Data analysis model management method, and electronic device and storage medium
Provided are a data analysis model management method, an electronic device and a storage medium. The method includes: acquiring a model management service module on a network management side of a communication network, where the model management service module includes at least one model management service interface; and performing a model management operation on a data analysis model according to the at least one model management service interface.
1 . A data analysis model management method, comprising:
acquiring a model management service module on a network management side of a communication network, wherein the model management service module comprises at least one model management service interface and is located in at least one of: a network management layer, a network element management layer, a slice management layer, or a sub-slice management layer; and
performing a model management operation on a data analysis model in a Radio Access Network (RAN) according to the at least one model management service interface.
2 . The method according to claim 1 , wherein the at least one model management service interface comprises at least one of: a model registration interface, a model training interface, a model verification interface, a model updating interface, a model deployment interface or a model registration information updating interface.
3 . The method according to claim 1 , wherein performing the model management operation on the data analysis model according to the at least one model management service interface comprises:
in a case where the at least one model management service interface comprises a model registration interface, invoking the model registration interface to register the data analysis model and storing attribute information of the data analysis model.
4 . The method according to claim 3 , wherein the attribute information comprises at least one of: a model identifier, a model name, a model function description, a model algorithm type, a model parameter, an initial model hyperparameter, a training data set, or a test data set.
5 . The method according to claim 1 , wherein performing the model management operation on the data analysis model according to the at least one model management service interface comprises:
in a case where the at least one model management service interface comprises a model training interface, invoking, according to a training start command, a model training interface to train the data analysis model, wherein the training start command at least comprises a model identifier or a model name.
6 . The method according to claim 1 , wherein performing the model management operation on the data analysis model according to the at least one model management service interface comprises:
in a case where the at least one model management service interface comprises a model verification interface, invoking, according to a verification start command, the model verification interface to verify the data analysis model, wherein the verification start command at least comprises a model identifier or a model name.
7 . The method according to claim 1 , wherein performing the model management operation on the data analysis model according to the at least one model management service interface comprises:
in a case where the at least one model management service interface comprises a model updating interface, invoking, according to an updating start command, the model updating interface to update the data analysis model corresponding to an application, wherein the updating start command at least comprises a to-be-updated application and a model identifier.
8 . The method according to claim 1 , wherein performing the model management operation on the data analysis model according to the at least one model management service interface comprises:
in a case where the at least one model management service interface comprises a model deployment interface, invoking, according to a deployment command, the model deployment interface to deploy the data analysis model used by an application, wherein the deployment command at least comprises a to-be-deployed application and a model identifier.
9 . The method according to claim 1 , wherein performing the model management operation on the data analysis model according to the at least one model management service interface comprises:
in a case where the at least one model management service interface comprises a model registration information updating interface, invoking, according to a registration updating command, the model registration information updating interface to update registration information of the data analysis model, wherein the registration updating command at least comprises a model identifier and to-be-updated registration information.
10 . The method according to claim 1 , further comprising:
generating notification information according to an execution result of the model management operation and transmitting the notification information to an application corresponding to the data analysis model.
11 . The method according to claim 2 , wherein performing the model management operation on the data analysis model according to the at least one model management service interface comprises:
in a case where the at least one model management service interface comprises the model registration interface, invoking the model registration interface to register the data analysis model and storing attribute information of the data analysis model.
12 . The method according to claim 2 , wherein performing the model management operation on the data analysis model according to the at least one model management service interface comprises:
in a case where the at least one model management service interface comprises the model training interface, invoking, according to a training start command, the model training interface to train the data analysis model, wherein the training start command at least comprises a model identifier or a model name.
13 . The method according to claim 2 , wherein performing the model management operation on the data analysis model according to the at least one model management service interface comprises:
in a case where the at least one model management service interface comprises the model verification interface, invoking, according to a verification start command, the model verification interface to verify the data analysis model, wherein the verification start command at least comprises a model identifier or a model name.
14 . The method according to claim 2 , wherein performing the model management operation on the data analysis model according to the at least one model management service interface comprises:
in a case where the at least one model management service interface comprises the model updating interface, invoking, according to an updating start command, the model updating interface to update the data analysis model corresponding to an application, wherein the updating start command at least comprises a to-be-updated application and a model identifier.
15 . The method according to claim 2 , wherein performing the model management operation on the data analysis model according to the at least one model management service interface comprises:
in a case where the at least one model management service interface comprises the model deployment interface, invoking, according to a deployment command, the model deployment interface to deploy the data analysis model used by an application, wherein the deployment command at least comprises a to-be-deployed application and a model identifier.
16 . The method according to claim 2 , wherein performing the model management operation on the data analysis model according to the at least one model management service interface comprises:
in a case where the at least one model management service interface comprises the model registration information updating interface, invoking, according to a registration updating command, the model registration information updating interface to update registration information of the data analysis model, wherein the registration updating command at least comprises a model identifier and to-be-updated registration information.
17 . The method according to claim 2 , further comprising:
generating notification information according to an execution result of the model management operation and transmitting the notification information to an application corresponding to the data analysis model.
18 . An electronic device, comprising:
one or more processors; and
a memory configured to store one or more programs,
wherein when executed by the one or more processors, the one or more programs cause the one or more processors to perform:
acquiring a model management service module on a network management side of a communication network, wherein the model management service module comprises at least one model management service interface and is located in at least one of: a network management layer, a network element management layer, a slice management layer, or a sub-slice management layer; and
performing a model management operation on a data analysis model in a Radio Access Network (RAN) according to the at least one model management service interface.
19 . A non-transitory computer-readable storage medium storing a computer program which, when executed by a processor, causes the processor to perform:
acquiring a model management service module on a network management side of a communication network, wherein the model management service module comprises at least one model management service interface and is located in at least one of: a network management layer, a network element management layer, a slice management layer, or a sub-slice management layer; and
performing a model management operation on a data analysis model in a Radio Access Network (RAN) according to the at least one model management service interface.