A development environment installation method, device, equipment and storage medium

Abstract

The present invention provides a method, device, equipment and storage medium for installing a development environment, which obtains installation requirement information of the development environment; inputs the installation requirement information into an installation process recommendation model to obtain an installation process strategy; obtains environmental parameter information of a target device, and inputs the environmental parameter information of the target device into an environmental analysis model to obtain environmental status information; corrects the installation process strategy according to the environmental status information; generates an installation process script according to the corrected installation process strategy, and the installation process script is used to install the development environment on the target device. The present invention understands user needs through a machine learning model, provides a personalized installation process according to user needs, and can dynamically adjust the installation process according to the real-time status of the device to ensure that the installation process is successfully completed in various complex environments.

Description

Technical Field

[0001] The present invention relates to the field of application technology, and in particular to a method, device, equipment and storage medium for installing a development environment. Background Art

[0002] Users often face various problems when installing development software and its related environment.

[0003] The first is the operating system compatibility issue. New computer hardware may contain newer components. For example, the drivers for graphics cards and sound cards may not be compatible with the current operating system and need to be updated or a specific version of the driver needs to be found.

[0004] In addition, when installing development software and environment on a new computer, you may face a variety of problems, such as operating system compatibility, software dependency, installation failure, environment configuration complexity, system resources and performance, security and permissions, network limitations, and delayed documentation and technical support.

[0005] In summary, the problems existing in the prior art need to be solved urgently. Summary of the invention

[0006] The present invention provides a method, device, equipment and storage medium for installing a development environment, which are used to solve the defects in the prior art and realize intelligent installation of the development environment.

[0007] The present invention provides a method for installing a development environment, comprising:

[0008] Obtain installation requirements information for the development environment;

[0009] Inputting the installation requirement information into an installation process recommendation model to obtain an installation process strategy;

[0010] Acquire environmental parameter information of a target device, and input the environmental parameter information of the target device into an environmental analysis model to obtain environmental status information;

[0011] Correcting the installation process strategy according to the environmental status information;

[0012] generating an installation process script according to the corrected installation process strategy, wherein the installation process script is used to install the development environment on the target device;

[0013] The installation process recommendation model is used to generate corresponding installation process strategies according to installation requirement information, and the environment analysis model is used to generate corresponding environment status information according to environment parameter information.

[0014] According to a development environment installation method provided by the present invention, the installation requirement information includes user system information and software requirement information, and the step of inputting the installation requirement information into the installation process recommendation model to obtain the installation process strategy specifically includes:

[0015] The user system information and the software requirement information are input into an installation process recommendation model to obtain an installation process strategy, which includes software installation information, environment configuration information and dependency management information.

[0016] According to a development environment installation method provided by the present invention, the step of obtaining environmental parameter information of a target device and inputting the environmental parameter information of the target device into an environmental analysis model to obtain environmental status information specifically includes:

[0017] Acquire environmental parameter information of the target device through sensors, wherein the environmental parameter information includes hardware status, network status, and resource utilization of the target device;

[0018] The hardware status, the network status and the resource utilization are input into an environment analysis model to obtain environment status information, where the environment status information is used to characterize the hardware status, the network status and the resource utilization.

[0019] According to a development environment installation method provided by the present invention, after the step of generating an installation process script according to the corrected installation process strategy, the installation method further includes:

[0020] Obtain the test script corresponding to the installation process script;

[0021] The development environment is tested according to the test script to see whether it is successfully installed. If the installation fails, the process returns to the step of obtaining the installation requirement information of the development environment.

[0022] According to a development environment installation method provided by the present invention, after the step of generating an installation process script according to the corrected installation process strategy, the installation method further includes:

[0023] Obtain the user's installation interaction behavior information;

[0024] Constructing a user installation strategy matrix based on the installation interaction behavior information, wherein the user installation strategy matrix is ​​used to characterize the relationship between the user portrait and the installation strategy;

[0025] The installation process script is optimized according to the user installation strategy matrix.

[0026] According to a development environment installation method provided by the present invention, after the step of generating an installation process script according to the corrected installation process strategy, the installation method further includes:

[0027] Get installation failure information;

[0028] The installation fault information is input into a fault diagnosis model to generate a repair instruction, wherein the fault diagnosis model is obtained by training based on anomaly logs during the installation process and the target device status.

[0029] According to a development environment installation method provided by the present invention, the fault diagnosis model includes an LSTM sub-model and a GAN sub-model, and the step of inputting the installation fault information into the fault diagnosis model to generate a repair instruction specifically includes:

[0030] Mapping the installation fault information to a preset fault mode through the LSTM sub-model;

[0031] According to the GAN sub-model, a repair instruction corresponding to the preset failure mode is generated.

[0032] The present invention also provides an installation device for a development environment, comprising:

[0033] Information acquisition module, used to obtain installation requirement information of the development environment;

[0034] A strategy generation module, used for inputting the installation requirement information into the installation process recommendation model to obtain an installation process strategy;

[0035] A state acquisition module is used to acquire environmental parameter information of a target device, and input the environmental parameter information of the target device into an environmental analysis model to obtain environmental state information;

[0036] A strategy correction module, used for correcting the installation process strategy according to the environmental status information;

[0037] A script generation module, used to generate an installation process script according to the corrected installation process policy, wherein the installation process script is used to install the development environment on the target device;

[0038] The installation process recommendation model is used to generate corresponding installation process strategies according to installation requirement information, and the environment analysis model is used to generate corresponding environment status information according to environment parameter information.

