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		cb72a22b59
		
			
		
	
	
	
	
		
			
			* Fix - e2e tests for pydantic V2 * add correct default * add correct default * revert datetime aware * revert datetime aware * revert datetime aware * revert datetime aware * revert datetime aware * revert datetime aware * revert datetime aware * revert datetime aware * fix apis * format
		
			
				
	
	
		
			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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| """
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| Validate workflow configs and filters
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| """
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| 
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| import unittest
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| import uuid
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| from typing import List
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| 
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| from metadata.data_quality.api.models import TableAndTests
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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.tests.createTestCase import CreateTestCaseRequest
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| from metadata.generated.schema.api.tests.createTestSuite import CreateTestSuiteRequest
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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.tests.testCase import TestCase, TestCaseParameterValue
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| from metadata.ingestion.api.models import Either
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| from metadata.ingestion.ometa.ometa_api import OpenMetadata
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| from metadata.workflow.data_quality import TestSuiteWorkflow
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| 
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| sqlite_shared = "file:cachedb?mode=memory&cache=shared&check_same_thread=False"
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| 
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| 
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| def get_test_suite_config(service_name: str, table_name: str) -> dict:
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|     return {
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|         "source": {
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|             "type": "custom-database",
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|             "serviceName": service_name,
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|             "sourceConfig": {
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|                 "config": {
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|                     "type": "TestSuite",
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|                     "entityFullyQualifiedName": table_name,
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|                 }
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|             },
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|         },
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|         "processor": {"type": "orm-test-runner", "config": {}},
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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": "eyJraWQiOiJHYjM4OWEtOWY3Ni1nZGpzLWE5MmotMDI0MmJrOTQzNTYiLCJ0eXAiOiJKV1QiLCJhbGciOiJSUzI1NiJ9.eyJzdWIiOiJhZG1pbiIsImlzQm90IjpmYWxzZSwiaXNzIjoib3Blbi1tZXRhZGF0YS5vcmciLCJpYXQiOjE2NjM5Mzg0NjIsImVtYWlsIjoiYWRtaW5Ab3Blbm1ldGFkYXRhLm9yZyJ9.tS8um_5DKu7HgzGBzS1VTA5uUjKWOCU0B_j08WXBiEC0mr0zNREkqVfwFDD-d24HlNEbrqioLsBuFRiwIWKc1m_ZlVQbG7P36RUxhuv2vbSp80FKyNM-Tj93FDzq91jsyNmsQhyNv_fNr3TXfzzSPjHt8Go0FMMP66weoKMgW2PbXlhVKwEuXUHyakLLzewm9UMeQaEiRzhiTMU3UkLXcKbYEJJvfNFcLwSl9W8JCO_l0Yj3ud-qt_nQYEZwqW6u5nfdQllN133iikV4fM5QZsMCnm8Rq1mvLR0y9bmJiD7fwM1tmJ791TUWqmKaTnP49U493VanKpUAfzIiOiIbhg"
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|                 },
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|             }
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|         },
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|     }
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| 
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| 
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| class TestSuiteWorkflowTests(unittest.TestCase):
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|     """Main test suite integration tests definition"""
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| 
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|     metadata = OpenMetadata(
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|         OpenMetadataConnection.model_validate(
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|             get_test_suite_config("", "")["workflowConfig"]["openMetadataServerConfig"]
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|         )
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|     )
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| 
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|     test_case_ids = []
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|     test_suite_ids = []
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| 
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|     @classmethod
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|     def setUpClass(cls) -> None:
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|         """Prepare ingredients"""
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|         service = CreateDatabaseServiceRequest(
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|             name=str(uuid.uuid4()),
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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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|         cls.service_entity: DatabaseService = cls.metadata.create_or_update(
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|             data=service
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|         )
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| 
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|         create_db = CreateDatabaseRequest(
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|             name=str(uuid.uuid4()),
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|             service=cls.service_entity.fullyQualifiedName,
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|         )
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| 
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|         create_db_entity = cls.metadata.create_or_update(data=create_db)
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| 
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|         create_schema = CreateDatabaseSchemaRequest(
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|             name=str(uuid.uuid4()),
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|             database=create_db_entity.fullyQualifiedName,
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|         )
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| 
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|         cls.schema_entity = cls.metadata.create_or_update(data=create_schema)
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| 
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|         create_table = CreateTableRequest(
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|             name=str(uuid.uuid4()),
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|             databaseSchema=cls.schema_entity.fullyQualifiedName,
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|             columns=[Column(name="id", dataType=DataType.BIGINT)],
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|         )
