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 :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
    """

[docs]    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']
                )
            }