CN112925555A - Model management method, device, equipment and storage medium - Google Patents
Model management method, device, equipment and storage medium Download PDFInfo
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Abstract
The application provides a model management method, a model management device, model management equipment and a storage medium, and belongs to the technical field of online management. The method comprises the following steps: responding to the selection operation of a user on operation options in an interactive interface of the model management platform, and determining a menu interface corresponding to the operation options; the operational options include at least one of: the method comprises the following steps that a user management option, an automatic test option, a configuration management option, a model pushing option, a model service construction option and a model deployment and release switching option are selected; and responding to the triggering operation of the user on the function execution key in the menu interface, and controlling the model management platform to execute the model management task corresponding to the function execution key. The model management tasks include at least one of: the method comprises the following steps of platform user management, model version construction, model verification, model parameter configuration, model online release, model version rollback and model push. The method and the device can improve the efficiency of model management.
Description
Technical Field
The present application relates to the field of online management technologies, and in particular, to a model management method, apparatus, device, and storage medium.
Background
With the development and application of the related technology of intelligent automatic computing, the scene model constructed based on a large amount of data features is more and more widely applied in various fields. In a mature model application platform, an optimization target model is continuously adjusted from each index dimension in order to accurately abstract and simulate the rules and features of an actual scene. With the increase of model iteration and scene classification, a complete set of online process management is usually required from the completion of model construction to online operation to ensure delivery quality, efficiency and fault-tolerant fast switching mechanism.
At present, the on-line of a model of most application systems adopts a manual pushing mode to complete the work flows of model version pushing, on-line and the like, which leads to a plurality of practical problems of serious dependence of workers on the whole flow, low validity of version quality guarantee, difficult access of automatic test and release integration, complex release flow, opaque flow control data and the like, and is particularly difficult to support only by increasing the operation manpower in the scene of large-scale model operation on-line.
Disclosure of Invention
The application aims to provide a model management method, a model management device, a model management equipment and a storage medium, which can improve the efficiency of model management.
The embodiment of the application is realized as follows:
in one aspect of the embodiments of the present application, a model management method is provided, including:
responding to the selection operation of a user on operation options in an interactive interface of the model management platform, and determining a menu interface corresponding to the operation options, wherein the operation options comprise at least one of the following items: the method comprises the following steps that a user management option, an automatic test option, a configuration management option, a model pushing option, a model service construction option and a model deployment and release switching option are selected;
responding to the triggering operation of a user on a function execution key in a menu interface, controlling a model management platform to execute a model management task corresponding to the function execution key, wherein the model management task comprises at least one of the following items: the method comprises the following steps of platform user management, model version construction, model verification, model parameter configuration, model online release, model version rollback and model push.
Optionally, in response to a selection operation of a user on an operation option in an interactive interface of the model management platform, determining a menu interface corresponding to the operation option, including:
responding to the selection operation of a user on an automatic test option in an interactive interface of the model management platform, and determining a menu interface corresponding to the automatic test option;
responding to the triggering operation of a user on a function execution key in a menu interface, controlling a model management platform to execute a model management task corresponding to the function execution key, and comprising the following steps:
and responding to the selection operation of the user on the model version and the test type in the menu interface corresponding to the automatic test option and the trigger operation of the test starting key, controlling the model management platform to establish a matched operable container environment, and executing a model verification task in the operable container environment to obtain a test result.
Optionally, in response to a selection operation of a user on an operation option in an interactive interface of the model management platform, determining a menu interface corresponding to the operation option, including:
responding to the selection operation of a user on a model pushing option in an interactive interface of the model management platform, and determining a menu interface corresponding to the model pushing option;
responding to the triggering operation of a user on a function execution key in a menu interface, controlling a model management platform to execute a model management task corresponding to the function execution key, and comprising the following steps:
responding to selection operation of a user on a model version and an environment type in a menu interface corresponding to a model pushing option and triggering operation on a pushing button, and controlling a model management platform to acquire a target pushing model file from a local model warehouse;
verifying the target push model file;
and if the verification is successful, sending the target push model file to an online target environment.
Optionally, in response to a selection operation of a user on an operation option in an interactive interface of the model management platform, determining a menu interface corresponding to the operation option, including:
responding to the selection operation of a user on a model service construction option in an interactive interface of the model management platform, and determining a menu interface corresponding to the model service construction option;
responding to the triggering operation of a user on a function execution key in a menu interface, controlling a model management platform to execute a model management task corresponding to the function execution key, and comprising the following steps:
responding to selection operation of a user on a model version and a machine parameter type in a menu interface corresponding to a model service construction option and triggering operation of a start construction key, and controlling a model management platform to acquire a target construction model service source code from a local model warehouse;
constructing a target construction model according to the service source code of the target construction model and the machine parameter type, and generating a mirror image file corresponding to the target construction model;
and sending the mirror image file to an online model warehouse.