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| 
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|         cls.table_with_suite: Table = cls.metadata.create_or_update(create_table)
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| 
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|         cls.test_suite = cls.metadata.create_or_update_executable_test_suite(
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|             data=CreateTestSuiteRequest(
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|                 name="test-suite",
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|                 executableEntityReference=cls.table_with_suite.fullyQualifiedName.root,
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|             )
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|         )
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| 
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|         cls.metadata.create_or_update(
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|             CreateTestCaseRequest(
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|                 name="testCaseForIntegration",
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|                 entityLink=f"<#E::table::{cls.table_with_suite.fullyQualifiedName.root}>",
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|                 testSuite=cls.test_suite.fullyQualifiedName,
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|                 testDefinition="tableRowCountToEqual",
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|                 parameterValues=[TestCaseParameterValue(name="value", value="10")],
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|             )
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|         )
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| 
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|         create_table_2 = CreateTableRequest(
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|             name=str(uuid.uuid4()),
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|             databaseSchema=cls.schema_entity.fullyQualifiedName,
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|             columns=[Column(name="id", dataType=DataType.BIGINT)],
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|         )
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| 
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|         cls.table: Table = cls.metadata.create_or_update(create_table_2)
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| 
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|     @classmethod
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|     def tearDownClass(cls) -> None:
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|         """Clean up"""
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|         cls.metadata.delete(
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|             entity=DatabaseService,
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|             entity_id=cls.service_entity.id,
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|             recursive=True,
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|             hard_delete=True,
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|         )
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| 
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|     def test_create_workflow_object(self):
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|         """Test workflow object is correctly instantiated"""
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|         TestSuiteWorkflow.create(
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|             get_test_suite_config(
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|                 service_name=self.service_entity.name.root,
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|                 table_name=self.table_with_suite.fullyQualifiedName.root,
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|             )
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|         )
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| 
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|     def test_create_workflow_object_with_table_with_test_suite(self):
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|         """test workflow object is instantiated correctly from cli config"""
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|         workflow = TestSuiteWorkflow.create(
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|             get_test_suite_config(
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|                 service_name=self.service_entity.name.root,
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|                 table_name=self.table_with_suite.fullyQualifiedName.root,
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|             )
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|         )
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| 
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|         table: Table = workflow.source._get_table_entity()
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| 
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|         table_and_tests: TableAndTests = list(
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|             workflow.source._process_table_suite(table=table)
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|         )[0]
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| 
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|         # If the table already has a test suite, we won't be generating one
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|         self.assertIsNotNone(table.testSuite)
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|         self.assertIsNone(table_and_tests.right.executable_test_suite)
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| 
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|         self.assertTrue(len(table_and_tests.right.test_cases) >= 1)
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|         # We will pick up the tests from it
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|         self.assertTrue(
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|             next(
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|                 (
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|                     test
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|                     for test in table_and_tests.right.test_cases
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|                     if test.name.root == "testCaseForIntegration"
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|                 ),
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|                 None,
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|             )
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|         )
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| 
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|     def test_create_workflow_config_with_table_without_suite(self):
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|         """We'll prepare the test suite creation payload"""
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| 
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|         workflow = TestSuiteWorkflow.create(
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|             get_test_suite_config(
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|                 service_name=self.service_entity.name.root,
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|                 table_name=self.table.fullyQualifiedName.root,
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|             )
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|         )