[0039] The present invention also provides an electronic device, comprising a memory, a processor, and a computer program stored in the memory and executable on the processor, wherein when the processor executes the program, the installation method of the development environment described above is implemented.

[0040] The present invention also provides a non-transitory computer-readable storage medium on which a computer program is stored. When the computer program is executed by a processor, the installation method of the development environment as described in any one of the above is implemented.

[0041] The present invention also provides a computer program product, comprising a computer program, wherein when the computer program is executed by a processor, the computer program implements any of the above-mentioned methods for installing the development environment.

[0042] The present invention provides a method, device, equipment and storage medium for installing a development environment, which obtains installation requirement information of the development environment; inputs the installation requirement information into an installation process recommendation model to obtain an installation process strategy; obtains environmental parameter information of a target device, and inputs the environmental parameter information of the target device into an environmental analysis model to obtain environmental status information; corrects the installation process strategy according to the environmental status information; generates an installation process script according to the corrected installation process strategy, and the installation process script is used to install the development environment on the target device. The present invention understands user needs through a machine learning model, provides a personalized installation process according to user needs, and can dynamically adjust the installation process according to the real-time status of the device to ensure that the installation process is successfully completed in various complex environments. BRIEF DESCRIPTION OF THE DRAWINGS

[0043] In order to more clearly illustrate the technical solutions in the present invention or the prior art, the following briefly introduces the drawings required for use in the embodiments or the description of the prior art. Obviously, the drawings described below are some embodiments of the present invention. For ordinary technicians in this field, other drawings can be obtained based on these drawings without paying creative work.

[0044] Figure 1 It is a flow chart of the installation method of the development environment provided by the present invention;

[0045] Figure 2 It is a structural schematic diagram of an installation device of a development environment provided by the present invention;

[0046] Figure 3 It is a structural schematic diagram of the electronic device provided by the present invention. DETAILED DESCRIPTION

[0047] In order to make the purpose, technical solution and advantages of the present invention clearer, the technical solution of the present invention will be clearly and completely described below in conjunction with the drawings of the present invention. Obviously, the described embodiments are part of the embodiments of the present invention, not all of the embodiments. Based on the embodiments of the present invention, all other embodiments obtained by ordinary technicians in this field without creative work are within the scope of protection of the present invention.

[0048] When installing development software and its related environment, users often face many problems and challenges. The first is the operating system compatibility issue. The drivers of new hardware components such as graphics cards and sound cards may not be fully compatible with the current operating system, and need to be updated or find specific versions of the drivers. In addition, some development software may not have sufficient support for newly released operating system versions, especially in the early days of the operating system release.

[0049] Software dependency issues are also a common problem. New computers may lack specific libraries, frameworks, or runtime environments required for development tools, IDEs, or programming language environments, and users need to manually find and install these dependencies. There may be version compatibility issues between different software, and a component of a new version may cause the entire development environment to crash.

[0050] During the installation process, you may also encounter installation package corruption or download errors. Network transmission problems may cause installation files to become corrupted, leading to installation failure. Installation engine failure and missing or interfered files may also cause installation interruptions.

[0051] The complexity of environment configuration is also a major challenge. Configuring complex environment variable paths and managing multiple versions of development tools or language environments may lead to version switching problems, such as garbled characters or incorrect exit status.

[0052] In addition, system resource and performance impact, security and permission issues, network restrictions, and delayed documentation and technical support are also common problems encountered by users. The default security settings of new computers may be too strict, and firewalls and antivirus software may misjudge development tools as threats, preventing them from connecting to the Internet or performing critical operations. In an enterprise environment, specific network configuration requirements may increase the complexity of setup.

[0053] To sum up, when installing development software and environment on a new computer, you may face many problems such as operating system compatibility, software dependency, installation failure, environmental configuration complexity, system resources and performance, security and permissions, network restrictions, and delayed documentation and technical support. Solving these problems requires certain system management and troubleshooting capabilities, or seeking professional IT support.

[0054] In order to solve the problems in the prior art, the present invention proposes a method for installing a development environment to achieve intelligent installation of the development environment. The following describes the method for installing the development environment. Figure 1 As shown, including but not limited to the following steps:

[0055] Step 110: Obtain installation requirement information for the development environment.

[0056] In step 110, obtaining the installation requirement information of the development environment is the key starting point of the entire installation process. The technical means of this step mainly include user input instructions and requirement definitions, as follows:

[0057] First, the user enters the type of operating system through the graphical user interface (GUI) or command line interface (CLI). This step is crucial because different operating systems (such as Windows, macOS, and Linux) have different requirements and compatibility for the development environment. Users need to specify their operating system to ensure that the development tools and libraries installed subsequently can run normally.

[0058] Next, the user enters the target development environment. This includes selecting the desired programming language and related tool sets, such as Python, Java, Android, etc. Each development environment has its own specific installation requirements and configuration requirements. By clarifying the target development environment, the system can more accurately provide users with corresponding installation packages and configuration options.

