mirror of
https://github.com/open-metadata/OpenMetadata.git
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d8e2187980
* pydantic v2 * pydanticv2 * fix parser * fix annotated * fix model dumping * mysql ingestion * clean root models * clean root models * bump airflow * bump airflow * bump airflow * optionals * optionals * optionals * jdk * airflow migrate * fab provider * fab provider * fab provider * some more fixes * fixing tests and imports * model_dump and model_validate * model_dump and model_validate * model_dump and model_validate * union * pylint * pylint * integration tests * fix CostAnalysisReportData * integration tests * tests * missing defaults * missing defaults
395 lines
14 KiB
Python
395 lines
14 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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Test SAS using the topology
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"""
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import json
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from pathlib import Path
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from unittest import TestCase
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from unittest.mock import patch
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from pydantic import AnyUrl
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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.entity.data.database import Database
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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, Table
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from metadata.generated.schema.entity.services.connections.database.sasConnection import (
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SASConnection,
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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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)
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from metadata.generated.schema.metadataIngestion.workflow import (
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OpenMetadataWorkflowConfig,
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)
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from metadata.generated.schema.type.basic import EntityExtension, Href
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from metadata.generated.schema.type.entityReference import EntityReference
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from metadata.ingestion.ometa.ometa_api import OpenMetadata
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from metadata.ingestion.source.database.sas.client import SASClient
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from metadata.ingestion.source.database.sas.metadata import SasSource
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mock_sas_config = {
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"source": {
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"type": "sas",
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"serviceName": "local_sas",
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"serviceConnection": {
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"config": {
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"type": "SAS",
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"serverHost": "http://your-server-host.org",
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"username": "username",
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"password": "password",
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"datatables": True,
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"dataTablesCustomFilter": None,
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"reports": False,
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"reportsCustomFilter": None,
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"dataflows": False,
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"dataflowsCustomFilter": None,
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}
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},
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"sourceConfig": {"config": {"type": "DatabaseMetadata"}},
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},
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"sink": {"type": "metadata-rest", "config": {}},
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"workflowConfig": {
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"openMetadataServerConfig": {
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"hostPort": "http://localhost:8585/api",
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"authProvider": "openmetadata",
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"securityConfig": {
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"jwtToken": "eyJraWQiOiJHYjM4OWEtOWY3Ni1nZGpzLWE5MmotMDI0MmJrOTQzNTYiLCJ0eXAiOiJKV1QiLCJhbGc"
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"iOiJSUzI1NiJ9.eyJzdWIiOiJhZG1pbiIsImlzQm90IjpmYWxzZSwiaXNzIjoib3Blbi1tZXRhZGF0YS5vcmciLCJpYXQiOjE"
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"2NjM5Mzg0NjIsImVtYWlsIjoiYWRtaW5Ab3Blbm1ldGFkYXRhLm9yZyJ9.tS8um_5DKu7HgzGBzS1VTA5uUjKWOCU0B_j08WXB"
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"iEC0mr0zNREkqVfwFDD-d24HlNEbrqioLsBuFRiwIWKc1m_ZlVQbG7P36RUxhuv2vbSp80FKyNM-Tj93FDzq91jsyNmsQhyNv_fN"
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"r3TXfzzSPjHt8Go0FMMP66weoKMgW2PbXlhVKwEuXUHyakLLzewm9UMeQaEiRzhiTMU3UkLXcKbYEJJvfNFcLwSl9W8JCO_l0Yj3u"
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"d-qt_nQYEZwqW6u5nfdQllN133iikV4fM5QZsMCnm8Rq1mvLR0y9bmJiD7fwM1tmJ791TUWqmKaTnP49U493VanKpUAfzIiOiIbhg"
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},
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}
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},
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}
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mock_search_path = (
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Path(__file__).parent.parent.parent / "resources/datasets/sas_dataset_search.json"
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)
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mock_view_path = (
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Path(__file__).parent.parent.parent / "resources/datasets/sas_dataset_view.json"
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)
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with open(mock_search_path, encoding="UTF-8") as search_file:
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mock_search: dict = json.load(search_file)
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with open(mock_view_path, encoding="UTF-8") as view_file:
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mock_view: dict = json.load(view_file)
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def mock_list_assets(self, table): # pylint: disable=unused-argument
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return mock_search
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def mock_access_token(
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self, base_url, user, password
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): # pylint: disable=unused-argument
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return "access_token"
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def mock_get_views(self, query): # pylint: disable=unused-argument
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return mock_view
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EXPECTED_TABLE = Table(
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id="0063116c-577c-0f44-8116-3924506c8f4a",
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name="WATER_CLUSTER.sashdat",
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displayName=None,
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fullyQualifiedName="cas.cas-shared-default.Samples.WATER_CLUSTER.sashdat",
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description='Last analyzed: <b>2023-12-20T20:52:01.453Z</b>. Visit <a target="_blank" '
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'href="http://your-server-host.org/SASInformationCatalog/details/~fs~catalog~fs~instances~fs'
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'~0063116c-577c-0f44-8116-3924506c8f4a">SAS Information Catalog</a> for more information.',
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version=0.1,
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updatedAt=1703105517347,
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updatedBy="admin",
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href=Href(
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root=AnyUrl(
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"http://localhost:8585/api/v1/tables/124d078d-dcf2-43a8-b59e-33bc7953f680",
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)
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),
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tableType="Regular",
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columns=[
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Column(
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name="Address",
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displayName=None,
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dataType="STRING",
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arrayDataType=None,
