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			212 lines
		
	
	
		
			6.3 KiB
		
	
	
	
		
			Python
		
	
	
	
	
	
			
		
		
	
	
			212 lines
		
	
	
		
			6.3 KiB
		
	
	
	
		
			Python
		
	
	
	
	
	
#  Copyright 2022 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 Bigquery connector with CLI
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"""
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import random
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from typing import List, Tuple
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from metadata.data_quality.api.models import TestCaseDefinition
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from metadata.generated.schema.entity.data.table import (
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    DmlOperationType,
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    ProfileSampleType,
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    SystemProfile,
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    TableProfilerConfig,
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)
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from metadata.generated.schema.tests.basic import TestCaseResult, TestCaseStatus
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from metadata.generated.schema.tests.testCase import TestCaseParameterValue
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from metadata.generated.schema.type.basic import Timestamp
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from .common.test_cli_db import CliCommonDB
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from .common_e2e_sqa_mixins import SQACommonMethods
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class BigqueryCliTest(CliCommonDB.TestSuite, SQACommonMethods):
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    create_table_query: str = """
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        CREATE TABLE `open-metadata-beta.exclude_me`.orders (
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            id int,
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            order_name string
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        )
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    """
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    create_view_query: str = """
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       CREATE VIEW `open-metadata-beta.exclude_me.view_orders` AS
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                     SELECT orders.id as id, orders.order_name as order_name
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                       FROM `open-metadata-beta`.exclude_me.orders;
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    """
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    insert_data_queries: List[str] = [
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        (
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            "INSERT INTO `open-metadata-beta.exclude_me`.orders (id, order_name) VALUES "
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            + ",".join(
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                [
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                    "(" + ",".join(values) + ")"
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                    for values in [
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                        (
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                            str(i),
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                            random.choice(["'PS'", "'XBOX'", "'NINTENDO'", "'SEGA'"]),
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                        )
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                        for i in range(1000)
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                    ]
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                ]
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            )
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            + ";"
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        ),
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        "UPDATE `open-metadata-beta.exclude_me`.orders SET order_name = 'NINTENDO' WHERE id = 2",
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    ]
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    drop_table_query: str = """
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        DROP TABLE IF EXISTS `open-metadata-beta.exclude_me`.orders;
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    """
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    drop_view_query: str = """
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        DROP VIEW  IF EXISTS `open-metadata-beta.exclude_me`.view_orders;
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    """
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    def create_table_and_view(self) -> None:
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        SQACommonMethods.create_table_and_view(self)
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    def delete_table_and_view(self) -> None:
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        SQACommonMethods.delete_table_and_view(self)
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    def delete_table_rows(self) -> None:
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        SQACommonMethods.run_delete_queries(self)
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    def update_table_row(self) -> None:
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        SQACommonMethods.run_update_queries(self)
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    @staticmethod
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    def get_connector_name() -> str:
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        return "bigquery"
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    @staticmethod
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    def expected_tables() -> int:
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        return 2
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    def expected_sample_size(self) -> int:
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        return 50
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    def view_column_lineage_count(self) -> int:
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        return 2
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    def expected_lineage_node(self) -> str:
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        return "local_bigquery.open-metadata-beta.exclude_me.view_orders"
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    @staticmethod
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    def _expected_profiled_tables() -> int:
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        return 2
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    @staticmethod
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    def fqn_created_table() -> str:
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        return "local_bigquery.open-metadata-beta.exclude_me.orders"
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    @staticmethod
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    def get_includes_schemas() -> List[str]:
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        return ["exclude_me"]
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    @staticmethod
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    def get_includes_tables() -> List[str]:
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        return ["exclude_table"]
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    @staticmethod
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    def get_excludes_tables() -> List[str]:
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        return ["testtable"]
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    @staticmethod
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    def expected_filtered_schema_includes() -> int:
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        return 1
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    @staticmethod
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    def expected_filtered_schema_excludes() -> int:
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        return 1
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    @staticmethod
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    def expected_filtered_table_includes() -> int:
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        return 1
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    @staticmethod
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    def expected_filtered_table_excludes() -> int:
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        return 1
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    @staticmethod
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    def expected_filtered_mix() -> int:
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        return 1
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    @staticmethod
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    def delete_queries() -> List[str]:
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        return [
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            """
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            DELETE FROM `open-metadata-beta.exclude_me`.orders WHERE id IN (1)
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            """,
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        ]
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    @staticmethod
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    def update_queries() -> List[str]:
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        return [
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            """
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            UPDATE `open-metadata-beta.exclude_me`.orders SET order_name = 'NINTENDO' WHERE id = 2
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            """,
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        ]
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    def get_system_profile_cases(self) -> List[Tuple[str, List[SystemProfile]]]:
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        return [
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            (
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                "local_bigquery.open-metadata-beta.exclude_me.orders",
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                [
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                    SystemProfile(
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                        timestamp=Timestamp(root=0),
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                        operation=DmlOperationType.INSERT,
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                        rowsAffected=2,
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                    ),
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                    SystemProfile(
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                        timestamp=Timestamp(root=1),
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                        operation=DmlOperationType.UPDATE,
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                        rowsAffected=1,
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                    ),
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                ],
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            )
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        ]
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    def add_table_profile_config(self):
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        self.openmetadata.create_or_update_table_profiler_config(
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            self.get_data_quality_table(),
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            TableProfilerConfig(
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                profileSampleType=ProfileSampleType.ROWS,
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                profileSample=100,
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            ),
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        )
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    def get_data_quality_table(self):
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        return self.fqn_created_table()
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    def get_test_case_definitions(self) -> List[TestCaseDefinition]:
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        return [
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            TestCaseDefinition(
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                name="bigquery_data_diff",
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                testDefinitionName="tableDiff",
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                computePassedFailedRowCount=True,
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                parameterValues=[
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                    TestCaseParameterValue(
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                        name="table2",
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                        value=self.get_data_quality_table(),
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                    ),
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                    TestCaseParameterValue(
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                        name="keyColumns",
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                        value='["id"]',
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                    ),
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                ],
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            )
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        ]
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    def get_expected_test_case_results(self):
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        return [TestCaseResult(testCaseStatus=TestCaseStatus.Success, timestamp=0)]
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