[0059] Users also need to specify the required toolset, which includes integrated development environment (IDE), libraries, and frameworks. For example, for Python developers, users may need to install PyCharm, NumPy, Pandas, etc.; for Java developers, users may need Eclipse or IntelliJ IDEA, Spring framework, etc. By clarifying the toolset requirements, the system can ensure that the installed tools and libraries meet the user's development needs.

[0060] In addition, users can also define project characteristics. This step allows users to enter the type of project they are developing (such as web application, mobile application, etc.) and the target platform (such as Android, iOS, Windows, etc.). By providing project characteristic information, the system can recommend appropriate development tools and environment configurations based on project requirements.

[0061] To provide more personalized services, users can enter additional information. For example, users can provide specific functional requirements (such as database support, cloud service integration, etc.) and personal skill levels (such as beginner, intermediate, advanced). This information helps the system recommend the most suitable development environment and tools based on the user's actual needs and skill level.

[0062] Through this input information, the system can fully understand the user's needs and provide a tailored installation solution. The system automatically retrieves and installs all necessary dependencies, configures environment variables, and ensures the compatibility and stability of the development environment. This process not only improves installation efficiency, but also greatly reduces the complexity and potential errors of manual configuration by users, enhancing the user experience.

[0063] Step 120: Input the installation requirement information into the installation process recommendation model to obtain the installation process strategy. The installation process recommendation model is used to generate the corresponding installation process strategy according to the installation requirement information.

[0064] The installation process recommendation model is based on Q-learning, Deep Q-Network (DQN) or Proximal Policy Optimization (PPO) technology. These DRL technologies learn the best decision-making strategy through a large amount of training data to optimize the installation process. The input of the model includes system information provided by the user (such as operating system type, version, hardware configuration, etc.), the required development environment (such as programming language, framework, tools, etc.), and the real-time environment status (provided by the real-time environment perception module). The output is the optimal installation steps and sequence for the current situation. By constantly interacting with the environment, the model gradually improves its strategy and finds the optimal installation process. This not only improves installation efficiency, but also reduces the risk of failure due to wrong steps.

[0065] In order to improve the model's ability to quickly adapt to new scenarios, meta-learning technology is introduced. Meta-learning enables the model to quickly adjust its own strategy from a small amount of new user data to cope with diverse user needs and environmental changes. The model is trained using meta-learning methods such as MAML (Model-Agnostic Meta-Learning) or Reptile, so that it can quickly adjust and optimize the installation strategy when facing new users or new environments. These methods improve the generalization ability of the model by sharing knowledge between different tasks.

[0066] During the initialization phase, the model collects data through the installation requirement information (such as operating system, development environment, etc.) and real-time environment status (such as hardware configuration, current system status, etc.) provided by the user.

[0067] The model uses the collected data to be trained and optimized through DRL and meta-learning techniques, and gradually forms the optimal installation strategy that adapts to different needs and environments.

[0068] Once the model determines the optimal installation steps and sequence, the system will execute the specific installation process according to the strategy. The DRL model ensures the effectiveness and rationality of each step, and the meta-learning technology ensures rapid adaptation to new environments.

[0069] During the installation process, the system continuously monitors and collects feedback data to further improve and optimize the model. Through continuous iteration, the model can better adapt to user needs and improve the accuracy and efficiency of the installation process.

[0070] Step 130: Obtain environmental parameter information of the target device, and input the environmental parameter information of the target device into the environmental analysis model to obtain environmental status information. The environmental analysis model is used to generate corresponding environmental status information according to the environmental parameter information.

[0071] In step 130, the environmental parameter information of the target device is obtained and input into the environmental analysis model to obtain environmental status information. The environmental analysis model uses sensor fusion technology and machine learning models to monitor and analyze the user's hardware status, network status, system resource utilization and other information in real time to provide a decision basis for the installation process strategy. Environmental status information is a description of environmental parameter information.

[0072] During the initialization phase, the system deploys and activates various sensors to collect environmental parameter information of the target device. The collected data is integrated through sensor fusion technology to ensure the comprehensiveness and accuracy of the data.

[0073] The collected environmental parameter information needs to be preprocessed, including noise removal, normalization and feature extraction, to ensure the quality of the input data.

[0074] The preprocessed data is input into the machine learning model for training, and the model learns the relationship between environmental parameters and device status. After training, the model is deployed to the system for real-time analysis of the environmental status of the target device.

[0075] During the operation of the system, the environmental analysis model receives and processes the latest environmental parameter information in real time and generates corresponding environmental status information. This information is fed back to the recommendation engine to provide a basis for its decision-making.

[0076] During the operation of the environmental analysis model, the latest data is continuously collected and analyzed to continuously optimize and update the model to improve its analysis accuracy and predictive capabilities.

[0077] Step 140: Correct the installation process strategy according to the environmental status information.

[0078] In step 140, the installation process strategy is corrected according to the environment status information. This step is to ensure that the installation process strategy can adapt to the specific environment of the target device in actual operation to improve the installation efficiency and success rate.

[0079] Step 150: Generate an installation process script according to the corrected installation process policy, wherein the installation process script is used to install the development environment on the target device.

[0080] In step 150, an installation process script is generated according to the corrected installation process strategy. The core of this step is to use an adaptive installation script generator to convert the installation strategy into an executable script through natural language processing (NLP) and code generation technology.

