def create_registered_model(self, name, tags=None):
"""
Create a new registered model in backend store.
:param name: Name of the new model. This is expected to be unique in the backend store.
:param tags: A list of :py:class:`mlflow.entities.model_registry.RegisteredModelTag`
instances associated with this registered model.
:return: A single object of :py:class:`mlflow.entities.model_registry.RegisteredModel`
created in the backend.
"""
_validate_model_name(name)
for tag in tags or []:
_validate_registered_model_tag(tag.key, tag.value)
with self.ManagedSessionMaker() as session:
try:
creation_time = now()
registered_model = SqlRegisteredModel(
name=name,
creation_time=creation_time,
last_updated_time=creation_time)
tags_dict = {}
for tag in tags or []:
tags_dict[tag.key] = tag.value
registered_model.registered_model_tags = [
SqlRegisteredModelTag(key=key, value=value)
for key, value in tags_dict.items()
]
self._save_to_db(session, registered_model)
session.flush()
return registered_model.to_mlflow_entity()
except sqlalchemy.exc.IntegrityError as e:
raise MlflowException(
'Registered Model (name={}) already exists. '
'Error: {}'.format(name, str(e)), RESOURCE_ALREADY_EXISTS)
def set_registered_model_tag(self, name, tag):
"""
Set a tag for the registered model.
:param name: Registered model name.
:param tag: :py:class:`mlflow.entities.model_registry.RegisteredModelTag` instance to log.
:return: None
"""
_validate_model_name(name)
_validate_registered_model_tag(tag.key, tag.value)
with self.ManagedSessionMaker() as session:
# check if registered model exists
self._get_registered_model(session, name)
session.merge(SqlRegisteredModelTag(name=name, key=tag.key, value=tag.value))