2023-06-20 15:16:45 +05:30
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# 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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bigquery unit tests
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"""
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# pylint: disable=line-too-long
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import types
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from copy import deepcopy
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from typing import Dict
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from unittest import TestCase
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from unittest.mock import Mock, patch
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from sqlalchemy import Integer, String
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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.entity.data.databaseSchema import DatabaseSchema
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from metadata.generated.schema.entity.data.table import (
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Column,
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Table,
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TableConstraint,
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TableType,
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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.metadataIngestion.workflow import (
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OpenMetadataWorkflowConfig,
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)
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from metadata.generated.schema.type.basic import (
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EntityName,
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FullyQualifiedEntityName,
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SourceUrl,
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)
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from metadata.generated.schema.type.entityReference import EntityReference
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from metadata.ingestion.api.parser import parse_workflow_config_gracefully
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from metadata.ingestion.ometa.ometa_api import OpenMetadata
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from metadata.ingestion.source.database.bigquery.lineage import BigqueryLineageSource
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from metadata.ingestion.source.database.bigquery.metadata import BigquerySource
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mock_bq_config = {
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"source": {
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"type": "bigquery",
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"serviceName": "local_bigquery",
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"serviceConnection": {
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"config": {
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"type": "BigQuery",
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"credentials": {
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"gcpConfig": {
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"type": "service_account",
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"projectId": "my-gcp-project",
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"privateKeyId": "private_key_id",
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# this is a valid key that was generated on a local machine and is not used for any real project
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"privateKey": "-----BEGIN RSA PRIVATE KEY-----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\ndUk7XVGffCakXQ0jp1kmZA4lGsYK1h5dEU5DgXqu4UYJ88Vttax2W+Y=\n-----END RSA PRIVATE KEY-----\n",
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"clientEmail": "gcpuser@project_id.iam.gserviceaccount.com",
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"clientId": "1234",
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"authUri": "https://accounts.google.com/o/oauth2/auth",
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"tokenUri": "https://oauth2.googleapis.com/token",
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"authProviderX509CertUrl": "https://www.googleapis.com/oauth2/v1/certs",
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"clientX509CertUrl": "https://www.googleapis.com/oauth2/v1/certs",
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}
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},
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},
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},
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"sourceConfig": {"config": {"type": "DatabaseMetadata", "includeTags": False}},
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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": {"jwtToken": "bigquery"},
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}
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},
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}
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MOCK_DB_NAME = "random-project-id"
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MOCK_SCHEMA_NAME = "test_omd"
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MOCK_TABLE_NAME = "customer_products"
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EXPECTED_URL = "https://console.cloud.google.com/bigquery?project=random-project-id&ws=!1m5!1m4!4m3!1srandom-project-id!2stest_omd!3scustomer_products"
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MOCK_DATABASE_SERVICE = DatabaseService(
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id="c3eb265f-5445-4ad3-ba5e-797d3a3071bb",
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name="bigquery_source_test",
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connection=DatabaseConnection(),
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serviceType=DatabaseServiceType.Hive,
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)
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MOCK_DATABASE_SCHEMA = DatabaseSchema(
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id="c3eb265f-5445-4ad3-ba5e-797d3a3071bb",
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name="sample_schema",
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fullyQualifiedName="bigquery_source_test.random-project-id.sample_schema",
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service=EntityReference(id="c3eb265f-5445-4ad3-ba5e-797d3a3071bb", type="database"),
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database=EntityReference(
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id="a58b1856-729c-493b-bc87-6d2269b43ec0",
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type="database",
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),
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)
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MOCK_TABLE = Table(
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id="c3eb265f-5445-4ad3-ba5e-797d3a3071bb",
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name=EntityName("customers"),
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displayName=None,
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description="description\nwith new line",
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tableType="Regular",
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columns=[
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Column(
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name="customer_id",
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displayName=None,
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dataType="INT",
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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="INTEGER",
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description=None,
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fullyQualifiedName=None,
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tags=None,
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constraint="PRIMARY_KEY",
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ordinalPosition=None,
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jsonSchema=None,
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children=None,
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profile=None,
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customMetrics=None,
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),
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Column(
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name="first_name",
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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="VARCHAR",
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description=None,
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fullyQualifiedName=None,
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tags=None,
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constraint="NULL",
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ordinalPosition=None,
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jsonSchema=None,
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children=None,
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profile=None,
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customMetrics=None,
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),
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Column(
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name="last_name",
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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="VARCHAR",
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description=None,
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fullyQualifiedName=None,