[0081] After receiving the corrected installation process strategy, the system first uses NLP technology to parse the strategy. Through lexical, syntactic and semantic analysis, the system converts each installation step in the strategy into structured instructions. According to the parsed instructions, the system uses the template engine or code generation model to generate the corresponding installation script. The template engine fills in variables to generate specific scripts according to different operating systems and environmental requirements; the code generation model directly generates high-quality code based on natural language descriptions. The generated script is optimized and verified to ensure that each command and operation can be executed correctly on the target device. The system will further adjust the script based on real-time environmental status information to adapt to the dynamically changing environment. The final generated installation process script is executed on the target device. The system monitors in real time during the execution process and records the execution status of each step to ensure the smooth completion of the installation process. After the installation is completed, the system collects execution feedback, analyzes potential problems and optimization points, and provides data support for subsequent script generation and installation process improvement.

[0082] Through the adaptive installation script generator, the system can convert complex installation strategies into precise and executable scripts to ensure the smooth installation of the development environment on the target device. By using NLP and code generation technology, efficient conversion from natural language description to structured instructions and then to actual code is achieved, greatly improving the automation and accuracy of the installation process.

[0083] As a further optional embodiment, the installation requirement information includes user system information and software requirement information, and the step of inputting the installation requirement information into the installation process recommendation model to obtain the installation process strategy specifically includes:

[0084] The user system information and the software requirement information are input into an installation process recommendation model to obtain an installation process strategy, which includes software installation information, environment configuration information and dependency management information.

[0085] Specifically, user system information: including user operating system type (such as Windows, macOS, Linux), operating system version, hardware configuration (such as CPU, GPU, memory, storage space), network connection status, etc.

[0086] Software requirement information: including the target development environment (such as Python, Java, Android), required tool sets (such as IDE, libraries, frameworks), project features (such as web applications, mobile applications), dependencies between software, as well as specific functional requirements and personal preferences.

[0087] As a further optional embodiment, the step of acquiring the environmental parameter information of the target device and inputting the environmental parameter information of the target device into the environmental analysis model to obtain the environmental status information specifically includes:

[0088] Acquire environmental parameter information of the target device through sensors, wherein the environmental parameter information includes hardware status, network status, and resource utilization of the target device;

[0089] The hardware status, the network status and the resource utilization are input into an environment analysis model to obtain environment status information, where the environment status information is used to characterize the hardware status, the network status and the resource utilization.

[0090] In this embodiment, the hardware status information of the target device can be obtained through built-in sensors and system monitoring tools. This information includes the usage rate and temperature of the CPU and GPU, the usage of memory, the read and write rate and remaining space of the hard disk, etc. Through the network monitoring tool, the bandwidth, delay, packet loss rate and signal strength of the current network are obtained. These parameters help to evaluate the stability and speed of the network and ensure that the download and installation process proceeds smoothly. And obtain the overall utilization information of system resources, including the resource usage of the operating system, the resource consumption of the currently running processes and services, etc. This information helps to evaluate the load of the system and avoid large-scale installation operations when resources are tight.

[0091] Specifically, the system collects information such as the hardware status, network status, and resource utilization of the target device in real time through built-in sensors, network monitoring tools, and system monitoring tools. These data include the usage and temperature of the CPU and GPU, memory usage, network bandwidth and latency, and overall utilization of system resources. The collected raw data is preprocessed, including steps such as denoising, standardization, and formatting, to ensure the quality and consistency of the input data. The preprocessed data is input into the environmental analysis model. Based on sensor fusion technology and machine learning algorithms, the model comprehensively analyzes the hardware status, network status, and resource utilization to generate detailed environmental status information. The environmental analysis model outputs environmental status information to characterize the hardware status, network status, and resource utilization of the current device. For example, the results output by the model may include the current load and health status of the CPU and GPU, the stability and speed of the network connection, and the utilization and availability of system resources. Based on the environmental status information, the system corrects and adjusts the installation process strategy in real time to ensure a smooth installation process. For example, when the network is detected to be unstable, the download strategy can be adjusted; when the system load is detected to be too high, the installation sequence can be adjusted or some installation steps can be delayed.

[0092] As a further optional embodiment, after the step of generating an installation process script according to the corrected installation process strategy, the installation method further includes:

[0093] Obtain the test script corresponding to the installation process script;

[0094] The development environment is tested according to the test script to see whether it is successfully installed. If the installation fails, the process returns to the step of obtaining the installation requirement information of the development environment.

[0095] In this embodiment, after generating the installation process script, the system will automatically generate or call a predefined test script. The test script performs corresponding test settings according to the installation steps and configurations in the installation process script to ensure that all key components and configuration items are covered. The system executes the test script to verify the installation effect of the development environment. The test script simulates the actual development and use scenarios, performs functional testing, performance testing, and dependency testing, etc., to ensure that each component and configuration item is correctly installed and configured. The test script generates a detailed test report, recording the execution results of each test step, the success or failure status, and a detailed error log. The system analyzes the error information in the test report to determine the cause of the installation failure. Possible reasons for failure include incomplete installation of software components, incorrect configuration of environment variables, missing dependent libraries, or incompatible versions. Based on the analysis results, the system returns to the step of obtaining the installation requirement information of the development environment to adjust and optimize the installation requirements and strategies. For example, reselect compatible software versions, update dependent libraries, and correct configuration parameters. Re-enter the optimized installation requirement information, generate new installation process strategies and scripts, and execute the installation process again until the development environment is successfully installed.