Optionally, in response to a selection operation of a user on an operation option in an interactive interface of the model management platform, determining a menu interface corresponding to the operation option, including:
responding to the selection operation of a user on a model deployment and release switching option in the interactive interface of the model management platform, and determining a menu interface corresponding to the model deployment and release switching option;
responding to the triggering operation of a user on a function execution key in a menu interface, controlling a model management platform to execute a model management task corresponding to the function execution key, and comprising the following steps:
responding to selection operation of a user on a model version and a configuration environment in a menu interface corresponding to a model deployment and release switching option and trigger operation of a newly added key and a release key, and controlling a model management platform to establish a target container environment;
acquiring a target image file from a local model warehouse, and performing service deployment in a target container environment to obtain a first target service address;
and if the service deployment normally runs, mapping the service address of the model management platform to the first target service address to execute the online release task of the model.
Optionally, in response to a selection operation of a user on an operation option in an interactive interface of the model management platform, determining a menu interface corresponding to the operation option, including:
responding to the selection operation of a user on a model deployment and release switching option in the interactive interface of the model management platform, and determining a menu interface corresponding to the model deployment and release switching option;
responding to the triggering operation of a user on a function execution key in a menu interface, controlling a model management platform to execute a model management task corresponding to the function execution key, and comprising the following steps:
responding to selection operation of a user on a model version and a configuration environment in a menu interface corresponding to a model deployment release switching option and triggering operation on a switching key, and controlling a model management platform to establish a target container environment;
acquiring a target image file from a local model warehouse, and performing service deployment in a target container environment to obtain a second target service address;
and if the service deployment normally runs, mapping the service address of the model management platform to a second target service address to execute a model version rollback task.
Optionally, in response to a selection operation of a user on an operation option in an interactive interface of the model management platform, determining a menu interface corresponding to the operation option, including:
responding to the selection operation of a user on configuration management options in the interactive interface of the model management platform, and determining a menu interface corresponding to the configuration management options;
responding to the triggering operation of a user on a function execution key in a menu interface, controlling a model management platform to execute a model management task corresponding to the function execution key, and comprising the following steps:
responding to the input operation of the user on the parameter configuration in the menu interface corresponding to the configuration management option and the trigger operation on the creation key, and controlling the model management platform to generate a target template;
and responding to the triggering operation of the user on the configuration synchronous key in the menu interface corresponding to the configuration management option, and synchronizing the environment address of the target template.
In another aspect of the embodiments of the present application, there is provided a model management apparatus, including: the device comprises a first response module and a second response module;
the first response module is used for responding to the selection operation of a user on operation options in an interactive interface of the model management platform, and determining a menu interface corresponding to the operation options, wherein the operation options comprise at least one of the following items: the method comprises the following steps that a user management option, an automatic test option, a configuration management option, a model pushing option, a model service construction option and a model deployment and release switching option are selected;
the second response module is used for responding to the triggering operation of the user on the function execution key in the menu interface and controlling the model management platform to execute the model management task corresponding to the function execution key, wherein the model management task comprises at least one of the following items: the method comprises the following steps of platform user management, model version construction, model verification, model parameter configuration, model online release, model version rollback and model push.
Optionally, the first response module is specifically configured to determine a menu interface corresponding to an automated test option in response to a selection operation of a user on the automated test option in an interactive interface of the model management platform; and the second response module is specifically used for responding to the selection operation of the user on the model version and the test type in the menu interface corresponding to the automatic test option and the trigger operation of the test starting key, controlling the model management platform to establish a matched operable container environment, and executing a model verification task in the operable container environment to obtain a test result.
Optionally, the first response module is specifically configured to determine a menu interface corresponding to a model push option in response to a selection operation of a user on the model push option in the interactive interface of the model management platform; the second response module is specifically used for responding to selection operation of a user on a model version and an environment type in a menu interface corresponding to the model push option and triggering operation of a push button, and controlling the model management platform to acquire a target push model file from the local model warehouse; verifying the target push model file; and if the verification is successful, sending the target push model file to an online target environment.
Optionally, the first response module is specifically configured to determine a menu interface corresponding to a model service construction option in response to a selection operation of a user on the model service construction option in the interactive interface of the model management platform; the second response module is specifically used for responding to the selection operation of a user on the model version and the machine parameter type in the menu interface corresponding to the model service construction option and the trigger operation of starting to construct a key, and controlling the model management platform to acquire a target construction model service source code from the local model warehouse; constructing a target construction model according to the service source code of the target construction model and the machine parameter type, and generating a mirror image file corresponding to the target construction model; and sending the mirror image file to an online model warehouse.
Optionally, the first response module is specifically configured to determine a menu interface corresponding to the model deployment and release switching option in response to a user's selection operation on the model deployment and release switching option in the model management platform interactive interface; the second response module is specifically used for responding to the selection operation of a user on the model version and the configuration environment in the menu interface corresponding to the model deployment and release switching option and the trigger operation of the newly added key and the release key, and controlling the model management platform to establish a target container environment; acquiring a target image file from a local model warehouse, and performing service deployment in a target container environment to obtain a first target service address; and if the service deployment normally runs, mapping the service address of the model management platform to the first target service address to execute the online release task of the model.
Optionally, the first response module is specifically configured to determine a menu interface corresponding to the model deployment and release switching option in response to a user's selection operation on the model deployment and release switching option in the model management platform interactive interface; the second response module is specifically used for responding to selection operation of a user on a model version and a configuration environment in a menu interface corresponding to the model deployment and release switching option and triggering operation on a switching key, and controlling the model management platform to establish a target container environment; acquiring a target image file from a local model warehouse, and performing service deployment in a target container environment to obtain a second target service address; and if the service deployment normally runs, mapping the service address of the model management platform to a second target service address to execute a model version rollback task.