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dataLength=1,
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precision=None,
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scale=None,
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dataTypeDisplay="string",
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description="",
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fullyQualifiedName="cas.cas-shared-default.Samples.WATER_CLUSTER.sashdat.Address",
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tags=None,
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constraint=None,
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ordinalPosition=None,
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jsonSchema=None,
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children=None,
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customMetrics=None,
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profile=None,
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),
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Column(
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name="Address",
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displayName=None,
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dataType="STRING",
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arrayDataType=None,
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dataLength=1,
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precision=None,
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scale=None,
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dataTypeDisplay="string",
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description="",
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fullyQualifiedName="cas.cas-shared-default.Samples.WATER_CLUSTER.sashdat.US%20Holidaty",
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tags=None,
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constraint=None,
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ordinalPosition=None,
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jsonSchema=None,
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children=None,
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customMetrics=None,
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profile=None,
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),
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],
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tableConstraints=None,
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tablePartition=None,
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owner=None,
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databaseSchema=EntityReference(
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id="4cf6ee7e-9d24-4153-9318-82aa1167259b",
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type="databaseSchema",
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name="Samples",
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fullyQualifiedName="cas.cas-shared-default.Samples",
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description="",
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displayName=None,
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deleted=False,
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href=Href(
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AnyUrl(
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"http://localhost:8585/api/v1/databaseSchemas/4cf6ee7e-9d24-4153-9318-82aa1167259b",
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)
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),
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),
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database=EntityReference(
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id="367f53b5-d6c2-44be-bf5d-a0a1dc98a9dd",
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type="database",
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name="Samples",
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fullyQualifiedName="cas.cas-shared-default",
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description="",
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displayName=None,
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deleted=False,
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href=Href(
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AnyUrl(
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"http://localhost:8585/api/v1/databases/367f53b5-d6c2-44be-bf5d-a0a1dc98a9dd",
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)
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),
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),
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service=EntityReference(
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id="f2ab0e7a-5224-4acb-a189-74158851733f",
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type="databaseService",
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name="cas",
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fullyQualifiedName="cas",
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description=None,
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displayName=None,
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deleted=False,
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href=Href(
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AnyUrl(
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"http://localhost:8585/api/v1/services/databaseServices/f2ab0e7a-5224-4acb-a189-74158851733f",
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)
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),
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),
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serviceType="SAS",
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location=None,
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schemaDefinition=None,
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usageSummary=None,
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followers=None,
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joins=None,
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sampleData=None,
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tableProfilerConfig=None,
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profile=None,
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dataModel=None,
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changeDescription=None,
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deleted=False,
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extension=EntityExtension(
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root={
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"analysisTimeStamp": "2023-12-20T20:52:01.453Z",
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"columnCount": 21,
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"completenessPercent": 95,
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"creator": "sas",
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"dataSize": 10091520,
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"dateCreated": "2023-12-20T08:28:18.000Z",
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"dateModified": "2023-12-20T08:28:18.500Z",
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"rowCount": 46720,
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}
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),
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)
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class SASUnitTest(TestCase):
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"""
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Implements the necessary methods to extract
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SAS Metadata Unit Test
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"""
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@patch("metadata.ingestion.source.database.sas.metadata.SasSource.test_connection")
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@patch.object(SASClient, "get_token", mock_access_token)
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def __init__(self, method_name, test_connection) -> None:
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super().__init__(method_name)
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test_connection.return_value = False
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self.config = OpenMetadataWorkflowConfig.parse_obj(mock_sas_config)
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self.sas_source = SasSource.create(
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mock_sas_config["source"],
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OpenMetadata(self.config.workflowConfig.openMetadataServerConfig),
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)
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self.metadata = OpenMetadata(
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OpenMetadataConnection.parse_obj(
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mock_sas_config["workflowConfig"]["openMetadataServerConfig"]
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)
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)
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config_ = mock_sas_config["source"]["serviceConnection"]["config"]
