def serialization(self):
model_artifact = openapi_client.MlMetadataArtifact(
uri=self.uri,
properties={
"name":
openapi_client.MlMetadataValue(string_value=self.name),
"create_time":
openapi_client.MlMetadataValue(string_value=self.create_time),
"description":
_mlMetadataStringValue(self.description),
"model_type":
_mlMetadataStringValue(self.model_type),
"version":
_mlMetadataStringValue(self.version),
"owner":
_mlMetadataStringValue(self.owner),
ALL_META_PROPERTY_NAME:
_mlMetadataStringValue(json.dumps(self.__dict__)),
})
_del_none_properties(model_artifact.properties)
return model_artifact
def serialized(self):
execution = openapi_client.MlMetadataExecution(
properties={
"name":
openapi_client.MlMetadataValue(string_value=self.name),
"create_time":
openapi_client.MlMetadataValue(string_value=self.create_time),
"description":
_mlMetadataStringValue(self.description),
})
_del_none_properties(execution.properties)
execution.custom_properties = {}
if self.workspace is not None:
execution.custom_properties[
WORKSPACE_PROPERTY_NAME] = openapi_client.MlMetadataValue(
string_value=self.workspace.name)
if self.run is not None:
execution.custom_properties[
RUN_PROPERTY_NAME] = openapi_client.MlMetadataValue(
string_value=self.run.name)
return execution
def _log(self, artifact):
"""
Log an artifact.
This method expects `artifact` to have
- ARTIFACT_TYPE_NAME string field the form of
<namespace>/<name>.
- serialization() method to return a openapi_client.MlMetadataArtifact.
This method will set artifact.id.
"""
if artifact is None:
raise ValueError("'artifact' must be set.")
serialization = artifact.serialization()
if serialization.custom_properties is None:
serialization.custom_properties = {}
if WORKSPACE_PROPERTY_NAME in serialization.custom_properties:
raise ValueError("custom_properties contains reserved key %s"
% WORKSPACE_PROPERTY_NAME)
if RUN_PROPERTY_NAME in serialization.custom_properties:
raise ValueError("custom_properties contains reserved key %s"
% RUN_PROPERTY_NAME)
if self.workspace is not None:
serialization.custom_properties[
WORKSPACE_PROPERTY_NAME] = openapi_client.MlMetadataValue(
string_value=self.workspace.name)
if self.run is not None:
serialization.custom_properties[
RUN_PROPERTY_NAME] = openapi_client.MlMetadataValue(
string_value=self.run.name)
response = self.workspace.client.create_artifact(
parent=artifact.ARTIFACT_TYPE_NAME,
body=serialization,
)
artifact.id = response.artifact.id
return artifact
def _mlMetadataStringValue(str):
if str is None:
return None
return openapi_client.MlMetadataValue(string_value=str)