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										 |  |  | #  Copyright 2021 Collate | 
					
						
							|  |  |  | #  Licensed under the Apache License, Version 2.0 (the "License"); | 
					
						
							|  |  |  | #  you may not use this file except in compliance with the License. | 
					
						
							|  |  |  | #  You may obtain a copy of the License at | 
					
						
							|  |  |  | #  http://www.apache.org/licenses/LICENSE-2.0 | 
					
						
							|  |  |  | #  Unless required by applicable law or agreed to in writing, software | 
					
						
							|  |  |  | #  distributed under the License is distributed on an "AS IS" BASIS, | 
					
						
							|  |  |  | #  WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. | 
					
						
							|  |  |  | #  See the License for the specific language governing permissions and | 
					
						
							|  |  |  | #  limitations under the License. | 
					
						
							|  |  |  | #  pylint: disable=line-too-long,unused-argument | 
					
						
							|  |  |  | 
 | 
					
						
							|  |  |  | """
 | 
					
						
							|  |  |  | Usage via query logs tests | 
					
						
							|  |  |  | """
 | 
					
						
							|  |  |  | 
 | 
					
						
							|  |  |  | from pathlib import Path | 
					
						
							|  |  |  | from unittest import TestCase | 
					
						
							|  |  |  | 
 | 
					
						
							|  |  |  | from metadata.generated.schema.metadataIngestion.workflow import ( | 
					
						
							|  |  |  |     OpenMetadataWorkflowConfig, | 
					
						
							|  |  |  | ) | 
					
						
							|  |  |  | from metadata.generated.schema.type.tableQuery import TableQuery | 
					
						
							|  |  |  | from metadata.ingestion.source.database.query.usage import QueryLogUsageSource | 
					
						
							|  |  |  | 
 | 
					
						
							|  |  |  | dataset = Path(__file__).parent / "resources/datasets/query_log.csv" | 
					
						
							|  |  |  | 
 | 
					
						
							|  |  |  | mock_query_log_config = { | 
					
						
							|  |  |  |     "source": { | 
					
						
							|  |  |  |         "type": "query-log-usage", | 
					
						
							|  |  |  |         "serviceName": "local_glue", | 
					
						
							|  |  |  |         "serviceConnection": { | 
					
						
							|  |  |  |             "config": { | 
					
						
							|  |  |  |                 "type": "Glue", | 
					
						
							|  |  |  |                 "awsConfig": { | 
					
						
							|  |  |  |                     "awsAccessKeyId": "aws_access_key_id", | 
					
						
							|  |  |  |                     "awsSecretAccessKey": "aws_secret_access_key", | 
					
						
							|  |  |  |                     "awsRegion": "us-east-2", | 
					
						
							|  |  |  |                     "endPointURL": "https://endpoint.com/", | 
					
						
							|  |  |  |                 }, | 
					
						
							|  |  |  |             } | 
					
						
							|  |  |  |         }, | 
					
						
							|  |  |  |         "sourceConfig": { | 
					
						
							|  |  |  |             "config": {"type": "DatabaseUsage", "queryLogFilePath": str(dataset)} | 
					
						
							|  |  |  |         }, | 
					
						
							|  |  |  |     }, | 
					
						
							|  |  |  |     "processor": {"type": "query-parser", "config": {}}, | 
					
						
							|  |  |  |     "stage": {"type": "table-usage", "config": {"filename": "/tmp/query_log_usage"}}, | 
					