[0096] As a further optional embodiment, after the step of generating an installation process script according to the corrected installation process strategy, the installation method further includes:

[0097] Obtain the user's installation interaction behavior information;

[0098] Constructing a user installation strategy matrix based on the installation interaction behavior information, wherein the user installation strategy matrix is ​​used to characterize the relationship between the user portrait and the installation strategy;

[0099] The installation process script is optimized according to the user installation strategy matrix.

[0100] During the installation process, the system records every step of the user's operation, including the installation options selected by the user, the response to the system prompts, the problems encountered, and the user's feedback. These data are used for subsequent analysis and optimization. Through data preprocessing and feature extraction, the user's installation behavior information is converted into a user installation strategy matrix. This matrix is ​​used to represent the relationship between the user's installation behavior pattern and the installation strategy. Based on the user installation strategy matrix, the matching degree between the user behavior pattern and the installation strategy is analyzed, and the installation process script is optimized. The optimization content includes adjusting the order of installation steps, improving the error handling mechanism, and providing personalized installation suggestions. Through collaborative filtering technology, the commonalities between similar users are found, and installation strategies that better meet user needs are recommended. Through the latent semantic model, the user's installation behavior and feedback data are analyzed, hidden patterns are mined, and the accuracy of the recommended strategy is improved. According to user feedback, the recommended strategy and installation script generation logic are continuously learned and optimized. The system adjusts the installation strategy according to user feedback, making the installation process smoother and the user experience better.

[0101] As a further optional embodiment, after the step of generating an installation process script according to the corrected installation process strategy, the installation method further includes:

[0102] Get installation failure information;

[0103] The installation fault information is input into a fault diagnosis model to generate a repair instruction, wherein the fault diagnosis model is obtained by training based on anomaly logs during the installation process and the target device status.

[0104] As a further optional embodiment, the fault diagnosis model includes an LSTM sub-model and a GAN sub-model, and the step of inputting the installation fault information into the fault diagnosis model to generate a repair instruction specifically includes:

[0105] Mapping the installation fault information to a preset fault mode through the LSTM sub-model;

[0106] According to the GAN sub-model, a repair instruction corresponding to the preset failure mode is generated.

[0107] During the installation process, the system monitors and records any installation fault information in real time, including exception logs, error codes, and system alarms. The system inputs the recorded installation fault information into the fault diagnosis model. The model is trained based on the exception logs and target device status during the installation process, and can identify and handle a variety of installation faults. The LSTM sub-model processes the installation fault information, identifies and maps it to the preset fault mode. The LSTM model can capture the time dependency and pattern in the log and accurately identify the fault type. The GAN sub-model generates repair instructions corresponding to the fault mode. The generator generates multiple possible repair solutions, and the discriminator evaluates the effectiveness of these solutions and selects the best repair instructions. The system automatically performs the corresponding repair operations based on the generated repair instructions. Through the intelligent fault diagnosis and self-repair system, problems encountered during the installation process can be quickly resolved, reducing manual intervention and improving installation efficiency and success rate.

[0108] The following describes the installation device of the development environment provided by the present invention. Figure 2 As shown, the installation device of the development environment described below and the installation method of the development environment described above can refer to each other.

[0109] A development environment installation device, comprising:

[0110] The information acquisition module 210 is used to obtain the installation requirement information of the development environment;

[0111] A strategy generation module 220, configured to input the installation requirement information into an installation process recommendation model to obtain an installation process strategy;

[0112] The state acquisition module 230 is used to acquire the environmental parameter information of the target device and input the environmental parameter information of the target device into the environmental analysis model to obtain environmental state information;

[0113] A strategy correction module 240, configured to correct the installation process strategy according to the environment status information;

[0114] A script generation module 250, configured to generate an installation process script according to the corrected installation process policy, wherein the installation process script is used to install the development environment on the target device;

[0115] The installation process recommendation model is used to generate corresponding installation process strategies according to installation requirement information, and the environment analysis model is used to generate corresponding environment status information according to environment parameter information.

[0116] Figure 3 An example of a physical structure diagram of an electronic device is shown in FIG. Figure 3As shown, the electronic device may include: a processor 310, a communications interface 320, a memory 330 and a communication bus 340, wherein the processor 310, the communications interface 320 and the memory 330 communicate with each other through the communication bus 340. The processor 310 may call the logic instructions in the memory 330 to execute the installation method of the development environment, and the method includes:

[0117] Obtain installation requirements information for the development environment;

[0118] Inputting the installation requirement information into an installation process recommendation model to obtain an installation process strategy;

[0119] Acquire environmental parameter information of a target device, and input the environmental parameter information of the target device into an environmental analysis model to obtain environmental status information;

[0120] Correcting the installation process strategy according to the environmental status information;

[0121] generating an installation process script according to the corrected installation process strategy, wherein the installation process script is used to install the development environment on the target device;

[0122] The installation process recommendation model is used to generate corresponding installation process strategies according to installation requirement information, and the environment analysis model is used to generate corresponding environment status information according to environment parameter information.

