# # Licensed to the Apache Software Foundation (ASF) under one # or more contributor license agreements. See the NOTICE file # distributed with this work for additional information # regarding copyright ownership. The ASF licenses this file # to you under the Apache License, Version 2.0 (the # "License"); you may not use this file except in compliance # with the License. You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applicable law or agreed to in writing, # software distributed under the License is distributed on an # "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY # KIND, either express or implied. See the License for the # specific language governing permissions and limitations # under the License. from airflow.exceptions import AirflowException from airflow.providers.amazon.aws.hooks.base_aws import AwsBaseHook from airflow.providers.amazon.aws.operators.sagemaker_base import SageMakerBaseOperator from airflow.utils.decorators import apply_defaults class SageMakerModelOperator(SageMakerBaseOperator): """ Create a SageMaker model. This operator returns The ARN of the model created in Amazon SageMaker :param config: The configuration necessary to create a model. For details of the configuration parameter see :py:meth:`SageMaker.Client.create_model` :type config: dict :param aws_conn_id: The AWS connection ID to use. :type aws_conn_id: str """ @apply_defaults def __init__(self, *, config, **kwargs): super().__init__(config=config, **kwargs) self.config = config def expand_role(self) -> None: if "ExecutionRoleArn" in self.config: hook = AwsBaseHook(self.aws_conn_id, client_type="iam") self.config["ExecutionRoleArn"] = hook.expand_role( self.config["ExecutionRoleArn"] ) def execute(self, context) -> dict: self.preprocess_config() self.log.info("Creating SageMaker Model %s.", self.config["ModelName"]) response = self.hook.create_model(self.config) if response["ResponseMetadata"]["HTTPStatusCode"] != 200: raise AirflowException(f"Sagemaker model creation failed: {response}") else: return {"Model": self.hook.describe_model(self.config["ModelName"])}