Optionally, the first response module is specifically configured to determine, in response to a selection operation of a user on a configuration management option in the model management platform interactive interface, a menu interface corresponding to the configuration management option; the second response module is specifically used for responding to the input operation of the user on parameter configuration in the menu interface corresponding to the configuration management option and the trigger operation of the creation key, and controlling the model management platform to generate a target template; and responding to the triggering operation of the user on the configuration synchronous key in the menu interface corresponding to the configuration management option, and synchronizing the environment address of the target template.
In another aspect of the embodiments of the present application, there is provided a computer device, including: the model management method comprises the following steps of a memory and a processor, wherein a computer program capable of running on the processor is stored in the memory, and the steps of the model management method are realized when the processor executes the computer program.
In another aspect of the embodiments of the present application, a computer storage medium is provided, and the computer storage medium stores a computer program, and when the computer program is executed by a processor, the computer program implements the model management method.
The beneficial effects of the embodiment of the application include:
in the model management method, the model management device, the model management equipment and the storage medium provided by the embodiment of the application, the menu interface corresponding to the operation option can be determined by responding to the selection operation of the user on the operation option in the interactive interface of the model management platform, and the model management platform can be controlled to execute the model management task corresponding to the function execution key in response to the triggering operation of the user on the function execution key in the menu interface. The response process can more efficiently execute model management tasks such as platform user management, model version construction, model verification, model parameter configuration, model online release, model version rollback, model pushing and the like, improves the efficiency of model management, and reduces the risk of problems in the model management process.
Drawings
In order to more clearly illustrate the technical solutions of the embodiments of the present application, the drawings that are required to be used in the embodiments will be briefly described below, it should be understood that the following drawings only illustrate some embodiments of the present application and therefore should not be considered as limiting the scope, and for those skilled in the art, other related drawings can be obtained from the drawings without inventive effort.
Fig. 1 is a schematic system architecture diagram of a model management platform according to an embodiment of the present disclosure;
FIG. 2 is a schematic display view of an interaction interface of a model management platform according to an embodiment of the present application;
fig. 3 is a first flowchart illustrating a model management method according to an embodiment of the present application;
fig. 4 is a second flowchart illustrating a model management method according to an embodiment of the present application;
fig. 5 is a third schematic flowchart of a model management method according to an embodiment of the present application;
fig. 6 is a fourth schematic flowchart of a model management method according to an embodiment of the present application;
fig. 7 is a fifth flowchart illustrating a model management method according to an embodiment of the present application;
fig. 8 is a sixth schematic flowchart of a model management method according to an embodiment of the present application;
fig. 9 is a seventh flowchart illustrating a model management method according to an embodiment of the present application;
FIG. 10 is a schematic structural diagram of a model management apparatus according to an embodiment of the present application;
fig. 11 is a schematic structural diagram of a computer device according to an embodiment of the present application.
Detailed Description
In order to make the objects, technical solutions and advantages of the embodiments of the present application clearer, the technical solutions in the embodiments of the present application will be clearly and completely described below with reference to the drawings in the embodiments of the present application, and it is obvious that the described embodiments are some embodiments of the present application, but not all embodiments. The components of the embodiments of the present application, generally described and illustrated in the figures herein, can be arranged and designed in a wide variety of different configurations.
Thus, the following detailed description of the embodiments of the present application, presented in the accompanying drawings, is not intended to limit the scope of the claimed application, but is merely representative of selected embodiments of the application. All other embodiments, which can be derived by a person skilled in the art from the embodiments given herein without making any creative effort, shall fall within the protection scope of the present application.
It should be noted that: like reference numbers and letters refer to like items in the following figures, and thus, once an item is defined in one figure, it need not be further defined and explained in subsequent figures.
In the description of the present application, it is noted that the terms "first", "second", "third", and the like are used merely for distinguishing between descriptions and are not intended to indicate or imply relative importance.
In order to facilitate the specific explanation of the embodiments of the present application, the following explanation of specific terms in the art that may appear in the embodiments of the present application:
k8s (kubernets, container cluster management system): a container cluster management system with an open source for managing a plurality of hosts on a cloud platform has the functions of automatic deployment, capacity expansion and contraction, maintenance and the like. A set of platform management services supporting distributed multi-nodes can be constructed based on k8 s.
Docker (application container engine): an open source application container engine. Mainly comprises 3 parts: image (image), container (container), and repository (repository). And packaging the verified application and the dependent environment configuration into a mirror image file by means of a matched tool, pushing the mirror image file to a mirror image warehouse, uniformly pulling the mirror image file of the required application version from the mirror image warehouse during deployment, and starting service in a docker environment of a target machine. A set of multi-version model management system independent of machine environment can be constructed based on Docker.
Git (distributed version control system): an open source distributed version control system. Files needing to keep change records can be effectively managed, and an efficient and distributed collaborative model source code multi-version management system can be constructed based on Git.
