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			184 lines
		
	
	
		
			6.5 KiB
		
	
	
	
		
			Python
		
	
	
	
	
	
			
		
		
	
	
			184 lines
		
	
	
		
			6.5 KiB
		
	
	
	
		
			Python
		
	
	
	
	
	
| #  Copyright 2025 Collate
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| #  Licensed under the Collate Community License, Version 1.0 (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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| #  https://github.com/open-metadata/OpenMetadata/blob/main/ingestion/LICENSE
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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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| #  pylint: disable=line-too-long,unused-argument
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| 
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| """
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| Usage via query logs tests
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| """
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| 
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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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| 
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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.tableQuery import TableQuery
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| from metadata.ingestion.source.database.query.usage import QueryLogUsageSource
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| 
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| dataset = Path(__file__).parent / "resources/datasets/query_log.csv"
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| 
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| mock_query_log_config = {
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|     "source": {
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|         "type": "query-log-usage",
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|         "serviceName": "local_glue",
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|         "serviceConnection": {
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|             "config": {
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|                 "type": "Glue",
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|                 "awsConfig": {
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|                     "awsAccessKeyId": "aws_access_key_id",
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|                     "awsSecretAccessKey": "aws_secret_access_key",
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|                     "awsRegion": "us-east-2",
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|                     "endPointURL": "https://endpoint.com/",
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|                 },
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|             }
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|         },
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|         "sourceConfig": {
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|             "config": {"type": "DatabaseUsage", "queryLogFilePath": str(dataset)}
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|         },
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|     },
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|     "processor": {"type": "query-parser", "config": {}},
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|     "stage": {"type": "table-usage", "config": {"filename": "/tmp/query_log_usage"}},
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|     "bulkSink": {
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|         "type": "metadata-usage",
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|         "config": {"filename": "/tmp/query_log_usage"},
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|     },
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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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| def custom_query_compare(self, other):
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|     return (
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|         self.query == other.query
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|         and self.userName == other.userName
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|         and self.startTime == other.startTime
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|         and self.aborted == other.aborted
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|         and self.serviceName == other.serviceName
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|         and self.databaseName == other.databaseName
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|         and self.databaseSchema == other.databaseSchema
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|         and self.duration == other.duration
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|     )
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| 
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| 
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| EXPECTED_QUERIES = [
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|     TableQuery(
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|         dialect="ansi",
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|         query="select * from sales",
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|         userName="",
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|         startTime="",
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|         endTime="",
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|         aborted=False,
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|         serviceName="local_glue",
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|         databaseName="default",
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|         databaseSchema="information_schema",
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|         duration=None,
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|     ),
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|     TableQuery(
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|         dialect="ansi",
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|         query="select * from marketing",
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|         userName="",
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|         startTime="",
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|         endTime="",
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|         aborted=False,
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|         serviceName="local_glue",
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|         databaseName="default",
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|         databaseSchema="information_schema",
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|         duration=None,
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|     ),
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|     TableQuery(
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|         dialect="ansi",
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|         query="insert into marketing select * from sales",
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|         userName="",
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|         startTime="",
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|         endTime="",
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|         aborted=False,
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|         serviceName="local_glue",
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|         databaseName="default",
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|         databaseSchema="information_schema",
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|         duration=None,
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|     ),
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| ]
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| EXPECTED_QUERIES_FILE_2 = [
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|     TableQuery(
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|         dialect="ansi",
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|         query="select * from product_data",
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|         userName="",
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|         startTime="",
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|         endTime="",
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|         aborted=False,
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|         serviceName="local_glue",
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|         databaseName="default",
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|         databaseSchema="information_schema",
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|         duration=None,
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|     ),
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|     TableQuery(
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|         dialect="ansi",
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|         query="select * from students where marks>=80",
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|         userName="",
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|         startTime="",
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|         endTime="",
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|         aborted=False,
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|         serviceName="local_glue",
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|         databaseName="default",
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|         databaseSchema="information_schema",
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|         duration=None,
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|     ),
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| ]
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| 
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| 
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| class QueryLogSourceTest(TestCase):
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|     """
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|     Implements the necessary unit tests for
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|     Usage & Lineage via Query Log
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|     """
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| 
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|     def __init__(self, methodName) -> None:
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|         super().__init__(methodName)
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|         self.config = OpenMetadataWorkflowConfig.model_validate(mock_query_log_config)
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|         with patch(
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|             "metadata.ingestion.source.database.query.usage.QueryLogUsageSource.test_connection"
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|         ):
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|             self.source = QueryLogUsageSource.create(
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|                 mock_query_log_config["source"],
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|                 self.config.workflowConfig.openMetadataServerConfig,
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|             )
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| 
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|     def test_queries(self):
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|         queries = list(self.source.get_table_query())
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|         TableQuery.__eq__ = custom_query_compare
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|         for index in range(len(queries[0].queries)):
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|             assert queries[0].queries[index] == EXPECTED_QUERIES[index]
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| 
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|     def test_multiple_file_queries(self):
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|         dir_path = Path(__file__).parent / "resources/log_files"
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|         self.source.config.sourceConfig.config.queryLogFilePath = dir_path
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|         queries = list(self.source.get_table_query())
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|         TableQuery.__eq__ = custom_query_compare
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| 
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|         for single_file_queries in queries:
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|             expected_queries_list = EXPECTED_QUERIES
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|             if len(single_file_queries.queries) == 2:
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|                 # if no. of queries in any file = 2 then it should compare with 2nd file which has 2 queries.
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|                 # we don't know in which order the files are processed
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|                 expected_queries_list = EXPECTED_QUERIES_FILE_2
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|             for index in range(len(single_file_queries.queries)):
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|                 assert (
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|                     single_file_queries.queries[index] == expected_queries_list[index]
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|                 )
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