[0123] In addition, the logic instructions in the above-mentioned memory 330 can be implemented in the form of a software functional unit and can be stored in a computer-readable storage medium when it is sold or used as an independent product. Based on such an understanding, the technical solution of the present invention, in essence, or the part that contributes to the prior art or the part of the technical solution, can be embodied in the form of a software product, and the computer software product is stored in a storage medium, including a number of instructions for a computer device (which can be a personal computer, a server, or a network device, etc.) to perform all or part of the steps of the method described in each embodiment of the present invention. The aforementioned storage medium includes: U disk, mobile hard disk, read-only memory (ROM, Read-Only Memory), random access memory (RAM, Random Access Memory), disk or optical disk, etc. Various media that can store program codes.

[0124] On the other hand, the present invention further provides a computer program product, the computer program product comprising a computer program, the computer program can be stored on a non-transitory computer-readable storage medium, when the computer program is executed by a processor, the computer can execute the installation method of the development environment provided by the above methods, the method comprising:

[0125] Obtain installation requirements information for the development environment;

[0126] Inputting the installation requirement information into an installation process recommendation model to obtain an installation process strategy;

[0127] Acquire environmental parameter information of a target device, and input the environmental parameter information of the target device into an environmental analysis model to obtain environmental status information;

[0128] Correcting the installation process strategy according to the environmental status information;

[0129] generating an installation process script according to the corrected installation process strategy, wherein the installation process script is used to install the development environment on the target device;

[0130] The installation process recommendation model is used to generate corresponding installation process strategies according to installation requirement information, and the environment analysis model is used to generate corresponding environment status information according to environment parameter information.

[0131] In another aspect, the present invention further provides a non-transitory computer-readable storage medium having a computer program stored thereon, wherein when the computer program is executed by a processor, the computer program is implemented to execute the installation method of the development environment provided by the above methods, the method comprising:

[0132] Obtain installation requirements information for the development environment;

[0133] Inputting the installation requirement information into an installation process recommendation model to obtain an installation process strategy;

[0134] Acquire environmental parameter information of a target device, and input the environmental parameter information of the target device into an environmental analysis model to obtain environmental status information;

[0135] Correcting the installation process strategy according to the environmental status information;

[0136] generating an installation process script according to the corrected installation process strategy, wherein the installation process script is used to install the development environment on the target device;

[0137] The installation process recommendation model is used to generate corresponding installation process strategies according to installation requirement information, and the environment analysis model is used to generate corresponding environment status information according to environment parameter information.

[0138] The device embodiments described above are merely illustrative, wherein the units described as separate components may or may not be physically separated, and the components displayed as units may or may not be physical units, that is, they may be located in one place, or they may be distributed on multiple network units. Some or all of the modules may be selected according to actual needs to achieve the purpose of the scheme of this embodiment. Ordinary technicians in this field can understand and implement it without paying creative labor.

[0139] Through the description of the above implementation methods, those skilled in the art can clearly understand that each implementation method can be implemented by means of software plus a necessary general hardware platform, and of course, can also be implemented by hardware. Based on this understanding, the above technical solution is essentially or the part that contributes to the prior art can be embodied in the form of a software product, and the computer software product can be stored in a computer-readable storage medium, such as ROM / RAM, a disk, an optical disk, etc., including a number of instructions for a computer device (which can be a personal computer, a server, or a network device, etc.) to execute the methods described in each embodiment or some parts of the embodiments.

[0140] Finally, it should be noted that the above embodiments are only used to illustrate the technical solutions of the present invention, rather than to limit it. Although the present invention has been described in detail with reference to the aforementioned embodiments, those skilled in the art should understand that they can still modify the technical solutions described in the aforementioned embodiments, or make equivalent replacements for some of the technical features therein. However, these modifications or replacements do not deviate the essence of the corresponding technical solutions from the spirit and scope of the technical solutions of the embodiments of the present invention.

