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* change deprecationwarning * fix format python * fix replace module * change : java function name
412 lines
16 KiB
Python
412 lines
16 KiB
Python
# Copyright 2021 Collate
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# Licensed under the Apache License, Version 2.0 (the "License");
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# you may not use this file except in compliance with the License.
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# You may obtain a copy of the License at
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# http://www.apache.org/licenses/LICENSE-2.0
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# Unless required by applicable law or agreed to in writing, software
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# distributed under the License is distributed on an "AS IS" BASIS,
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# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
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# See the License for the specific language governing permissions and
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# limitations under the License.
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"""
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OpenMetadata high-level API Custom Properties Test
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"""
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from typing import Dict
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from unittest import TestCase
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from metadata.generated.schema.api.data.createCustomProperty import (
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CreateCustomPropertyRequest,
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)
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from metadata.generated.schema.api.data.createDatabase import CreateDatabaseRequest
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from metadata.generated.schema.api.data.createDatabaseSchema import (
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CreateDatabaseSchemaRequest,
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)
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from metadata.generated.schema.api.data.createTable import CreateTableRequest
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from metadata.generated.schema.api.services.createDatabaseService import (
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CreateDatabaseServiceRequest,
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)
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from metadata.generated.schema.api.teams.createUser import CreateUserRequest
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from metadata.generated.schema.entity.data.databaseSchema import DatabaseSchema
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from metadata.generated.schema.entity.data.table import Column, DataType, Table
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from metadata.generated.schema.entity.services.connections.database.common.basicAuth import (
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BasicAuth,
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)
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from metadata.generated.schema.entity.services.connections.database.mysqlConnection import (
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MysqlConnection,
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)
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from metadata.generated.schema.entity.services.connections.metadata.openMetadataConnection import (
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OpenMetadataConnection,
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)
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from metadata.generated.schema.entity.services.databaseService import (
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DatabaseConnection,
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DatabaseService,
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DatabaseServiceType,
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)
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from metadata.generated.schema.entity.teams.user import User
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from metadata.generated.schema.security.client.openMetadataJWTClientConfig import (
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OpenMetadataJWTClientConfig,
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)
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from metadata.generated.schema.type.basic import EntityExtension
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from metadata.generated.schema.type.customProperties.enumConfig import EnumConfig
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from metadata.generated.schema.type.customProperty import (
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CustomPropertyConfig,
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EntityTypes,
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)
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from metadata.generated.schema.type.entityReference import EntityReference
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from metadata.ingestion.models.custom_properties import (
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CustomPropertyDataTypes,
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OMetaCustomProperties,
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)
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from metadata.ingestion.ometa.ometa_api import OpenMetadata
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from metadata.utils.constants import ENTITY_REFERENCE_TYPE_MAP
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EXPECTED_CUSTOM_PROPERTIES = [
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{
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"name": "DataEngineers",
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"description": "Data Engineers of a table",
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"propertyType": {
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"name": "entityReferenceList",
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},
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"customPropertyConfig": {"config": ["user"]},
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},
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{
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"name": "DataQuality",
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"description": "Quality Details of a Table",
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"propertyType": {
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"name": "markdown",
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},
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},
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{
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"name": "Department",
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"description": "Department of a table",
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"propertyType": {
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"type": "type",
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"name": "enum",
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},
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"customPropertyConfig": {
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"config": {"values": ["D1", "D2", "D3"], "multiSelect": True}
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},
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},
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{
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"name": "Rating",
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"description": "Rating of a table",
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"propertyType": {"name": "enum"},
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"customPropertyConfig": {