Jenkins (tool service system): an open source tool service system for item persistent integration (CI/CD). The method has the basic functions of automatic construction, testing, deployment and the like, and simultaneously has rich and extensible plug-in support. Based on Jenkins, a stable, powerful and extensible application construction and deployment integrated system can be constructed.
CMDB (Configuration Management Database): an open source configuration management database. And functions of unified management, mapping, changing and the like of the configuration information are supported. Based on the CMDB, a data configuration management system supporting on-line, synchronization, maintenance, flow node relation mapping and the like of multi-node multi-version configuration information can be constructed.
The following specifically explains a specific architecture of the system of the model management platform provided in the embodiment of the present application.
Fig. 1 is a system architecture schematic diagram of a model management platform according to an embodiment of the present application, and please refer to fig. 1, where fig. 1 specifically shows an architecture relationship of the system, where Git, Jenkins, and CMDB may be used to assist the model management platform in performing processing work on related model data; docker can build containers and interact with the model management platform through k8 s.
The system structure connection relationship shown in fig. 1 is only one example, and in the actual application process, various other systems may be further provided to assist the model management platform in working.
The following specifically explains specific display contents of the interaction interface of the model management platform provided in the embodiment of the present application.
Fig. 2 is a schematic display diagram of an interactive interface of a model management platform according to an embodiment of the present disclosure, please refer to fig. 2, where the interactive interface of the model management platform includes a plurality of operation options, and the operation options may include at least one of the following: the method comprises the following steps of user management options, automatic test options, configuration management options, model pushing options, model service construction options and model deployment and release switching options.
Alternatively, the model management platform may be a virtual platform disposed in a computer device, and a user or a manager may perform operations such as accessing, operating, setting, and the like on the management platform through a computer, a mobile phone, a tablet computer, and the like. The interactive interface can be an interface displayed for a user through a display of the computer, and the user can control the model management platform through the operation of the interactive interface.
The interactive interface can be provided with a plurality of operation options, the operation options can be a plurality of virtual keys in the interactive interface, and a user can trigger the virtual keys through touch screen clicking, mouse clicking and other operations.
After each operation option is triggered, a menu interface corresponding to the operation option can be accessed, and each menu interface can be used for performing interactive work with different functions. For example: the user management option can be used for logging in, setting and other operations on the account of the user; the automatic test option can be used for carrying out automatic test verification and other operations on the model management platform; configuration management options may be used to configure the relevant parameters of the new model; the model pushing option can be used for pushing the model and other operations; the model service construction option can be used for constructing the model and other operations; the model deployment release switching option can be used for switching operation of online release and version rollback on the model.
In fig. 2, taking triggering an automated testing option as an example, a corresponding menu interface may be displayed, and a corresponding function execution key may be displayed in the interface, and taking the menu interface corresponding to the automated testing option as an example, the interface may include a function execution key, which is a start testing key, and two selection areas, which are a model version and a testing type.
The following specifically explains a specific implementation procedure of the model management method provided in the embodiment of the present application.
Fig. 3 is a first flowchart of a model management method according to an embodiment of the present application, please refer to fig. 3, where the method includes:
s210: and responding to the selection operation of the user on the operation options in the interactive interface of the model management platform, and determining the menu interface corresponding to the operation options.
Optionally, the method may be applied to a model management platform, a user may implement a selection operation on an operation option in an interactive interface of the model management platform through the foregoing triggering manner, the model management platform may determine a menu interface corresponding to the operation option in response to the selection operation, and after determining the menu interface, may display the menu interface on the interactive interface.
S220: and responding to the triggering operation of the user on the function execution key in the menu interface, and controlling the model management platform to execute the model management task corresponding to the function execution key.
The model management tasks include at least one of: the method comprises the following steps of platform user management, model version construction, model verification, model parameter configuration, model online release, model version rollback and model push.
Optionally, after the corresponding menu interface is displayed, a plurality of function execution keys may be further set in the menu interface, and the function execution keys are also different according to different operation options selected in the foregoing S210, and may be specifically set correspondingly according to the role of each menu interface, which is not limited herein.
Optionally, similar to the aforementioned triggering of the operation option, the user may also perform a triggering operation on the function execution key, and the model management platform may execute the model management task corresponding to the function execution key in response to the triggering operation of the user.
Optionally, the model management tasks are different for different menu interfaces, such as: the menu interface corresponding to the user management option can be used for realizing tasks of platform user management; the menu interface corresponding to the automatic test option can be used for realizing the task of model verification; the menu interface corresponding to the configuration management option can be used for realizing the task of model parameter configuration; the menu interface corresponding to the model pushing option can be used for realizing a model pushing task; the menu interface corresponding to the model service construction option can be used for realizing the task of constructing the model version; the menu interface corresponding to the model deployment release switching option can be used for realizing the tasks of model online release and model version rollback.
In the model management method provided by the embodiment of the application, the menu interface corresponding to the operation option can be determined by responding to the selection operation of the user on the operation option in the interactive interface of the model management platform, and the model management platform is controlled to execute the model management task corresponding to the function execution key in response to the triggering operation of the user on the function execution key in the menu interface. The response process can more efficiently execute model management tasks such as platform user management, model version construction, model verification, model parameter configuration, model online release, model version rollback, model pushing and the like, improves the efficiency of model management, and reduces the risk of problems in the model management process.