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| 
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|         # If the table does not have a test suite, we'll prepare the request to create one
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|         table: Table = workflow.source._get_table_entity()
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| 
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|         table_and_tests: Either[TableAndTests] = list(
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|             workflow.source._process_table_suite(table=table)
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|         )[0]
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| 
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|         self.assertIsNone(table.testSuite)
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|         self.assertEqual(
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|             table_and_tests.right.executable_test_suite.name.root,
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|             self.table.fullyQualifiedName.root + ".testSuite",
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|         )
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| 
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|     def test_create_workflow_config_with_tests(self):
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|         """We'll get the tests from the workflow YAML"""
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| 
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|         _test_suite_config = get_test_suite_config(
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|             service_name=self.service_entity.name.root,
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|             table_name=self.table_with_suite.fullyQualifiedName.root,
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|         )
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| 
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|         processor = {
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|             "processor": {
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|                 "type": "orm-test-runner",
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|                 "config": {
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|                     "testCases": [
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|                         {
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|                             "name": "my_test_case",
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|                             "testDefinitionName": "tableColumnCountToBeBetween",
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|                             "parameterValues": [
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|                                 {"name": "minColValue", "value": "1"},
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|                                 {"name": "maxColValue", "value": "5"},
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|                             ],
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|                         }
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|                     ]
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|                 },
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|             }
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|         }
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| 
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|         _test_suite_config.update(processor)
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|         workflow = TestSuiteWorkflow.create(_test_suite_config)
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| 
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|         table: Table = workflow.source._get_table_entity()
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|         table_and_tests: Either[TableAndTests] = list(
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|             workflow.source._process_table_suite(table=table)
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|         )[0]
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| 
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|         test_cases: List[TestCase] = workflow.steps[0].get_test_cases(
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|             test_cases=table_and_tests.right.test_cases,
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|             test_suite_fqn=self.table_with_suite.fullyQualifiedName.root + ".testSuite",
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|             table_fqn=self.table_with_suite.fullyQualifiedName.root,
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|         )
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| 
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|         # 1 defined test cases + the new one in the YAML
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|         self.assertTrue(len(table_and_tests.right.test_cases) >= 1)
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| 
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|         new_test_case = next(
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|             (test for test in test_cases if test.name.root == "my_test_case"), None
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|         )
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|         self.assertIsNotNone(new_test_case)
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| 
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|         # cleanup
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|         self.metadata.delete(
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|             entity=TestCase,
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|             entity_id=new_test_case.id,
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|             recursive=True,
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|             hard_delete=True,
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|         )
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| 
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|     def test_get_test_case_names_from_cli_config(self):
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|         """test we can get all test case names from cli config"""
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|         _test_suite_config = get_test_suite_config(
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|             service_name=self.service_entity.name.root,
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|             table_name=self.table_with_suite.fullyQualifiedName.root,
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|         )
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| 
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|         processor = {
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|             "processor": {
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|                 "type": "orm-test-runner",
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|                 "config": {
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|                     "testCases": [
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|                         {
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|                             "name": "my_test_case",
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|                             "testDefinitionName": "tableColumnCountToBeBetween",
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|                             "parameterValues": [
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|                                 {"name": "minColValue", "value": "1"},