Claims

1. A method for installing a development environment, characterized in that: include: Obtaining installation requirement information of the development environment, the installation requirement information includes the operation type input by the user, the target development environment, the target development environment includes the required programming language and related tool sets, and the related tool sets include integrated development environments, libraries, and frameworks; Inputting the installation requirement information into an installation process recommendation model to obtain an installation process strategy; Obtaining environmental parameter information of the target device, and inputting the environmental parameter information of the target device into the environmental analysis model to obtain environmental status information, The step of obtaining the environmental parameter information of the target device and inputting the environmental parameter information of the target device into the environmental analysis model to obtain the environmental status information specifically includes: Acquire environmental parameter information of the target device through sensors, wherein the environmental parameter information includes hardware status, network status, and resource utilization of the target device; Inputting the hardware status, the network status and the resource utilization into an environment analysis model to obtain environment status information, wherein the environment status information is used to characterize the hardware status, the network status and the resource utilization, Among them, through built-in sensors, network monitoring tools and system monitoring tools, the hardware status, network status and resource utilization of the target device are collected in real time, including the usage and temperature of the CPU and GPU, the usage of memory, the network bandwidth and latency, and the overall utilization of system resources. The collected raw data is preprocessed, including denoising, standardization and formatting to ensure the quality and consistency of the input data. The preprocessed data is input into the environmental analysis model. The environmental analysis model is based on sensor fusion technology and machine learning algorithms. It comprehensively analyzes the hardware status, network status and resource utilization to generate detailed environmental status information. The environmental analysis model outputs environmental status information to characterize the hardware status, network status and resource utilization of the current device. According to the environmental status information, the installation process strategy is corrected and adjusted in real time to ensure a smooth installation process. Correcting the installation process strategy according to the environmental status information; generating an installation process script according to the corrected installation process strategy, wherein the installation process script is used to install the development environment on the target device; The installation process recommendation model is used to generate corresponding installation process strategies according to the installation requirement information, and the environment analysis model is used to generate corresponding environment status information according to the environment parameter information. The specific implementation process of generating the installation process script includes: After receiving the corrected installation process strategy, the NLP technology is first used to parse the installation process strategy. The parsing includes converting each installation step in the installation process strategy into structured instructions through lexical, syntactic and semantic analysis. According to the parsed instructions, the system uses a template engine or a code generation model to generate a corresponding installation process script. The template engine fills in variables to generate a specific installation process script according to different operating systems and environment requirements; the code generation model directly generates high-quality code based on natural language descriptions. The generated installation process script is optimized and verified to ensure that each command and operation can be correctly executed on the target device. The installation process script is further adjusted according to the real-time environment status information to adapt to the dynamically changing environment. The final generated installation process script is executed on the target device and monitored in real time during the execution process, recording the execution status of each step to ensure the smooth completion of the installation process. After the step of generating an installation process script according to the corrected installation process strategy, the installation method further includes: Obtain the test script corresponding to the installation process script; Test whether the development environment is successfully installed according to the test script, and if the installation fails, return to the step of obtaining the installation requirement information of the development environment, Among them, the test script performs corresponding test settings according to the installation steps and configurations in the installation process script to ensure that all key components and configuration items are covered. The test script simulates the actual development and use scenarios, performs functional testing, performance testing and dependency testing, and ensures that each component and configuration item is correctly installed and configured. The test script generates a test report, records the execution results of each test step, the success or failure status and the error log, analyzes the error information in the test report, and determines the cause of the installation failure. The failure reasons include incomplete installation of software components, incorrect configuration of environment variables, missing dependent libraries or incompatible versions. According to the analysis results, return to the step of obtaining the installation requirement information of the development environment, adjust and optimize the installation requirements and strategies, including reselecting compatible software versions, updating dependent libraries, correcting configuration parameters, re-entering the optimized installation requirement information, generating new installation process strategies and scripts, and executing the installation process again until the development environment is successfully installed; After the step of generating an installation process script according to the corrected installation process strategy, the installation method further includes: Obtain the user's installation interaction behavior information; Constructing a user installation strategy matrix based on the installation interaction behavior information, wherein the user installation strategy matrix is ​​used to characterize the relationship between the user portrait and the installation strategy; According to the user installation strategy matrix, the installation process script is optimized, Among them, during the installation process, every step of the user's operation is recorded, including the installation options selected by the user, the response to the system prompts, the problems encountered and the user's feedback. The user's operation data is used for subsequent analysis and optimization, and through data preprocessing and feature extraction, the user's installation behavior information is converted into a user installation strategy matrix. The user installation strategy matrix is ​​used to represent the relationship between the user's installation behavior pattern and the installation strategy. Based on the user installation strategy matrix, the matching degree between the user behavior pattern and the installation strategy is analyzed to optimize the installation process script. The content of optimizing the installation process script includes adjusting the order of installation steps, improving the error handling mechanism, and providing personalized installation suggestions. Through collaborative filtering technology, the commonalities between similar users are found, and installation strategies that better meet user needs are recommended. In addition, through latent semantic models, the user's installation behavior and feedback data are analyzed to mine hidden patterns and improve the accuracy of the recommendation strategy. According to user feedback, the recommendation strategy and installation script generation logic are continuously learned and optimized, and the installation strategy is adjusted according to user feedback.

2. The method for installing a development environment according to claim 1, characterized in that: The installation requirement information includes user system information and software requirement information. The step of inputting the installation requirement information into the installation process recommendation model to obtain the installation process strategy specifically includes: The user system information and the software requirement information are input into an installation process recommendation model to obtain an installation process strategy, which includes software installation information, environment configuration information and dependency management information.

3. The method for installing a development environment according to claim 1, characterized in that: After the step of generating an installation process script according to the corrected installation process strategy, the installation method further includes: Get installation failure information; The installation fault information is input into a fault diagnosis model to generate a repair instruction, wherein the fault diagnosis model is obtained by training based on anomaly logs during the installation process and the target device status.

4. The method for installing a development environment according to claim 3, characterized in that: The fault diagnosis model includes an LSTM sub-model and a GAN sub-model. The step of inputting the installation fault information into the fault diagnosis model to generate a repair instruction specifically includes: Mapping the installation fault information to a preset fault mode through the LSTM sub-model; According to the GAN sub-model, a repair instruction corresponding to the preset failure mode is generated.