A specific implementation process of the model management method provided in the embodiment of the present application is specifically explained below.
Fig. 4 is a second flowchart of the model management method according to the embodiment of the present application, and please refer to fig. 4, where determining a menu interface corresponding to an operation option in response to a selection operation of a user on the operation option in an interactive interface of a model management platform includes:
s310: and determining a menu interface corresponding to the automatic test option in response to the selection operation of the user on the automatic test option in the interactive interface of the model management platform.
Optionally, a function execution key of a start test key may be set in a menu interface corresponding to the automated test option, and in addition, a model version and a test type selection area may also be set, and a user may select a version type of a model to be subjected to automated test verification in the model version selection area; the type of the test case of the test can be selected from the test types.
Responding to the triggering operation of a user on a function execution key in a menu interface, controlling a model management platform to execute a model management task corresponding to the function execution key, and comprising the following steps:
s320: and responding to the selection operation of the user on the model version and the test type in the menu interface corresponding to the automatic test option and the trigger operation of the test starting key, controlling the model management platform to establish a matched operable container environment, and executing a model verification task in the operable container environment to obtain a test result.
Optionally, after entering the menu interface corresponding to the automated testing option, the user may select the model version and the testing type, and after the selection is determined, the automated testing of the model may be started by triggering the start testing button.
The following explains the specific process of automated testing:
the sub-server can establish an operable container environment through the cluster node environment management service, then obtains a model service image file corresponding to the selected model version from the local model warehouse address to perform service deployment and start in the container environment, and further can execute an automatic test plug-in to perform case verification and output a test result after completion. The flow completion progress of the step can display the current test progress and all case verification results on a menu interface.
Another specific implementation of the model management method provided in the embodiment of the present application is specifically explained below.
Fig. 5 is a third schematic flowchart of a model management method provided in an embodiment of the present application, please refer to fig. 5, where determining a menu interface corresponding to an operation option in response to a selection operation of a user on the operation option in an interactive interface of a model management platform includes:
s410: and determining a menu interface corresponding to the model pushing option in response to the selection operation of the user on the model pushing option in the interactive interface of the model management platform.
Optionally, a menu interface corresponding to the model push option may be provided with a function execution key, i.e., a push key, and in addition, a selection area for a model version and an environment type may also be provided, and a user may select a version type of a model to be pushed in the selection area for the model version; among the environment types, the environment type on the line to which the push is to be made at this time can be selected.
Responding to the triggering operation of a user on a function execution key in a menu interface, controlling a model management platform to execute a model management task corresponding to the function execution key, and comprising the following steps:
s420: and in response to the selection operation of the user on the model version and the environment type in the menu interface corresponding to the model push option and the trigger operation on the push button, controlling the model management platform to acquire a target push model file from the local model warehouse.
S430: and verifying the target push model file.
S440: and if the verification is successful, sending the target push model file to an online target environment.
Optionally, after entering the menu interface corresponding to the model push option, the user may select the model version and the environment type, and after the selection is determined, the push button may be triggered to start the model push.
The specific process of model push is explained below:
and responding to the triggering of a push button to carry out model push, a background push sub-server of the model management platform can acquire a model file which accords with the selected model version and the selected environment type from a local model warehouse to the push platform, then check whether the hash (hash function) of the model file is consistent or not, upload the model file from the push platform to an online target environment through an sftp protocol (file transfer protocol) after the check is passed, and simultaneously carry out file integrity check. The flow completion progress of this step may display the current push progress on a menu interface.
Next, a further specific implementation process of the model management method provided in the embodiment of the present application will be specifically explained.
Fig. 6 is a fourth flowchart of the model management method according to the embodiment of the present application, please refer to fig. 6, where determining a menu interface corresponding to an operation option in response to a selection operation of a user on the operation option in an interactive interface of a model management platform includes:
s510: and determining a menu interface corresponding to the model service construction option in response to the selection operation of the user on the model service construction option in the interactive interface of the model management platform.
Optionally, a function execution key for starting to build the model may be set in the menu interface corresponding to the model service building option, in addition, a selection area for model version and machine parameter type may also be set, and the user may select the version type of the model to be built in the selection area for model version; the relevant machine parameter types of the model that can be built among the machine parameter types.
Responding to the triggering operation of a user on a function execution key in a menu interface, controlling a model management platform to execute a model management task corresponding to the function execution key, and comprising the following steps:
s520: and in response to the selection operation of the user on the model version and the machine parameter type in the menu interface corresponding to the model service construction option and the trigger operation of the start construction key, controlling the model management platform to acquire the target construction model service source code from the local model warehouse.
S530: and constructing a target construction model according to the service source code of the target construction model and the machine parameter type, and generating a mirror image file corresponding to the target construction model.
S540: and sending the mirror image file to an online model warehouse.
Optionally, after entering the menu interface corresponding to the model service building option, the user may select the model version and the machine parameter type, and after the selection is determined, the model building may be started by triggering the start building key.
The specific process of model construction is explained below:
and responding to the trigger of the start building key to build a model, wherein the model management platform can acquire a model service source code to be built from a specified local model warehouse address, set related machine parameters, start building a model service program, generate a corresponding model service program, package the model service program into a mirror image file, and push the mirror image file to an online model warehouse after the package is completed. The progress of the completion of the process of this step can be displayed on a menu interface.
