original platform, need not further processing, in this application, development data's the acquisition mode is: if the development management platform and/or the online management platform have API interfaces or other interfaces, corresponding interface parameters are configured on the management and control platform to acquire data in an interface mode. And if the development management platform and/or the online management platform have no interface, data acquisition is carried out in a mode of directly reading a database (reading a database).
wherein the project requirement document is a document of a development scheme written by a developer before the development of the project, and the project requirement document comprises: for the description of the project, the project members, the project development environment, the functional requirement analysis and the like, the project requirement document shows the goal of functional implementation, which comprises a plurality of functional requirements. The development design document is the function setting, design thought, project development technology and the like about project development written by project developers, and the project requirement document and the development design document are the main reference standards for generating the test scheme.
wherein the step can be based on artificial intelligence natural language processing technology to carry out semantic analysis and understanding of the development design document.
In some embodiments, the step 1013 may include:
step 1013a, respectively performing text feature extraction on the requirement document and the development design document to obtain a first text feature of the requirement document and a second text feature of the development design document;
step 1013b, the first text characteristic and the second text characteristic are respectively input into the odd-even sentence coding layer, whether the number of words in the first text characteristic and the second text characteristic is odd or even is identified, and separate coding is performed on the odd sentences and the even sentences;
among them, the main purpose of the odd-even sentence coding layer is to identify whether the number of words in a sentence is odd or even, thereby performing separate coding on odd and even sentences. The odd-even sentence coding layer comprises a Chinese character coding layer, wherein the Chinese character coding layer comprises a Chinese character coding layer, a Chinese character coding layer and a Chinese character coding layer, the Chinese character coding layer is used for coding a Chinese character coding layer, the Chinese character coding layer comprises a Chinese character coding layer, the Chinese character coding layer is used for coding a Chinese character coding layer, the Chinese character coding layer is used for partitioning a sentence by using the Chinese character coding layer to obtain a plurality of groups of words, and the number of the words in the sentence is traversed, so that the number of the words in the sentence is recognized.
And 1013c, adopting a decoder extracted from the transform model to perform coding, and extracting the abstract of the first text characteristic and the abstract of the second text characteristic.
Bert (bidirectional Encoder representation from transforms) is a pre-trained model, the new language representation model of Bert, which represents the bidirectional Encoder representation of the transform. Unlike other language representation models in the near future, Bert aims to pre-train the deep bi-directional representation by jointly adjusting the context in all layers.
Adopting a decoder extracted from a transform model to carry out coding, and extracting a summary of a development design document; the transformer model is an open-source natural language processing model and comprises a decoder, wherein the transformer model is received from a database and extracted. : the encoder is preceded and the decoder is followed to extract a summary of the development design document.
1014, inputting the first abstract and the second abstract into a pre-configured twin network model respectively to obtain a first vector of the first abstract and a second vector of the second abstract;
the method comprises the steps of preprocessing a required document, converting the document into a plain text, retaining chapter titles and paragraph information, and extracting specific chapters. The software requirement document is compiled according to a specific template, and each section is a description of specific content. For example, taking the software requirement of one screen in an avionics system as an example, the software requirement is a word-form document, and after preprocessing and text extraction, the following content descriptions are obtained: a functional description; displaying a main page; pressing a map key under the main page to enter a digital map navigation page; on the digital map navigation page, the heading display range is-180.0 to 179.9.
The first abstract and the second abstract are respectively input into a vector representation model (such as a twin network model consisting of two parallel BERT models) to obtain vector representation information, and then the similarity of the requirement item title of the requirement document and the abstract of the development design document is determined according to the cosine similarity between the vector representation information of the first abstract and the vector representation information of the second abstract.
It is understood that a twinning neural network (Siamese neural network), also known as a twinning neural network, is a coupling framework built on the basis of two artificial neural networks. The twin neural network takes two samples as input and outputs the characterization of embedding high-dimensional space of the two samples so as to compare the similarity degree of the two samples. The narrowly defined twin neural network is formed by splicing two neural networks which have the same structure and share the weight. A generalized twin neural network, or a pseudo-twin neural network, may be formed by splicing any two neural networks. Twin neural networks typically have a deep structure and may consist of convolutional neural networks, cyclic neural networks, and the like. In the supervised learning paradigm, a twin neural network maximizes the characterization of different tags and minimizes the characterization of the same tag. In an unsupervised or unsupervised learning paradigm, a twin neural network can minimize the characterization between the original input and the interfering input (e.g., the original image and the clipping of the image). The twin neural network can perform small-sample/single-sample learning (one-shot learning) and is not easily disturbed by erroneous samples.
And step 1015, comparing the similarity of the first vector and the second vector to obtain the evaluation score of the similarity of the requirement document and the development design document.
