Package org.apache.gravitino.model

Interface Model

All Superinterfaces:
Auditable
All Known Implementing Classes:
ModelDTO
@Evolving public interface Model extends Auditable
An interface representing an ML model under a schema Namespace. A model is a metadata object that represents the model artifact in ML. Users can register a model object in Gravitino to manage the model metadata. The typical use case is to manage the model in ML lifecycle with a unified way in Gravitino, and access the model artifact with a unified identifier. Also, with the model registered in Gravitino, users can govern the model with Gravitino's unified audit, tag, and role management.

The difference of Model and tabular data is that the model is schema-free, and the main property of the model is the model artifact URL. The difference compared to the fileset is that the model is versioned, and the model object contains the version information.

  • Method Details

    • name

      String name()
      Returns:
      Name of the model object.

    • comment

      default String comment()
      The comment of the model object. This is the general description of the model object. User can still add more detailed information in the model version.
      Returns:
      The comment of the model object. Null is returned if no comment is set.

    • properties

      default Map<String,String> properties()
      The properties of the model object. The properties are key-value pairs that can be used to store additional information of the model object. The properties are optional.

      Users can still specify the properties in the model version for different information.

      Returns:
      the properties of the model object.

    • latestVersion

      int latestVersion()
      The latest version of the model object. The latest version is the version number of the latest model checkpoint / snapshot that is linked to the registered model.
      Returns:
      The latest version of the model object.

    • supportsTags

      default SupportsTags supportsTags()
      Returns:
      The SupportsTags if the model supports tag operations.
      Throws:
      UnsupportedOperationException - If the model does not support tag operations.

    • supportsPolicies

      default SupportsPolicies supportsPolicies()
      Returns:
      The SupportsPolicies if the model supports policy operations.
      Throws:
      UnsupportedOperationException - If the model does not support policy operations.

    • supportsRoles

      default SupportsRoles supportsRoles()
      Returns:
      The SupportsRoles if the model supports role operations.
      Throws:
      UnsupportedOperationException - If the model does not support role operations.