# Copyright Amazon.com, Inc. or its affiliates. All Rights Reserved. # # Licensed under the Apache License, Version 2.0 (the "License"). You # may not use this file except in compliance with the License. A copy of # the License is located at # # http://aws.amazon.com/apache2.0/ # # or in the "license" file accompanying this file. This file 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. """This module contains helper methods for tests of SageMaker Lineage""" from __future__ import absolute_import import uuid from datetime import datetime import time def name(): return "lineage-integ-{}-{}".format( str(uuid.uuid4()), str(datetime.now().timestamp()).split(".")[0] ) def names(): return [ "lineage-integ-{}-{}".format( str(uuid.uuid4()), str(datetime.now().timestamp()).split(".")[0] ) for i in range(3) ] def retry(callable, num_attempts=8): assert num_attempts >= 1 for i in range(num_attempts): try: return callable() except Exception as ex: if i == num_attempts - 1: raise ex print("Retrying", ex) time.sleep(2**i) assert False, "logic error in retry" def traverse_graph_back(start_arn, sagemaker_session): def visit(arn, visited: set): visited.add(arn) associations = sagemaker_session.sagemaker_client.list_associations(DestinationArn=arn)[ "AssociationSummaries" ] for association in associations: if association["SourceArn"] not in visited: ret.append(association) visit(association["SourceArn"], visited) return ret ret = [] return visit(start_arn, set()) def traverse_graph_forward(start_arn, sagemaker_session): def visit(arn, visited: set): visited.add(arn) associations = sagemaker_session.sagemaker_client.list_associations(SourceArn=arn)[ "AssociationSummaries" ] for association in associations: if association["DestinationArn"] not in visited: ret.append(association) visit(association["DestinationArn"], visited) return ret ret = [] return visit(start_arn, set())