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"config": {"values": ["Good", "Average", "Bad"], "multiSelect": False},
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},
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},
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{
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"name": "TableSize",
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"description": "Size of the Table",
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"propertyType": {"name": "string"},
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},
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]
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class OMetaCustomAttributeTest(TestCase):
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"""
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Run this integration test with the local API available
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Install the ingestion package before running the tests
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"""
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service_entity_id = None
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server_config = OpenMetadataConnection(
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hostPort="http://localhost:8585/api",
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authProvider="openmetadata",
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securityConfig=OpenMetadataJWTClientConfig(
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jwtToken="eyJraWQiOiJHYjM4OWEtOWY3Ni1nZGpzLWE5MmotMDI0MmJrOTQzNTYiLCJ0eXAiOiJKV1QiLCJhbGciOiJSUzI1NiJ9.eyJzdWIiOiJhZG1pbiIsImlzQm90IjpmYWxzZSwiaXNzIjoib3Blbi1tZXRhZGF0YS5vcmciLCJpYXQiOjE2NjM5Mzg0NjIsImVtYWlsIjoiYWRtaW5Ab3Blbm1ldGFkYXRhLm9yZyJ9.tS8um_5DKu7HgzGBzS1VTA5uUjKWOCU0B_j08WXBiEC0mr0zNREkqVfwFDD-d24HlNEbrqioLsBuFRiwIWKc1m_ZlVQbG7P36RUxhuv2vbSp80FKyNM-Tj93FDzq91jsyNmsQhyNv_fNr3TXfzzSPjHt8Go0FMMP66weoKMgW2PbXlhVKwEuXUHyakLLzewm9UMeQaEiRzhiTMU3UkLXcKbYEJJvfNFcLwSl9W8JCO_l0Yj3ud-qt_nQYEZwqW6u5nfdQllN133iikV4fM5QZsMCnm8Rq1mvLR0y9bmJiD7fwM1tmJ791TUWqmKaTnP49U493VanKpUAfzIiOiIbhg"
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),
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)
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metadata = OpenMetadata(server_config)
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assert metadata.health_check()
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service = CreateDatabaseServiceRequest(
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name="test-service-custom-properties",
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serviceType=DatabaseServiceType.Mysql,
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connection=DatabaseConnection(
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config=MysqlConnection(
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username="username",
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authType=BasicAuth(
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password="password",
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),
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hostPort="http://localhost:1234",
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)
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),
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)
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service_type = "databaseService"
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def create_table(self, name: str, extensions: Dict) -> Table:
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create = CreateTableRequest(
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name=name,
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databaseSchema=self.create_schema_entity.fullyQualifiedName,
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columns=[Column(name="id", dataType=DataType.BIGINT)],
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extension=EntityExtension(root=extensions),
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)
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return self.metadata.create_or_update(create)
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@classmethod
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def setUpClass(cls) -> None:
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"""
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Prepare ingredients
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"""
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cls.service_entity = cls.metadata.create_or_update(data=cls.service)
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create_db = CreateDatabaseRequest(
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name="test-db",
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service=cls.service_entity.fullyQualifiedName,
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)
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cls.create_db_entity = cls.metadata.create_or_update(data=create_db)
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create_schema = CreateDatabaseSchemaRequest(
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name="test-schema",
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database=cls.create_db_entity.fullyQualifiedName,
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)
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cls.create_schema_entity = cls.metadata.create_or_update(data=create_schema)
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user_one: User = cls.metadata.create_or_update(
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data=CreateUserRequest(
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name="custom-prop-user-one", email="custom-prop-user-one@user.com"
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),
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)
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user_two: User = cls.metadata.create_or_update(
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data=CreateUserRequest(
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name="custom-prop-user-two", email="custom-prop-user-two@user.com"
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),
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)
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cls.user_one_ref = EntityReference(
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id=user_one.id,
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name="custom-prop-user-one",
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type="user",
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fullyQualifiedName=user_one.fullyQualifiedName.root,
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)
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cls.user_two = EntityReference(
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id=user_two.id,
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name="custom-prop-user-two",
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type="user",
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fullyQualifiedName=user_two.fullyQualifiedName.root,
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)
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@classmethod
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def tearDownClass(cls) -> None:
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"""
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Clean up
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"""
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service_id = str(
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cls.metadata.get_by_name(
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entity=DatabaseService, fqn="test-service-custom-properties"
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).id.root
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)
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cls.metadata.delete(
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entity=DatabaseService,
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entity_id=service_id,