						
							|  |  |  |     "bulkSink": { | 
					
						
							|  |  |  |         "type": "metadata-usage", | 
					
						
							|  |  |  |         "config": {"filename": "/tmp/query_log_usage"}, | 
					
						
							|  |  |  |     }, | 
					
						
							|  |  |  |     "workflowConfig": { | 
					
						
							|  |  |  |         "openMetadataServerConfig": { | 
					
						
							|  |  |  |             "hostPort": "http://localhost:8585/api", | 
					
						
							|  |  |  |             "authProvider": "openmetadata", | 
					
						
							|  |  |  |             "securityConfig": { | 
					
						
							|  |  |  |                 "jwtToken": "eyJraWQiOiJHYjM4OWEtOWY3Ni1nZGpzLWE5MmotMDI0MmJrOTQzNTYiLCJ0eXAiOiJKV1QiLCJhbGciOiJSUzI1NiJ9.eyJzdWIiOiJhZG1pbiIsImlzQm90IjpmYWxzZSwiaXNzIjoib3Blbi1tZXRhZGF0YS5vcmciLCJpYXQiOjE2NjM5Mzg0NjIsImVtYWlsIjoiYWRtaW5Ab3Blbm1ldGFkYXRhLm9yZyJ9.tS8um_5DKu7HgzGBzS1VTA5uUjKWOCU0B_j08WXBiEC0mr0zNREkqVfwFDD-d24HlNEbrqioLsBuFRiwIWKc1m_ZlVQbG7P36RUxhuv2vbSp80FKyNM-Tj93FDzq91jsyNmsQhyNv_fNr3TXfzzSPjHt8Go0FMMP66weoKMgW2PbXlhVKwEuXUHyakLLzewm9UMeQaEiRzhiTMU3UkLXcKbYEJJvfNFcLwSl9W8JCO_l0Yj3ud-qt_nQYEZwqW6u5nfdQllN133iikV4fM5QZsMCnm8Rq1mvLR0y9bmJiD7fwM1tmJ791TUWqmKaTnP49U493VanKpUAfzIiOiIbhg" | 
					
						
							|  |  |  |             }, | 
					
						
							|  |  |  |         } | 
					
						
							|  |  |  |     }, | 
					
						
							|  |  |  | } | 
					
						
							|  |  |  | 
 | 
					
						
							|  |  |  | 
 | 
					
						
							|  |  |  | def custom_query_compare(self, other): | 
					
						
							|  |  |  |     return ( | 
					
						
							|  |  |  |         self.query == other.query | 
					
						
							|  |  |  |         and self.userName == other.userName | 
					
						
							|  |  |  |         and self.startTime == other.startTime | 
					
						
							|  |  |  |         and self.aborted == other.aborted | 
					
						
							|  |  |  |         and self.serviceName == other.serviceName | 
					
						
							|  |  |  |         and self.databaseName == other.databaseName | 
					
						
							|  |  |  |         and self.databaseSchema == other.databaseSchema | 
					
						
							|  |  |  |         and self.duration == other.duration | 
					
						
							|  |  |  |     ) | 
					
						
							|  |  |  | 
 | 
					
						
							|  |  |  | 
 | 
					
						
							|  |  |  | EXPECTED_QUERIES = [ | 
					
						
							|  |  |  |     TableQuery( | 
					
						
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										 |  |  |         dialect="ansi", | 
					
						
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										 |  |  |         query="select * from sales", | 
					
						
							|  |  |  |         userName="", | 
					
						
							|  |  |  |         startTime="", | 
					
						
							|  |  |  |         endTime="", | 
					
						
							|  |  |  |         aborted=False, | 
					
						
							|  |  |  |         serviceName="local_glue", | 
					
						
							|  |  |  |         databaseName="default", | 
					
						
							|  |  |  |         databaseSchema="information_schema", | 
					
						
							|  |  |  |         duration=None, | 
					
						
							|  |  |  |     ), | 
					
						
							|  |  |  |     TableQuery( | 
					
						
							| 
									
										
										
										
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										 |  |  |         dialect="ansi", | 
					
						
							| 
									
										
										
										
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										 |  |  |         query="select * from marketing", | 
					
						
							|  |  |  |         userName="", | 
					
						
							|  |  |  |         startTime="", | 
					
						
							|  |  |  |         endTime="", | 
					
						
							|  |  |  |         aborted=False, | 
					
						
							|  |  |  |         serviceName="local_glue", | 
					
						
							|  |  |  |         databaseName="default", | 
					
						
							|  |  |  |         databaseSchema="information_schema", | 
					
						
							|  |  |  |         duration=None, | 
					
						
							|  |  |  |     ), | 
					
						
							|  |  |  |     TableQuery( | 
					
						
							| 
									
										
										
										
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										 |  |  |         dialect="ansi", | 
					
						
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										 |  |  |         query="insert into marketing select * from sales", | 
					
						
							|  |  |  |         userName="", | 
					
						
							|  |  |  |         startTime="", | 
					
						
							|  |  |  |         endTime="", | 
					
						
							|  |  |  |         aborted=False, | 
					
						
							|  |  |  |         serviceName="local_glue", | 
					
						
							|  |  |  |         databaseName="default", | 
					
						
							|  |  |  |         databaseSchema="information_schema", | 
					
						
							|  |  |  |         duration=None, | 
					
						
							|  |  |  |     ), | 
					
						
							|  |  |  | ] | 
					
						
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										 |  |  | EXPECTED_QUERIES_FILE_2 = [ | 
					
						
							|  |  |  |     TableQuery( | 
					
						
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										 |  |  |         dialect="ansi", | 
					