It can be understood that the similarity between the requirement document and the development design document is a step of calculating the coverage rate of the development design document to the requirement document, and the coverage rate of the development design document to the requirement document refers to how many tasks in the requirement document have corresponding development design documents, that is, the proportion of the tasks in the plan to be realized.
In some embodiments, the step 1015 may include:
step 1015a, calculating cosine similarity between the first vector and the second vector;
and step 1015b, obtaining the evaluation score of the similarity of the requirement document and the development design document according to the cosine similarity.
The method comprises the steps of forming a summary of each section of content, carrying out association degree analysis on the summary of each section of content and a title of a demand item of a demand document, then calculating to obtain a matching degree, considering that the demand item is covered by a development design document if a certain threshold value is exceeded, and calculating a total coverage rate ratio, wherein the check can be passed only if the demand item is completely covered, so that the document is ensured to meet the specification and the quality.
In some embodiments, the preset control items include: the demand effectiveness; the requirement is a certain function implementation, for example, the application is a train ticket reservation system, where the requirement may be to query how many trains run from station a to station B, and the application development management and control method further includes:
and 1021, extracting an access log after the application is online based on the development data, wherein the access log comprises the access volume of the menu and the interface of the application.
The management and control platform is connected with the online management platform, an application monitoring unit of the online management platform can count the calling quantity of the function interface, a log analysis unit of the online management platform can count the access log of the function menu, and certainly, when the application is developed, log embedding is carried out on the requirement needing to evaluate effectiveness. The online management platform monitors the interface and the menu which provide the functions after the application is online, and provides the monitored data to the control platform.
And step 1022, determining the evaluation score of the requirement effectiveness based on the access quantity of the menu and the interface.
For example, the access amount of the application menu and the interface is compared with a preset access amount standard value, and the evaluation value of the requirement effectiveness is determined according to the comparison result.
The standard value of the access amount may be preset according to experience, and the access amount represents the amount of demand of the user for the function, for example, the usage amount of a better level (such as a median) is made in advance according to the past statistical result, and then the actual usage amount is compared to obtain the demand validity.
The evaluation value of effectiveness can be calculated by dividing the actual access amount by the access amount standard value, when the control platform gives an alarm when the effectiveness calculation value is lower than 1, a manager can communicate with a service demand providing party according to the alarm, and the requirement is reasonably provided by repeating the operation.
In some embodiments, the preset control items include: the difference between the version code and the planned version code; the development version code is compared with the plan version code, and the difference between the development version code and the plan version code is determined. Wherein the comparison of the development version code and the planning version code is a comparison of a planning task list and a development version task list. The application development control method further comprises the following steps:
step 1031, obtaining a task list of the plan version code and a task list of the development version code, wherein the task list comprises a plurality of tasks and unique IDs corresponding to the tasks;
among them, the precondition preparation conditions (flow specification): the requirement item must create a corresponding user store, namely a requirement task, on the development management platform, the development task will be associated with the requirement task, and the corresponding development task ID must be filled in when the submitted code is developed.
The management and control platform submits the codes of the extracted code management platform to a record, and information such as a required task ID and a development task ID of the development management platform, and also a version plan (including a required task list A needing to be online) in the development management platform and a development version list B in the online management platform. In the application development process, each time one task is developed, the task and the ID of the task are recorded, so that listB is formed.
And step 1032, matching the IDs on the task sheet of the plan version codes and the ID on the task sheet of the development version codes one by one, and determining the difference between the development version codes and the plan version codes according to the matching result.
The management and control platform finds out development tasks and corresponding demand tasks according to the code submission records, calculates whether the listA is completely matched with the listB, if the listA is not matched with the listB, the index is 0, and prompts warning information to be checked and looked up by a manager conveniently.
In the application, on the basis that the management and control platform keeps the management and control items of the existing management and control platform and each evaluation index contained in each management and control item, a new evaluation index is added, which is specifically referred to as follows.
In some embodiments, after obtaining the evaluation scores of the regulatory projects of the similarity between the requirement document and the development design document, the application development regulatory method further includes:
step 100a, determining whether the evaluation score of each preset control project reaches a preset required value, and if not, determining a corresponding application development improvement mode according to a corresponding relation between a pre-constructed evaluation index value and the improvement mode;
the pre-constructed scoring rule refers to that each management and control project is further divided into a plurality of evaluation indexes, for example, a demand task may have two or more evaluation indexes, one of the evaluation indexes is validity, the other evaluation index is a good scoring rate, the validity may be a utilization rate of an online operation of a certain demand (function) of an application, and the good scoring rate refers to a good scoring condition obtained in the online operation process of the certain demand (function) of the application.
