Source code for airflow.contrib.operators.sagemaker_endpoint_config_operator

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from airflow.contrib.operators.sagemaker_base_operator import SageMakerBaseOperator
from airflow.utils.decorators import apply_defaults
from airflow.exceptions import AirflowException


[docs]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: https://boto3.amazonaws.com/v1/documentation/api/latest/reference/services/sagemaker.html#SageMaker.Client.create_endpoint_config :type config: dict :param aws_conn_id: The AWS connection ID to use. :type aws_conn_id: str """ # noqa: E501 integer_fields = [ ['ProductionVariants', 'InitialInstanceCount'] ] @apply_defaults def __init__(self, config, *args, **kwargs): super(SageMakerEndpointConfigOperator, self).__init__(config=config, *args, **kwargs) self.config = config
[docs] def execute(self, context): 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( 'Sagemaker endpoint config creation failed: %s' % response) else: return { 'EndpointConfig': self.hook.describe_endpoint_config( self.config['EndpointConfigName'] ) }