# # 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.operators.sagemaker_base import SageMakerBaseOperator from airflow.utils.decorators import apply_defaults class SageMakerEndpointConfigOperator(SageMakerBaseOperator): """ Create a SageMaker endpoint config. This operator returns The ARN of the endpoint config created in Amazon SageMaker :param config: The configuration necessary to create an endpoint config. For details of the configuration parameter see :py:meth:`SageMaker.Client.create_endpoint_config` :type config: dict :param aws_conn_id: The AWS connection ID to use. :type aws_conn_id: str """ integer_fields = [["ProductionVariants", "InitialInstanceCount"]] @apply_defaults def __init__(self, *, config: dict, **kwargs): super().__init__(config=config, **kwargs) self.config = config def execute(self, context) -> dict: self.preprocess_config() self.log.info( "Creating SageMaker Endpoint Config %s.", self.config["EndpointConfigName"] ) response = self.hook.create_endpoint_config(self.config) if response["ResponseMetadata"]["HTTPStatusCode"] != 200: raise AirflowException( f"Sagemaker endpoint config creation failed: {response}" ) else: return { "EndpointConfig": self.hook.describe_endpoint_config( self.config["EndpointConfigName"] ) }