						
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										 |  |  |         query="select * from product_data", | 
					
						
							|  |  |  |         userName="", | 
					
						
							|  |  |  |         startTime="", | 
					
						
							|  |  |  |         endTime="", | 
					
						
							|  |  |  |         aborted=False, | 
					
						
							|  |  |  |         serviceName="local_glue", | 
					
						
							|  |  |  |         databaseName="default", | 
					
						
							|  |  |  |         databaseSchema="information_schema", | 
					
						
							|  |  |  |         duration=None, | 
					
						
							|  |  |  |     ), | 
					
						
							|  |  |  |     TableQuery( | 
					
						
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										 |  |  |         dialect="ansi", | 
					
						
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										 |  |  |         query="select * from students where marks>=80", | 
					
						
							|  |  |  |         userName="", | 
					
						
							|  |  |  |         startTime="", | 
					
						
							|  |  |  |         endTime="", | 
					
						
							|  |  |  |         aborted=False, | 
					
						
							|  |  |  |         serviceName="local_glue", | 
					
						
							|  |  |  |         databaseName="default", | 
					
						
							|  |  |  |         databaseSchema="information_schema", | 
					
						
							|  |  |  |         duration=None, | 
					
						
							|  |  |  |     ), | 
					
						
							|  |  |  | ] | 
					
						
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										 |  |  | 
 | 
					
						
							|  |  |  | 
 | 
					
						
							|  |  |  | class QueryLogSourceTest(TestCase): | 
					
						
							|  |  |  |     """
 | 
					
						
							|  |  |  |     Implements the necessary unit tests for | 
					
						
							|  |  |  |     Usage & Lineage via Query Log | 
					
						
							|  |  |  |     """
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							|  |  |  | 
 | 
					
						
							|  |  |  |     def __init__(self, methodName) -> None: | 
					
						
							|  |  |  |         super().__init__(methodName) | 
					
						
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										 |  |  |         self.config = OpenMetadataWorkflowConfig.model_validate(mock_query_log_config) | 
					
						
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										 |  |  |         self.source = QueryLogUsageSource.create( | 
					
						
							|  |  |  |             mock_query_log_config["source"], | 
					
						
							|  |  |  |             self.config.workflowConfig.openMetadataServerConfig, | 
					
						
							|  |  |  |         ) | 
					
						
							|  |  |  | 
 | 
					
						
							|  |  |  |     def test_queries(self): | 
					
						
							|  |  |  |         queries = list(self.source.get_table_query()) | 
					
						
							|  |  |  |         TableQuery.__eq__ = custom_query_compare | 
					
						
							|  |  |  |         for index in range(len(queries[0].queries)): | 
					
						
							|  |  |  |             assert queries[0].queries[index] == EXPECTED_QUERIES[index] | 
					
						
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										 |  |  | 
 | 
					
						
							|  |  |  |     def test_multiple_file_queries(self): | 
					
						
							|  |  |  |         dir_path = Path(__file__).parent / "resources/log_files" | 
					
						
							|  |  |  |         self.source.config.sourceConfig.config.queryLogFilePath = dir_path | 
					
						
							|  |  |  |         queries = list(self.source.get_table_query()) | 
					
						
							|  |  |  |         TableQuery.__eq__ = custom_query_compare | 
					
						
							|  |  |  | 
 | 
					
						
							|  |  |  |         for single_file_queries in queries: | 
					
						
							|  |  |  |             expected_queries_list = EXPECTED_QUERIES | 
					
						
							|  |  |  |             if len(single_file_queries.queries) == 2: | 
					
						
							|  |  |  |                 # if no. of queries in any file = 2 then it should compare with 2nd file which has 2 queries. | 
					
						
							|  |  |  |                 # we don't know in which order the files are processed | 
					
						
							|  |  |  |                 expected_queries_list = EXPECTED_QUERIES_FILE_2 | 
					
						
							|  |  |  |             for index in range(len(single_file_queries.queries)): | 
					
						
							|  |  |  |                 assert ( | 
					
						
							|  |  |  |                     single_file_queries.queries[index] == expected_queries_list[index] | 
					
						
							|  |  |  |                 ) |