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recursive=True,
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hard_delete=True,
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)
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def create_custom_property(self):
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"""
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Test to create the custom property
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"""
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# Create the table size property
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ometa_custom_property_request = OMetaCustomProperties(
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entity_type=Table,
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createCustomPropertyRequest=CreateCustomPropertyRequest(
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name="TableSize",
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description="Size of the Table",
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propertyType=self.metadata.get_property_type_ref(
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CustomPropertyDataTypes.STRING
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),
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),
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)
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self.metadata.create_or_update_custom_property(
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ometa_custom_property=ometa_custom_property_request
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)
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# Create the DataQuality property for a table
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ometa_custom_property_request = OMetaCustomProperties(
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entity_type=Table,
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createCustomPropertyRequest=CreateCustomPropertyRequest(
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name="DataQuality",
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description="Quality Details of a Table",
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propertyType=self.metadata.get_property_type_ref(
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CustomPropertyDataTypes.MARKDOWN
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),
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),
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)
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self.metadata.create_or_update_custom_property(
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ometa_custom_property=ometa_custom_property_request
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)
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# Create the SchemaCost property for database schema
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ometa_custom_property_request = OMetaCustomProperties(
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entity_type=DatabaseSchema,
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createCustomPropertyRequest=CreateCustomPropertyRequest(
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name="SchemaAge",
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description="Age in years of a Schema",
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propertyType=self.metadata.get_property_type_ref(
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CustomPropertyDataTypes.INTEGER
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),
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),
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)
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self.metadata.create_or_update_custom_property(
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ometa_custom_property=ometa_custom_property_request
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)
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# Create single select enum custom property for a table
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ometa_custom_property_request = OMetaCustomProperties(
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entity_type=Table,
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createCustomPropertyRequest=CreateCustomPropertyRequest(
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name="Rating",
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description="Rating of a table",
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propertyType=self.metadata.get_property_type_ref(
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CustomPropertyDataTypes.ENUM
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),
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customPropertyConfig=CustomPropertyConfig(
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config=EnumConfig(
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multiSelect=False, values=["Good", "Average", "Bad"]
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)
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),
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),
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)
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self.metadata.create_or_update_custom_property(
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ometa_custom_property=ometa_custom_property_request
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)
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# Create multi select enum custom property for a table
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ometa_custom_property_request = OMetaCustomProperties(
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entity_type=Table,
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createCustomPropertyRequest=CreateCustomPropertyRequest(
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name="Department",
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description="Department of a table",
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propertyType=self.metadata.get_property_type_ref(
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CustomPropertyDataTypes.ENUM
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),
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customPropertyConfig=CustomPropertyConfig(
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config=EnumConfig(multiSelect=True, values=["D1", "D2", "D3"])
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),
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),
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)
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self.metadata.create_or_update_custom_property(
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ometa_custom_property=ometa_custom_property_request
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)
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# Create entity reference list custom property for a table
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ometa_custom_property_request = OMetaCustomProperties(
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entity_type=Table,
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createCustomPropertyRequest=CreateCustomPropertyRequest(
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name="DataEngineers",
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description="Data Engineers of a table",
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propertyType=self.metadata.get_property_type_ref(
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CustomPropertyDataTypes.ENTITY_REFERENCE_LIST
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),
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customPropertyConfig=CustomPropertyConfig(
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config=EntityTypes(root=[ENTITY_REFERENCE_TYPE_MAP[User.__name__]])
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),
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),
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)
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self.metadata.create_or_update_custom_property(
