Model optimization method and apparatus, electronic device, computer-readable storage medium, and computer program product

A model adjustment apparatus, comprising:

• a memory storing computer program instructions;
• and a processor coupled to the memory and configured to execute the computer program instructions and perform:
• encapsulating a model operator in a project model to obtain a super-model corresponding to the project model, the model operator at least including:
• a network layer in the project model, the super-model being a model with a dynamically variable space structure;
• determining a configuration search space corresponding to the project model according to the model operator and a control parameter;
• training the super-model based on the configuration search space and the project model and obtaining a convergence super-model corresponding to the project model in response to that a training end condition is reached;
• and
• searching the convergence super-model for an adjusted model corresponding to the project model.

A non-transitory computer-readable storage medium storing computer program instructions executable by at least one processor to perform:

• encapsulating a model operator in a project model to obtain a super-model corresponding to the project model, the model operator at least including:
• a network layer in the project model, the super-model being a model with a dynamically variable space structure;
• determining a configuration search space corresponding to the project model according to the model operator and a control parameter;
• training the super-model based on the configuration search space and the project model and obtaining a convergence super-model corresponding to the project model in response to that a training end condition is reached;
• and
• searching the convergence super-model for an adjusted model corresponding to the project model.