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self.database_service = (
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mock_database_service_object
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) = self.metadata.create_or_update(
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CreateDatabaseServiceRequest(
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name="local_sas",
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serviceType="SAS",
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connection=DatabaseConnection(
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config=SASConnection(
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type=config_["type"],
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username=config_["username"],
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password=config_["password"],
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serverHost=config_["serverHost"],
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datatables=config_["datatables"],
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dataTablesCustomFilter=config_["dataTablesCustomFilter"],
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reports=config_["reports"],
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reportsCustomFilter=config_["reportsCustomFilter"],
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dataflows=config_["dataflows"],
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dataflowsCustomFilter=config_["dataflowsCustomFilter"],
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)
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),
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)
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)
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mock_database_object = self.metadata.create_or_update(
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CreateDatabaseRequest(
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name="cas.cas-shared-default",
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displayName=None,
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description=None,
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tags=None,
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owner=None,
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service=mock_database_service_object.fullyQualifiedName,
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)
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)
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mock_database_schema_object = self.metadata.create_or_update(
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CreateDatabaseSchemaRequest(
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name="Samples",
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database=mock_database_object.fullyQualifiedName,
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)
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)
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_ = self.metadata.create_or_update(
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CreateTableRequest(
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name="WATER_CLUSTER.sashdat",
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tableType="Regular",
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columns=[
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Column(
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name="Address",
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displayName=None,
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dataType="STRING",
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arrayDataType=None,
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dataLength=1,
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precision=None,
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scale=None,
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dataTypeDisplay="string",
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description="",
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fullyQualifiedName=f"{mock_database_schema_object.fullyQualifiedName}"
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f'."WATER_CLUSTER.sashdat".Address',
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tags=None,
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constraint=None,
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ordinalPosition=None,
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jsonSchema=None,
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children=None,
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customMetrics=None,
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profile=None,
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),
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Column(
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name="US Holiday",
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displayName=None,
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dataType="STRING",
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arrayDataType=None,
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dataLength=1,
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precision=None,
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scale=None,
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dataTypeDisplay="string",
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description="",
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fullyQualifiedName=f"{mock_database_schema_object.fullyQualifiedName}"
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f'."WATER_CLUSTER.sashdat".US%20Holiday',
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tags=None,
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constraint=None,
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ordinalPosition=None,
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jsonSchema=None,
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children=None,
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customMetrics=None,
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profile=None,
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),
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],
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databaseSchema=mock_database_schema_object.fullyQualifiedName,
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sourceUrl="None",
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)
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)
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@patch.object(SASClient, "list_assets", mock_list_assets)
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@patch.object(SASClient, "get_views", mock_get_views)
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def test_loaded_context(self):
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"""
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Testing description updated for database, databaseSchema, table
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"""
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_ = list(self.sas_source._iter())
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loaded_database = self.metadata.get_by_name(
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entity=Database, fqn='local_sas."cas.cas-shared-default"'
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)
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assert loaded_database
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assert loaded_database.name.root == "cas.cas-shared-default"
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loaded_database_schema = self.metadata.get_by_name(
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entity=DatabaseSchema, fqn='local_sas."cas.cas-shared-default".Samples'
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)
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assert loaded_database_schema
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assert loaded_database_schema.name.root == "Samples"
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loaded_table = self.metadata.get_by_name(
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entity=Table,
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fqn='local_sas."cas.cas-shared-default".Samples."WATER_CLUSTER.sashdat"',
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fields=["extension"],
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)
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assert loaded_table
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assert loaded_table.description == EXPECTED_TABLE.description
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assert loaded_table.extension == EXPECTED_TABLE.extension
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# clean up added database service connector
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self.metadata.delete(
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entity=DatabaseService,
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entity_id=self.database_service.id,
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recursive=True,
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hard_delete=True,
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)
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