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How to use list_associations method in localstack

Best Python code snippet using localstack_python

test_sagemaker_source.py

Source:test_sagemaker_source.py

1import json2from botocore.stub import Stubber3from freezegun import freeze_time4from datahub.ingestion.api.common import PipelineContext5from datahub.ingestion.source.aws.sagemaker import (6    SagemakerSource,7    SagemakerSourceConfig,8)9from datahub.ingestion.source.aws.sagemaker_processors.jobs import (10    job_type_to_info,11    job_types,12)13from tests.test_helpers import mce_helpers14from tests.unit.test_sagemaker_source_stubs import (15    describe_endpoint_response_1,16    describe_endpoint_response_2,17    describe_feature_group_response_1,18    describe_feature_group_response_2,19    describe_feature_group_response_3,20    describe_group_response,21    describe_model_response_1,22    describe_model_response_2,23    get_first_model_package_incoming_response,24    get_model_group_incoming_response,25    get_second_model_package_incoming_response,26    job_stubs,27    list_actions_response,28    list_artifacts_response,29    list_contexts_response,30    list_endpoints_response,31    list_feature_groups_response,32    list_first_endpoint_incoming_response,33    list_first_endpoint_outgoing_response,34    list_groups_response,35    list_models_response,36    list_second_endpoint_incoming_response,37    list_second_endpoint_outgoing_response,38)39FROZEN_TIME = "2020-04-14 07:00:00"40def sagemaker_source() -> SagemakerSource:41    return SagemakerSource(42        ctx=PipelineContext(run_id="sagemaker-source-test"),43        config=SagemakerSourceConfig(aws_region="us-west-2"),44    )45@freeze_time(FROZEN_TIME)46def test_sagemaker_ingest(tmp_path, pytestconfig):47    sagemaker_source_instance = sagemaker_source()48    with Stubber(sagemaker_source_instance.sagemaker_client) as sagemaker_stubber:49        sagemaker_stubber.add_response(50            "list_actions",51            list_actions_response,52            {},53        )54        sagemaker_stubber.add_response(55            "list_artifacts",56            list_artifacts_response,57            {},58        )59        sagemaker_stubber.add_response(60            "list_contexts",61            list_contexts_response,62            {},63        )64        sagemaker_stubber.add_response(65            "list_associations",66            list_first_endpoint_incoming_response,67            {68                "DestinationArn": "arn:aws:sagemaker:us-west-2:123412341234:action/deploy-the-first-endpoint"69            },70        )71        sagemaker_stubber.add_response(72            "list_associations",73            list_first_endpoint_outgoing_response,74            {75                "SourceArn": "arn:aws:sagemaker:us-west-2:123412341234:action/deploy-the-first-endpoint"76            },77        )78        sagemaker_stubber.add_response(79            "list_associations",80            list_second_endpoint_incoming_response,81            {82                "DestinationArn": "arn:aws:sagemaker:us-west-2:123412341234:action/deploy-the-second-endpoint"83            },84        )85        sagemaker_stubber.add_response(86            "list_associations",87            list_second_endpoint_outgoing_response,88            {89                "SourceArn": "arn:aws:sagemaker:us-west-2:123412341234:action/deploy-the-second-endpoint"90            },91        )92        sagemaker_stubber.add_response(93            "list_associations",94            get_model_group_incoming_response,95            {96                "DestinationArn": "arn:aws:sagemaker:us-west-2:123412341234:context/a-model-package-group-context"97            },98        )99        sagemaker_stubber.add_response(100            "list_associations",101            get_first_model_package_incoming_response,102            {103                "DestinationArn": "arn:aws:sagemaker:us-west-2:123412341234:artifact/the-first-model-package-artifact"104            },105        )106        sagemaker_stubber.add_response(107            "list_associations",108            get_second_model_package_incoming_response,109            {110                "DestinationArn": "arn:aws:sagemaker:us-west-2:123412341234:artifact/the-second-model-package-artifact"111            },112        )113        sagemaker_stubber.add_response(114            "list_feature_groups",115            list_feature_groups_response,116            {},117        )118        sagemaker_stubber.add_response(119            "describe_feature_group",120            describe_feature_group_response_1,121            {122                "FeatureGroupName": "test-2",123            },124        )125        sagemaker_stubber.add_response(126            "describe_feature_group",127            describe_feature_group_response_2,128            {129                "FeatureGroupName": "test-1",130            },131        )132        sagemaker_stubber.add_response(133            "describe_feature_group",134            describe_feature_group_response_3,135            {136                "FeatureGroupName": "test",137            },138        )139        for job_type in job_types:140            job = job_stubs[job_type.value]141            job_info = job_type_to_info[job_type]142            sagemaker_stubber.add_response(143                job_info.list_command,144                job["list"],145                {},146            )147        for job_type in job_types:148            job = job_stubs[job_type.value]149            job_info = job_type_to_info[job_type]150            sagemaker_stubber.add_response(151                job_info.describe_command,152                job["describe"],153                {job_info.describe_name_key: job["describe_name"]},154            )155        sagemaker_stubber.add_response(156            "list_endpoints",157            list_endpoints_response,158            {},159        )160        sagemaker_stubber.add_response(161            "describe_endpoint",162            describe_endpoint_response_1,163            {"EndpointName": "the-first-endpoint"},164        )165        sagemaker_stubber.add_response(166            "describe_endpoint",167            describe_endpoint_response_2,168            {"EndpointName": "the-second-endpoint"},169        )170        sagemaker_stubber.add_response(171            "list_model_package_groups",172            list_groups_response,173            {},174        )175        sagemaker_stubber.add_response(176            "describe_model_package_group",177            describe_group_response,178            {"ModelPackageGroupName": "a-model-package-group"},179        )180        sagemaker_stubber.add_response(181            "list_models",182            list_models_response,183            {},184        )185        sagemaker_stubber.add_response(186            "describe_model",187            describe_model_response_1,188            {"ModelName": "the-first-model"},189        )190        sagemaker_stubber.add_response(191            "describe_model",192            describe_model_response_2,193            {"ModelName": "the-second-model"},194        )195        mce_objects = [196            wu.metadata.to_obj() for wu in sagemaker_source_instance.get_workunits()197        ]198        with open(str(tmp_path / "sagemaker_mces.json"), "w") as f:199            json.dump(mce_objects, f, indent=2)200    # Verify the output.201    test_resources_dir = pytestconfig.rootpath / "tests/unit/sagemaker"202    mce_helpers.check_golden_file(203        pytestconfig,204        output_path=tmp_path / "sagemaker_mces.json",205        golden_path=test_resources_dir / "sagemaker_mces_golden.json",...

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