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ometa_custom_property=ometa_custom_property_request
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)
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def test_get_custom_property(self):
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"""
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Test getting the custom properties for an entity
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"""
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# create the custom properties
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self.create_custom_property()
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custom_properties = self.metadata.get_entity_custom_properties(
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entity_type=Table
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)
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actual_custom_properties = []
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for expected_custom_property in EXPECTED_CUSTOM_PROPERTIES:
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for custom_property in custom_properties:
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if expected_custom_property["name"] == custom_property["name"]:
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actual_custom_properties.append(custom_property)
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self.assertEqual(
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custom_property["name"], expected_custom_property["name"]
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)
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self.assertEqual(
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custom_property["description"],
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expected_custom_property["description"],
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)
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self.assertEqual(
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custom_property.get("customPropertyConfig"),
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expected_custom_property.get("customPropertyConfig"),
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)
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self.assertEqual(
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custom_property["propertyType"]["name"],
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expected_custom_property["propertyType"]["name"],
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)
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self.assertEqual(len(actual_custom_properties), len(EXPECTED_CUSTOM_PROPERTIES))
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def test_add_custom_property_table(self):
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"""
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Test to add the extension/custom property to the table
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"""
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# create the custom properties
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self.create_custom_property()
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extensions = {
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"DataQuality": '<div><p><b>Last evaluation:</b> 07/24/2023<br><b>Interval: </b>30 days <br><b>Next run:</b> 08/23/2023, 10:44:21<br><b>Measurement unit:</b> percent [%]</p><br><table><tbody><tr><th>Metric</th><th>Target</th><th>Latest result</th></tr><tr><td><p class="text-success">Completeness</p></td><td>90%</td><td><div class="bar fabric" style="width: 93%;"><strong>93%</strong></div></td></tr><tr><td><p class="text-success">Integrity</p></td><td>90%</td><td><div class="bar fabric" style="width: 100%;"><strong>100%</strong></div></td></tr><tr><td><p class="text-warning">Timeliness</p></td><td>90%</td><td><div class="bar fabric" style="width: 56%;"><strong>56%</strong></div></td></tr><tr><td><p class="text-success">Uniqueness</p></td><td>90%</td><td><div class="bar fabric" style="width: 100%;"><strong>100%</strong></div></td></tr><tr><td><p class="text-success">Validity</p></td><td>90%</td><td><div class="bar fabric" style="width: 100%;"><strong>100%</strong></div></td></tr></tbody></table><h3>Overall score of the table is: 89%</h3><hr style="border-width: 5px;"></div>',
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"TableSize": "250 MB",
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"Rating": ["Good"],
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"Department": ["D1", "D2"],
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"DataEngineers": [self.user_one_ref, self.user_two],
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}
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self.create_table(name="test_custom_properties", extensions=extensions)
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res = self.metadata.get_by_name(
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entity=Table,
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fqn="test-service-custom-properties.test-db.test-schema.test_custom_properties",
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fields=["*"],
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)
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self.assertEqual(res.extension.root["DataQuality"], extensions["DataQuality"])
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self.assertEqual(res.extension.root["TableSize"], extensions["TableSize"])
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self.assertEqual(res.extension.root["Rating"], extensions["Rating"])
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self.assertEqual(res.extension.root["Department"], extensions["Department"])
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self.assertEqual(
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res.extension.root["DataEngineers"][0]["id"],
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str(extensions["DataEngineers"][0].id.root),
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)
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self.assertEqual(
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res.extension.root["DataEngineers"][1]["id"],
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str(extensions["DataEngineers"][1].id.root),
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)
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def test_add_custom_property_schema(self):
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"""
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Test to add the extension/custom property to the schema
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"""
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# create the custom properties
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self.create_custom_property()
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extensions = {"SchemaAge": 3}
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create_schema = CreateDatabaseSchemaRequest(
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name="test-schema-custom-property",
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database=self.create_db_entity.fullyQualifiedName,
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extension=EntityExtension(root=extensions),
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)
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self.metadata.create_or_update(data=create_schema)
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res = self.metadata.get_by_name(
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entity=DatabaseSchema,
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fqn="test-service-custom-properties.test-db.test-schema-custom-property",
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fields=["*"],
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)
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self.assertEqual(res.extension.root["SchemaAge"], extensions["SchemaAge"])
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