Step 100b, obtaining development test scores of application development based on the evaluation scores of the preset control projects;
the evaluation score may be a specific scoring system, the score is divided into a plurality of different steps, each step corresponds to a different processing manner, for example, if the score of the index value is higher than a first preset threshold, it is determined that the applied index item is qualified, and if the score of the index value is lower than the first preset threshold, it is determined that the index item is unqualified, and the index is improved.
The weights of the evaluation indexes of the control projects can be set, and the test scores of the control projects are obtained through weighting calculation.
And step 100c, visually displaying the evaluation scores of the preset control projects and the development test scores of the application development.
The management and control platform manages the full life cycle of application development, performs online large-screen display, and prompts risks and problems by traffic lights.
As shown in fig. 2, in an embodiment, an information processing apparatus is provided for performing test scoring on a preset management and control project in an application development process, where the preset management and control project at least includes similarity between a requirement document and a development design document, and the application development management and control apparatus includes:
the data acquisition unit 211 is configured to acquire development data in an application development management related system in an application development process;
a target data extraction unit 212 for extracting a requirement document and a development design document for application development based on the development data;
a first calculating unit 213, configured to extract a first abstract of the requirement document according to the requirement document, and extract a second abstract of the development document according to the development document;
the second calculating unit 214 is configured to input the first summary and the second summary into the preconfigured twin network model, respectively, to obtain a first vector of the first summary and a second vector of the second summary;
and the result output unit 215 is used for comparing the similarity of the first vector and the second vector to obtain the evaluation score of the similarity of the requirement document and the development design document.
As shown in fig. 3, in one embodiment, a computer device is presented that includes a processor, a storage medium, a memory, and a network API interface connected by a system bus. The storage medium of the computer device stores an operating system, a database and computer readable instructions, the database can store control information sequences, and the computer readable instructions, when executed by the processor, can make the processor implement an interface operation and maintenance method. The processor of the computer device is used for providing calculation and control capability and supporting the operation of the whole computer device. The memory of the computer device may have stored therein computer readable instructions that, when executed by the processor, may cause the processor to perform an interface operation and maintenance method. The network API interface of the computer device is used for connecting and communicating with the terminal. Those skilled in the art will appreciate that the architecture shown in fig. 2 is merely a block diagram of some of the structures associated with the disclosed aspects and is not intended to limit the computing devices to which the disclosed aspects apply, as particular computing devices may include more or less components than those shown, or may combine certain components, or have a different arrangement of components.
The processor, when executing the computer program, implements the steps of: collecting development data in an application development management related system in the application development process; extracting a requirement document and a development design document of application development based on the development data; extracting a first abstract of the requirement document according to the requirement document, and extracting a second abstract of the development document according to the development document; inputting the first abstract and the second abstract into a pre-configured twin network model respectively to obtain a first vector of the first abstract and a second vector of the second abstract; and comparing the similarity of the first vector and the second vector to obtain the evaluation score of the similarity of the requirement document and the development design document.
In one embodiment, a storage medium is provided that stores computer-readable instructions that, when executed by one or more processors, cause the one or more processors to perform the steps of: collecting development data in an application development management related system in the application development process; extracting a requirement document and a development design document of application development based on the development data; extracting a first abstract of the requirement document according to the requirement document, and extracting a second abstract of the development document according to the development document; inputting the first abstract and the second abstract into a pre-configured twin network model respectively to obtain a first vector of the first abstract and a second vector of the second abstract; and comparing the similarity of the first vector and the second vector to obtain the evaluation score of the similarity of the requirement document and the development design document.
It will be understood by those skilled in the art that all or part of the processes of the methods of the embodiments described above can be implemented by a computer program, which can be stored in a computer-readable storage medium, and can include the processes of the embodiments of the methods described above when the computer program is executed. The storage medium may be a non-volatile storage medium such as a magnetic disk, an optical disk, a Read-Only Memory (ROM), or a Random Access Memory (RAM).
All possible combinations of the technical features of the above embodiments may not be described for the sake of brevity, but should be considered as within the scope of the present disclosure as long as there is no contradiction between the combinations of the technical features.
The above-mentioned embodiments only express several embodiments of the present invention, and the description thereof is more specific and detailed, but not construed as limiting the scope of the present invention. It should be noted that, for a person skilled in the art, several variations and modifications can be made without departing from the inventive concept, which falls within the scope of the present invention. Therefore, the protection scope of the present patent shall be subject to the appended claims.
Claims (10)
1. An application development management and control method is characterized in that a preset management and control project in an application development process is subjected to test scoring, the preset management and control project at least comprises a requirement document and a development design document similarity, and the application development management and control method comprises the following steps:
collecting development data in an application development management related system in the application development process;
extracting a requirement document and a development design document of application development based on the development data;
extracting a first abstract of the requirement document according to the requirement document, and extracting a second abstract of the development document according to the development document;
inputting the first abstract and the second abstract into a pre-configured twin network model respectively to obtain a first vector of the first abstract and a second vector of the second abstract;
and comparing the similarity of the first vector and the second vector to obtain the evaluation score of the similarity of the requirement document and the development design document.