Next, a further specific implementation process of the model management method provided in the embodiment of the present application will be specifically explained.
Fig. 7 is a fifth flowchart illustrating a model management method according to an embodiment of the present application, please refer to fig. 7, where determining a menu interface corresponding to an operation option in response to a selection operation of a user on the operation option in an interactive interface of a model management platform includes:
s610: and determining a menu interface corresponding to the model deployment and release switching option in response to the selection operation of the user on the model deployment and release switching option in the interactive interface of the model management platform.
Optionally, function execution keys such as a new key and a release key may be set in a menu interface corresponding to the model deployment and release switching option, in addition, a model version and a selection region of a configuration environment may also be set, and a user may select a version type of the to-be-deployed release model in the selection region of the model version; the configuration environment may include information of the environment on the target line, version information of the environment, and the like.
Responding to the triggering operation of a user on a function execution key in a menu interface, controlling a model management platform to execute a model management task corresponding to the function execution key, and comprising the following steps:
s620: and controlling the model management platform to establish a target container environment in response to selection operation of a user on a model version and a configuration environment in a menu interface corresponding to the model deployment and release switching option and trigger operation on a newly added key and a release key.
S630: and acquiring a target image file from a local model warehouse, and performing service deployment in a target container environment to obtain a first target service address.
S640: and if the service deployment normally runs, mapping the service address of the model management platform to the first target service address to execute the online release task of the model.
Optionally, after entering a menu interface corresponding to the model deployment and release switching option, the user may select the model version and the configuration environment, and after the selection is determined, the deployment and release of the model may be started by triggering the additional button and the release button.
The specific process of model deployment publishing is explained as follows:
in response to the test of the triggering of the newly added key and the release key, the model management platform can start to call the cluster node management service to create a new target container environment through the background release sub-service, obtain a model service image file from a local model warehouse to perform service deployment and start to obtain a first target service address, and then execute a service state monitoring script to monitor whether the model service operates normally or not. If the operation is normal, the service address is mapped to the first target service address, and then the container environment of the old service is destroyed. The flow completion progress of the step can display the current progress of deployment, release and online on a menu interface.
The following is a detailed explanation of still another specific implementation procedure of the model management method provided in the embodiment of the present application.
Fig. 8 is a sixth flowchart of a model management method according to an embodiment of the present application, and please refer to fig. 8, where determining a menu interface corresponding to an operation option in response to a selection operation of a user on the operation option in an interactive interface of a model management platform includes:
s710: and determining a menu interface corresponding to the model deployment and release switching option in response to the selection operation of the user on the model deployment and release switching option in the interactive interface of the model management platform.
Optionally, a menu interface corresponding to the model deployment and release switching option may further be provided with a function execution key of a switching key, in addition, a selection area of the model version and the configuration environment, and the like may also be provided, and a user may select the version type of the model to be switched in the selection area of the model version; the configuration environment may include information of the environment on the target line, version information of the environment, and the like.
Responding to the triggering operation of a user on a function execution key in a menu interface, controlling a model management platform to execute a model management task corresponding to the function execution key, and comprising the following steps:
s720: and responding to the selection operation of a user on the model version and the configuration environment in the menu interface corresponding to the model deployment release switching option and the trigger operation on the switching key, and controlling the model management platform to establish the target container environment.
S730: and acquiring the target image file from the local model warehouse, and performing service deployment in the target container environment to obtain a second target service address.
S740: and if the service deployment normally runs, mapping the service address of the model management platform to a second target service address to execute a model version rollback task.
Optionally, after entering a menu interface corresponding to the model deployment and release switching option, the user may select the model version and the configuration environment, and after the selection is determined, the switching may be triggered to start the switching of the model.
The specific process of model switching is explained below:
in response to the test of the triggering of the switching key, the model management platform can start to call the cluster node management service to create a new target container environment by issuing the sub-service through the background, acquire the model service image file from the local model warehouse to perform service deployment and start to obtain a second target service address, and then execute the service state monitoring script to monitor whether the model service normally operates or not. And if the operation is normal, mapping the service address to a second target service address, and then destroying the container environment of the old service. The flow completion progress of this step may display the current progress of the switch on a menu interface.
The processes of S610-S640 and S710-S740 are similar, and the difference is that the process of S610-S640 is a process of deploying and releasing a new version of a model, and the process of S710-S740 is a process of switching a current version into an old version that has been used once to implement a rollback of the version, and is usually used when there is a problem related to the model of the current version and rollback processing needs to be repaired. That is, the first target service address is a service address corresponding to the new version of the model; the second target service address is a service address corresponding to an old version of the model that was used once.
An additional specific implementation of the model management method provided in the embodiments of the present application is specifically explained below.
Fig. 9 is a seventh flowchart illustrating a model management method according to an embodiment of the present application, referring to fig. 9, determining a menu interface corresponding to an operation option in response to a user selecting the operation option in an interactive interface of a model management platform, including:
s810: and responding to the selection operation of the user on the configuration management options in the model management platform interactive interface, and determining the menu interface corresponding to the configuration management options.