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|                                 {"name": "maxColValue", "value": "5"},
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|                             ],
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|                         },
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|                         {
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|                             "name": "my_test_case_two",
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|                             "testDefinitionName": "tableColumnCountToBeBetween",
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|                             "parameterValues": [
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|                                 {"name": "minColValue", "value": "1"},
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|                                 {"name": "maxColValue", "value": "5"},
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|                             ],
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|                         },
 | |
|                     ],
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|                 },
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|             }
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|         }
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| 
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|         _test_suite_config.update(processor)
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| 
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|         workflow = TestSuiteWorkflow.create(_test_suite_config)
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|         test_cases_def = workflow.steps[0].get_test_case_from_cli_config()
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| 
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|         assert [test_case_def.name for test_case_def in test_cases_def] == [
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|             "my_test_case",
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|             "my_test_case_two",
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|         ]
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| 
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|     def test_compare_and_create_test_cases(self):
 | |
|         """Test function creates the correct test case if they don't exists"""
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|         _test_suite_config = get_test_suite_config(
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|             service_name=self.service_entity.name.root,
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|             table_name=self.table_with_suite.fullyQualifiedName.root,
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|         )
 | |
| 
 | |
|         processor = {
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|             "processor": {
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|                 "type": "orm-test-runner",
 | |
|                 "config": {
 | |
|                     "testCases": [
 | |
|                         {
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|                             "name": "my_test_case",
 | |
|                             "testDefinitionName": "tableColumnCountToBeBetween",
 | |
|                             "parameterValues": [
 | |
|                                 {"name": "minColValue", "value": "1"},
 | |
|                                 {"name": "maxColValue", "value": "5"},
 | |
|                             ],
 | |
|                         },
 | |
|                         {
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|                             "name": "my_test_case_two",
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|                             "testDefinitionName": "columnValuesToBeBetween",
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|                             "columnName": "id",
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|                             "parameterValues": [
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|                                 {"name": "minValue", "value": "1"},
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|                                 {"name": "maxValue", "value": "5"},
 | |
|                             ],
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|                         },
 | |
|                     ],
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|                 },
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|             }
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|         }
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| 
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|         _test_suite_config.update(processor)
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|         workflow = TestSuiteWorkflow.create(_test_suite_config)
 | |
| 
 | |
|         assert not self.metadata.get_by_name(
 | |
|             entity=TestCase,
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|             fqn=f"{self.table_with_suite.fullyQualifiedName.root}.my_test_case",
 | |
|         )
 | |
| 
 | |
|         assert not self.metadata.get_by_name(
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|             entity=TestCase,
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|             fqn=f"{self.table_with_suite.fullyQualifiedName.root}.my_test_case_two",
 | |
|         )
 | |
| 
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|         table: Table = workflow.source._get_table_entity()
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|         table_and_tests: Either[TableAndTests] = list(
 | |
|             workflow.source._process_table_suite(table=table)
 | |
|         )[0]
 | |
| 
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|         config_test_cases_def = workflow.steps[0].get_test_case_from_cli_config()
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|         created_test_case = workflow.steps[0].compare_and_create_test_cases(
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|             cli_test_cases_definitions=config_test_cases_def,
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|             test_cases=table_and_tests.right.test_cases,
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|             test_suite_fqn=f"{self.table_with_suite.fullyQualifiedName.root}.testSuite",
 | |
|             table_fqn=self.table_with_suite.fullyQualifiedName.root,
 | |
|         )
 | |
| 
 | |
|         # clean up test
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|         my_test_case = self.metadata.get_by_name(
 | |
|             entity=TestCase,
 | |
|             fqn=f"{self.table_with_suite.fullyQualifiedName.root}.my_test_case",
 | |
|             fields=["testDefinition", "testSuite"],
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|         )
 | |
|         my_test_case_two = self.metadata.get_by_name(
 | |
|             entity=TestCase,
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|             fqn=f"{self.table_with_suite.fullyQualifiedName.root}.id.my_test_case_two",
 | |
|             fields=["testDefinition", "testSuite"],
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|         )
 | |
| 
 | |
|         assert my_test_case
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|         assert my_test_case_two
 | |
| 
 | |
|         # We return the existing test & the 2 new ones
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|         assert len(created_test_case) >= 3
 | |
| 
 | |
|         self.metadata.delete(entity=TestCase, entity_id=my_test_case.id)
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|         self.metadata.delete(entity=TestCase, entity_id=my_test_case_two.id)
 |