5. A device for installing a development environment, characterized in that: include: An information acquisition module is used to acquire installation requirement information of a development environment, wherein the installation requirement information includes the operation type input by the user and the target development environment, wherein the target development environment includes the required programming language and related tool sets, wherein the related tool sets include an integrated development environment, a library, and a framework; A strategy generation module, used for inputting the installation requirement information into the installation process recommendation model to obtain an installation process strategy; The state acquisition module is used to acquire the environmental parameter information of the target device and input the environmental parameter information of the target device into the environmental analysis model to obtain the environmental state information, which specifically includes: Acquire environmental parameter information of the target device through sensors, wherein the environmental parameter information includes hardware status, network status, and resource utilization of the target device; Inputting the hardware status, the network status and the resource utilization into an environment analysis model to obtain environment status information, wherein the environment status information is used to characterize the hardware status, the network status and the resource utilization, Among them, through built-in sensors, network monitoring tools and system monitoring tools, the hardware status, network status and resource utilization of the target device are collected in real time, including the usage and temperature of the CPU and GPU, the usage of memory, the network bandwidth and latency, and the overall utilization of system resources. The collected raw data is preprocessed, including denoising, standardization and formatting to ensure the quality and consistency of the input data. The preprocessed data is input into the environmental analysis model. The environmental analysis model is based on sensor fusion technology and machine learning algorithms. It comprehensively analyzes the hardware status, network status and resource utilization to generate detailed environmental status information. The environmental analysis model outputs environmental status information to characterize the hardware status, network status and resource utilization of the current device. According to the environmental status information, the installation process strategy is corrected and adjusted in real time to ensure a smooth installation process. A strategy correction module, used for correcting the installation process strategy according to the environmental status information; a script generation module, configured to generate an installation process script according to the corrected installation process strategy, wherein the installation process script is used to install the development environment on the target device, The specific implementation process of generating the installation process script includes: After receiving the corrected installation process strategy, the NLP technology is first used to parse the installation process strategy. The parsing includes converting each installation step in the installation process strategy into structured instructions through lexical, syntactic and semantic analysis. According to the parsed instructions, the system uses a template engine or a code generation model to generate a corresponding installation process script. The template engine fills in variables to generate a specific installation process script according to different operating systems and environment requirements; the code generation model directly generates high-quality code based on natural language descriptions. The generated installation process script is optimized and verified to ensure that each command and operation can be correctly executed on the target device. The installation process script is further adjusted according to the real-time environment status information to adapt to the dynamically changing environment. The final generated installation process script is executed on the target device and monitored in real time during the execution process, recording the execution status of each step to ensure the smooth completion of the installation process. After the step of generating an installation process script according to the corrected installation process strategy, the method further includes: Obtain the test script corresponding to the installation process script; Test whether the development environment is successfully installed according to the test script, and if the installation fails, return to the step of obtaining the installation requirement information of the development environment, Among them, the test script performs corresponding test settings according to the installation steps and configurations in the installation process script to ensure that all key components and configuration items are covered. The test script simulates the actual development and use scenarios, performs functional testing, performance testing and dependency testing, and ensures that each component and configuration item is correctly installed and configured. The test script generates a test report, records the execution results of each test step, the success or failure status and the error log, analyzes the error information in the test report, and determines the cause of the installation failure. The failure reasons include incomplete installation of software components, incorrect configuration of environment variables, missing dependent libraries or incompatible versions. According to the analysis results, return to the step of obtaining the installation requirement information of the development environment, adjust and optimize the installation requirements and strategies, including reselecting compatible software versions, updating dependent libraries, correcting configuration parameters, re-entering the optimized installation requirement information, generating new installation process strategies and scripts, and executing the installation process again until the development environment is successfully installed; After the step of generating an installation process script according to the corrected installation process strategy, the method further includes: Obtain the user's installation interaction behavior information; Constructing a user installation strategy matrix based on the installation interaction behavior information, wherein the user installation strategy matrix is ​​used to characterize the relationship between the user portrait and the installation strategy; According to the user installation strategy matrix, the installation process script is optimized, In which, during the installation process, each step of the user's operation is recorded, including the installation options selected by the user, the response to the system prompts, the problems encountered and the user's feedback. The user's operation data is used for subsequent analysis and optimization, and through data preprocessing and feature extraction, the user's installation behavior information is converted into a user installation strategy matrix. The user installation strategy matrix is ​​used to represent the relationship between the user's installation behavior pattern and the installation strategy. Based on the user installation strategy matrix, the matching degree between the user behavior pattern and the installation strategy is analyzed to optimize the installation process script. The content of optimizing the installation process script includes adjusting the order of installation steps, improving the error handling mechanism, and providing personalized installation suggestions. Through collaborative filtering technology, the commonalities between similar users are found, and installation strategies that better meet user needs are recommended. In addition, through latent semantic models, the user's installation behavior and feedback data are analyzed, hidden patterns are mined, and the accuracy of the recommendation strategy is improved. According to user feedback, the recommendation strategy and installation script generation logic are continuously learned and optimized, and the installation strategy is adjusted according to user feedback. The installation process recommendation model is used to generate corresponding installation process strategies according to installation requirement information, and the environment analysis model is used to generate corresponding environment status information according to environment parameter information.

6. An electronic device comprising a memory, a processor, and a computer program stored in the memory and executable on the processor, characterized in that: When the processor executes the program, the method for installing the development environment according to any one of claims 1 to 4 is implemented.

7. A non-transitory computer-readable storage medium having a computer program stored thereon, characterized in that: When the computer program is executed by a processor, the method for installing the development environment according to any one of claims 1 to 4 is implemented.

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