def test_execute(self, mock_extract_object_id, mock_create_model,
mock_xcom):
op = AutoMLTrainModelOperator(
model=MODEL,
location=GCP_LOCATION,
project_id=GCP_PROJECT_ID,
task_id=TASK_ID,
)
op.execute(context=None)
mock_create_model.assert_called_once_with(
model=MODEL,
location=GCP_LOCATION,
project_id=GCP_PROJECT_ID,
retry=None,
timeout=None,
metadata=None,
)
mock_xcom.assert_called_once_with(None, key="model_id", value=MODEL_ID)
dataset_id = (
'{{ task_instance.xcom_pull("create_dataset_task", key="dataset_id") }}'
)
import_dataset_task = AutoMLImportDataOperator(
task_id="import_dataset_task",
dataset_id=dataset_id,
location=GCP_AUTOML_LOCATION,
input_config=IMPORT_INPUT_CONFIG,
)
MODEL["dataset_id"] = dataset_id
create_model = AutoMLTrainModelOperator(task_id="create_model",
model=MODEL,
location=GCP_AUTOML_LOCATION)
model_id = "{{ task_instance.xcom_pull('create_model', key='model_id') }}"
delete_model_task = AutoMLDeleteModelOperator(
task_id="delete_model_task",
model_id=model_id,
location=GCP_AUTOML_LOCATION,
project_id=GCP_PROJECT_ID,
)
delete_datasets_task = AutoMLDeleteDatasetOperator(
task_id="delete_datasets_task",
dataset_id=dataset_id,
location=GCP_AUTOML_LOCATION,
update["tables_dataset_metadata"][ # type: ignore
"target_column_spec_id"
] = "{{ get_target_column_spec(task_instance.xcom_pull('list_columns_spec_task'), target) }}"
update_dataset_task = AutoMLTablesUpdateDatasetOperator(
task_id="update_dataset_task",
dataset=update,
location=GCP_AUTOML_LOCATION,
project_id=GCP_PROJECT_ID,
)
# [END howto_operator_automl_update_dataset]
# [START howto_operator_automl_create_model]
create_model_task = AutoMLTrainModelOperator(
task_id="create_model_task",
model=MODEL,
location=GCP_AUTOML_LOCATION,
project_id=GCP_PROJECT_ID,
)
model_id = "{{ task_instance.xcom_pull('create_model_task', key='model_id') }}"
# [END howto_operator_automl_create_model]
# [START howto_operator_automl_delete_model]
delete_model_task = AutoMLDeleteModelOperator(
task_id="delete_model_task",
model_id=model_id,
location=GCP_AUTOML_LOCATION,
project_id=GCP_PROJECT_ID,
)
# [END howto_operator_automl_delete_model]