2. The method according to claim 1, wherein the extracting a first abstract of the requirement document according to the requirement document and a second abstract of the development document according to the development document comprises:
respectively extracting text features of the requirement document and the development design document to obtain a first text feature of the requirement document and a second text feature of the development design document;
inputting the first text characteristic and the second text characteristic into an odd-even sentence coding layer respectively, identifying whether the number of words in the first text characteristic and the second text characteristic is odd or even, and performing separate coding on odd sentences and even sentences;
and adopting a decoder extracted from the transform model to perform coding, and extracting the abstract of the first text characteristic and the abstract of the second text characteristic.
3. The method according to claim 1, wherein the comparing the similarity of the first vector and the second vector to obtain an evaluation score of the similarity of the requirement document and the development design document comprises:
calculating cosine similarity between the first vector and the second vector;
and obtaining the evaluation score of the similarity of the requirement document and the development design document according to the cosine similarity.
4. The application development management and control method according to claim 1, wherein the preset management and control items include: the demand validity; the application development control method further comprises the following steps:
extracting an access log after the application is on-line based on the development data, wherein the access log comprises the access amount of a menu and an interface of the application;
and determining the evaluation score of the requirement effectiveness based on the menu and the access amount of the interface.
5. The application development management and control method according to claim 4, wherein the determining an evaluation score of demand effectiveness based on the access amount of the menu and the interface comprises:
generating development data quantization values according to quantization conversion modes respectively corresponding to different development data;
and performing index measurement and calculation on the measured object according to the sum of products of different development data quantization values and corresponding weight ratios.
6. The application development management and control method according to claim 1, wherein the preset management and control items include: the difference between the version code and the planned version code; the application development control method further comprises the following steps:
acquiring a task list of a planned version code and a task list of a developed version code, wherein the task list comprises a plurality of tasks and unique IDs (identification) corresponding to the tasks;
and matching the IDs on the task list of the plan version code and the task list of the development version code one by one, and determining the difference between the development version code and the plan version code according to the matching result.
7. The method according to claim 1, wherein after obtaining the evaluation scores of the management items of similarity between the requirement document and the development design document, the method further comprises:
determining whether the evaluation score of each preset control project reaches a preset required value, and if not, determining a corresponding application development improvement mode according to a corresponding relation between a pre-constructed evaluation index value and the improvement mode;
obtaining a development test score of the application development based on the evaluation score of each preset control project;
and visually displaying the evaluation score of each preset control project and the development test score of the application development.
8. The utility model provides an application development management and control device which characterized in that tests the score to the preset management and control project in the application development process, preset management and control project includes demand document and development design document similarity at least, application development management and control device includes:
the data acquisition unit is used for acquiring development data in an application development management related system in the application development process;
a target data extraction unit for extracting a requirement document and a development design document for application development based on the development data;
the first calculation unit is used for extracting a first abstract of the requirement document according to the requirement document and extracting a second abstract of the development document according to the development document;
the second calculation unit is used for inputting the first abstract and the second abstract into a pre-configured twin network model respectively to obtain a first vector of the first abstract and a second vector of the second abstract;
and the result output unit is used for comparing the similarity of the first vector and the second vector to obtain the evaluation score of the similarity of the requirement document and the development design document.
9. A computer device comprising a memory and a processor, the memory having stored therein computer readable instructions which, when executed by the processor, cause the processor to perform the steps of the application development management method of any one of claims 1 to 7.
10. A storage medium storing computer readable instructions which, when executed by one or more processors, cause the one or more processors to perform the steps of the application development management method according to any one of claims 1 to 7.
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Cited By (2)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| CN115186660A (en) * | 2022-07-07 | 2022-10-14 | 东航技术应用研发中心有限公司 | Aviation safety report analysis and evaluation method based on text similarity model |
| CN115497633A (en) * | 2022-10-19 | 2022-12-20 | 联仁健康医疗大数据科技股份有限公司 | Data processing method, device, equipment and storage medium |
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Cited By (3)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| CN115186660A (en) * | 2022-07-07 | 2022-10-14 | 东航技术应用研发中心有限公司 | Aviation safety report analysis and evaluation method based on text similarity model |
| CN115497633A (en) * | 2022-10-19 | 2022-12-20 | 联仁健康医疗大数据科技股份有限公司 | Data processing method, device, equipment and storage medium |
| CN115497633B (en) * | 2022-10-19 | 2024-01-30 | 联仁健康医疗大数据科技股份有限公司 | Data processing method, device, equipment and storage medium |
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