Optionally, a menu interface corresponding to the configuration management option may be provided with a function execution key such as a creation key and a synchronization key, and in addition, an input area for parameter configuration may also be provided, and a user may input a relevant model parameter in the input area for parameter configuration.
Responding to the triggering operation of a user on a function execution key in a menu interface, controlling a model management platform to execute a model management task corresponding to the function execution key, and comprising the following steps:
s820: and responding to the input operation of the user on the parameter configuration in the menu interface corresponding to the configuration management option and the trigger operation on the creation key, and controlling the model management platform to generate the target template.
S830: and responding to the triggering operation of the user on the configuration synchronous key in the menu interface corresponding to the configuration management option, and synchronizing the environment address of the target template.
Optionally, after entering the menu interface corresponding to the configuration management option, the user may input the relevant parameter configuration, and after the input is completed, the model configuration management may be started by triggering the creation key and the synchronization key.
The specific process of model parameter configuration is explained as follows:
the method comprises the steps that a target template corresponding to a model can be created in response to the triggering of a creation key, after the creation is finished, synchronization processing can be performed in response to the triggering of a synchronization key, during the synchronization processing, the synchronization key can be triggered and configured first, an online target environment address to be synchronized and a configuration template type to be synchronized are selected from a popped-up panel, then the synchronization key is triggered, and a background configuration synchronization sub-service of the model management platform can synchronize corresponding configuration information to a target environment. The flow completion progress of the step can display operation success or operation failure in a popup mode after the background configuration management service is finished.
Optionally, the model management platform may be provided with a plurality of support systems, modules, etc. during operation, such as k8s, Docker, Git, Jenkins, CMDB, etc. introduced above. The above-described method steps can be implemented with the aid of these open-source systems.
In the model management method provided in the embodiment of the present application, through the above multiple streamlined operations, for example: the target model version is automatically pulled from the mirror image warehouse, the extended functions such as automatic case verification process nodes are accessed, one-key type model application automatic pushing, consistency verification, deployment and running state automatic monitoring can be supported, the possibility errors caused by offline manual online operation can be effectively avoided, and the online application quality and the online release efficiency are improved.
In addition, the online unified visual model management module and the isolatable online model building machine environment can be built through the process, and then the online unified visual model management module and the isolatable online model building machine environment can be accessed to a source code version control system, the automatic flow rules of configurable model data preparation, compiling construction and model packaging are formulated, the manual intervention and the flow automation in the building stage are simplified, and the corresponding problems in the online working process can be effectively avoided. The unified visual configuration management module can be constructed through the interactive interface, a user or a manager can uniformly perform parameter configuration templates and version records, a standard change flow is formulated, work such as change difference comparison is accessed, the functions of one-key synchronization, rollback and the like of multi-node configuration can be realized, the configuration change operation efficiency can be effectively improved, the error probability caused by manual configuration is reduced, and the configuration management cost is saved.
Optionally, a unified online version management can be constructed through the method, and by means of a cluster management tool and a mirror image mechanism with complete service, the rollback of the version is supported when the release version has a serious fault, so that more serious fault consequences caused by problem duration can be greatly avoided.
The following describes apparatuses, devices, and storage media, etc. corresponding to the model management method provided in the present application for execution, and specific implementation processes and technical effects thereof are referred to above, and will not be described again below.
Fig. 10 is a schematic structural diagram of a model management apparatus according to an embodiment of the present application, please refer to fig. 10, which includes: a first response module 100, a second response module 200;
the first response module 100 is configured to determine, in response to a selection operation of an operation option in an interactive interface of the model management platform by a user, a menu interface corresponding to the operation option, where the operation option includes at least one of: the method comprises the following steps that a user management option, an automatic test option, a configuration management option, a model pushing option, a model service construction option and a model deployment and release switching option are selected;
a second response module 200, configured to, in response to a trigger operation of a user on a function execution key in the menu interface, control the model management platform to execute a model management task corresponding to the function execution key, where the model management task includes at least one of the following: the method comprises the following steps of platform user management, model version construction, model verification, model parameter configuration, model online release, model version rollback and model push.
Optionally, the first response module 100 is specifically configured to determine a menu interface corresponding to an automatic test option in response to a selection operation of a user on the automatic test option in an interactive interface of the model management platform; the second response module 200 is specifically configured to, in response to a selection operation of a user on a model version and a test type in a menu interface corresponding to an automated test option and a trigger operation of a test start button, control the model management platform to establish a matched operable container environment, and execute a model verification task in the operable container environment to obtain a test result.
Optionally, the first response module 100 is specifically configured to determine a menu interface corresponding to a model push option in response to a selection operation of a user on the model push option in an interactive interface of the model management platform; the second response module 200 is specifically configured to respond to selection operations of a model version and an environment type in a menu interface corresponding to a model push option by a user and a trigger operation of a push button, and control the model management platform to acquire a target push model file from the local model warehouse; verifying the target push model file; and if the verification is successful, sending the target push model file to an online target environment.
Optionally, the first response module 100 is specifically configured to determine a menu interface corresponding to a model service construction option in response to a selection operation of a user on the model service construction option in the interactive interface of the model management platform; the second response module 200 is specifically configured to respond to selection operations of a user on a model version and a machine parameter type in a menu interface corresponding to a model service building option and a trigger operation on a start building key, and control the model management platform to obtain a target building model service source code from the local model warehouse; constructing a target construction model according to the service source code of the target construction model and the machine parameter type, and generating a mirror image file corresponding to the target construction model; and sending the mirror image file to an online model warehouse.
Optionally, the first response module 100 is specifically configured to determine a menu interface corresponding to a model deployment and release switching option in a model management platform interactive interface in response to a user's selection operation on the model deployment and release switching option; the second response module 200 is specifically configured to control the model management platform to establish a target container environment in response to a selection operation of a user on a model version and a configuration environment in a menu interface corresponding to the model deployment and release switching option and a trigger operation on a newly added key and a release key; acquiring a target image file from a local model warehouse, and performing service deployment in a target container environment to obtain a first target service address; and if the service deployment normally runs, mapping the service address of the model management platform to the first target service address to execute the online release task of the model.
Optionally, the first response module 100 is specifically configured to determine a menu interface corresponding to a model deployment and release switching option in a model management platform interactive interface in response to a user's selection operation on the model deployment and release switching option; the second response module 200 is specifically configured to control the model management platform to establish a target container environment in response to a selection operation of a user on a model version and a configuration environment in a menu interface corresponding to a model deployment and release switching option and a trigger operation on a switching key; acquiring a target image file from a local model warehouse, and performing service deployment in a target container environment to obtain a second target service address; and if the service deployment normally runs, mapping the service address of the model management platform to a second target service address to execute a model version rollback task.
Optionally, the first response module 100 is specifically configured to determine, in response to a selection operation of a user on a configuration management option in the model management platform interactive interface, a menu interface corresponding to the configuration management option; the second response module 200 is specifically configured to control the model management platform to generate a target template in response to an input operation of a user on parameter configuration in a menu interface corresponding to the configuration management option and a trigger operation on a creation key; and responding to the triggering operation of the user on the configuration synchronous key in the menu interface corresponding to the configuration management option, and synchronizing the environment address of the target template.
The above-mentioned apparatus is used for executing the method provided by the foregoing embodiment, and the implementation principle and technical effect are similar, which are not described herein again.
These above modules may be one or more integrated circuits configured to implement the above methods, such as: one or more Application Specific Integrated Circuits (ASICs), or one or more microprocessors (DSPs), or one or more Field Programmable Gate Arrays (FPGAs), among others. For another example, when one of the above modules is implemented in the form of a Processing element scheduler code, the Processing element may be a general-purpose processor, such as a Central Processing Unit (CPU) or other processor capable of calling program code. For another example, these modules may be integrated together and implemented in the form of a system-on-a-chip (SOC).
Fig. 11 is a schematic structural diagram of a computer device according to an embodiment of the present application, please refer to fig. 11, where the computer device includes: the memory 300 and the processor 400, wherein the memory 300 stores a computer program capable of running on the processor 400, and the processor 400 executes the computer program to realize the steps of the model management method.
In another aspect of the embodiments of the present application, a computer storage medium is further provided, where a computer program is stored on the storage medium, and when the computer program is executed by a processor, the computer program implements the model management method.
In the embodiments provided in the present invention, it should be understood that the disclosed apparatus and method may be implemented in other ways. For example, the above-described apparatus embodiments are merely illustrative, and for example, a division of a unit is merely a logical division, and an actual implementation may have another division, for example, a plurality of units or components may be combined or integrated into another system, or some features may be omitted, or not executed. In addition, the shown or discussed mutual coupling or direct coupling or communication connection may be an indirect coupling or communication connection through some interfaces, devices or units, and may be in an electrical, mechanical or other form.
Units described as separate parts may or may not be physically separate, and parts displayed as units may or may not be physical units, may be located in one place, or may be distributed on a plurality of network units. Some or all of the units can be selected according to actual needs to achieve the purpose of the solution of the embodiment.
In addition, functional units in the embodiments of the present invention may be integrated into one processing unit, or each unit may exist alone physically, or two or more units are integrated into one unit. The integrated unit can be realized in a form of hardware, or in a form of hardware plus a software functional unit.
The integrated unit implemented in the form of a software functional unit may be stored in a computer readable storage medium. The software functional unit is stored in a storage medium and includes several instructions to enable a computer device (which may be a personal computer, a server, or a network device) or a processor (processor) to execute some steps of the methods according to the embodiments of the present invention. And the aforementioned storage medium includes: a U disk, a removable hard disk, a Read-Only Memory (ROM), a Random Access Memory (RAM), a magnetic disk or an optical disk, and other various media capable of storing program codes.
The above description is only for the specific embodiments of the present application, but the scope of the present application is not limited thereto, and any person skilled in the art can easily conceive of the changes or substitutions within the technical scope of the present application, and shall be covered by the scope of the present application. Therefore, the protection scope of the present application shall be subject to the protection scope of the claims.
The above description is only a preferred embodiment of the present application and is not intended to limit the present application, and various modifications and changes may be made by those skilled in the art. Any modification, equivalent replacement, improvement and the like made within the spirit and principle of the present application shall be included in the protection scope of the present application.
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