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tags=None,
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constraint="NULL",
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ordinalPosition=None,
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jsonSchema=None,
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children=None,
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profile=None,
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customMetrics=None,
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),
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],
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tableConstraints=[],
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tablePartition=None,
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tableProfilerConfig=None,
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owners=None,
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databaseSchema=EntityReference(
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id="c3eb265f-5445-4ad3-ba5e-797d3a3071bb", type="databaseSchema"
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),
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tags=[],
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schemaDefinition=None,
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retentionPeriod=None,
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extension=None,
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sourceUrl=SourceUrl(
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"https://console.cloud.google.com/bigquery?project=random-project-id&ws=!1m5!1m4!4m3!1srandom-project-id!2ssample_schema!3scustomers"
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),
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domain=None,
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dataProducts=None,
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fileFormat=None,
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lifeCycle=None,
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sourceHash=None,
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)
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EXPECTED_DATABASE = [
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CreateDatabaseRequest(
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name=EntityName("random-project-id"),
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displayName=None,
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description=None,
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tags=[],
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owners=None,
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service=FullyQualifiedEntityName("bigquery_source_test"),
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dataProducts=None,
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default=False,
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retentionPeriod=None,
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extension=None,
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sourceUrl=SourceUrl(
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"https://console.cloud.google.com/bigquery?project=random-project-id"
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),
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domain=None,
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lifeCycle=None,
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sourceHash=None,
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)
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]
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EXPTECTED_DATABASE_SCHEMA = [
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CreateDatabaseSchemaRequest(
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name=EntityName("sample_schema"),
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displayName=None,
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description="Some description with it's own\nnew line",
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owners=None,
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database=FullyQualifiedEntityName("bigquery_source_test.random-project-id"),
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dataProducts=None,
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tags=None,
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retentionPeriod=None,
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extension=None,
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sourceUrl=SourceUrl(
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"https://console.cloud.google.com/bigquery?project=random-project-id&ws=!1m4!1m3!3m2!1srandom-project-id!2ssample_schema"
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),
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domain=None,
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lifeCycle=None,
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sourceHash=None,
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)
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]
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MOCK_TABLE_NAMES = [
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("customers", "Regular", None),
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("orders", "Regular", "description\nwith new line"),
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]
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MOCK_COLUMN_DATA = [
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[
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{
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"name": "customer_id",
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"type": Integer(),
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"nullable": True,
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"comment": None,
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"default": None,
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"precision": None,
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"scale": None,
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"max_length": None,
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"system_data_type": "INTEGER",
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"is_complex": False,
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"policy_tags": None,
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},
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{
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"name": "first_name",
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"type": String(),
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"nullable": True,
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"comment": None,
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"default": None,
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"precision": None,
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"scale": None,
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"max_length": None,
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"system_data_type": "VARCHAR",
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"is_complex": False,
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"policy_tags": None,
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},
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{
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"name": "last_name",
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"type": String(),
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"nullable": True,
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"comment": None,
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"default": None,
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"precision": None,
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"scale": None,
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"max_length": None,
|
|
|
|
"system_data_type": "VARCHAR",
|
|
|
|
"is_complex": False,
|
|
|
|
"policy_tags": None,
|
|
|
|
},
|
|
|
|
],
|
|
|
|
[
|
|
|
|
{
|
|
|
|
"name": "order_id",
|
|
|
|
"type": Integer(),
|
|
|
|
"nullable": True,
|
|
|
|
"comment": None,
|
|
|
|
"default": None,
|
|
|
|
"precision": None,
|
|
|
|
"scale": None,
|
|
|
|
"max_length": None,
|
|
|
|
"system_data_type": "INTEGER",
|
|
|
|
"is_complex": False,
|
|
|
|
"policy_tags": None,
|
|
|
|
},
|
|
|
|
{
|
|
|
|
"name": "customer_id",
|
|
|
|
"type": Integer(),
|
|
|
|
"nullable": True,
|
|
|
|
"comment": None,
|
|
|
|
"default": None,
|
|
|
|
"precision": None,
|
|
|
|
"scale": None,
|
|
|
|
"max_length": None,
|
|
|
|
"system_data_type": "INTEGER",
|
|
|
|
"is_complex": False,
|
|
|
|
"policy_tags": None,
|
|
|
|
},
|
|
|
|
{
|
|
|
|
"name": "status",
|
|
|
|
"type": String(),
|
|
|
|
"nullable": True,
|
|
|
|
"comment": None,
|
|
|
|
"default": None,
|
|
|
|
"precision": None,
|
|
|
|
"scale": None,
|
|
|
|
"max_length": None,
|
|
|
|
"system_data_type": "VARCHAR",
|
|
|
|
"is_complex": False,
|
|
|
|
"policy_tags": None,
|
|
|
|
},
|
|
|
|
],
|
|
|
|
]
|
|
|
|
|
|
|
|
MOCK_PK_CONSTRAINT: Dict[str, Dict] = {
|
|
|
|
"customers": dict({"constrained_columns": ("customer_id",)}),
|
|
|
|
"orders": dict({"constrained_columns": ()}),
|
|
|
|
}
|
|
|
|
|
|
|
|
MOCK_FK_CONSTRAINT = {
|
|
|
|
"customers": [],
|
|
|
|
"orders": [
|
|
|
|
{
|
|
|
|
"name": "orders.fk$1",
|
|
|
|
"referred_schema": "demo_dbt_jaffle",
|
|
|
|
"referred_table": "customers",
|
|
|
|
"constrained_columns": ["customer_id"],
|
|
|
|
"referred_columns": ["customer_id"],
|
|
|
|
}
|
|
|
|
],
|
|
|
|
}
|
|
|
|
|
|
|
|
EXPECTED_TABLE = [
|
|
|
|
[
|
|
|
|
CreateTableRequest(
|
2024-06-05 21:18:37 +02:00
|
|
|
name=EntityName("customers"),
|
2024-02-07 16:49:27 +05:30
|
|
|
displayName=None,
|
|
|
|
tableType="Regular",
|
|
|
|
columns=[
|
|
|
|
Column(
|
|
|
|
name="customer_id",
|
|
|
|
displayName=None,
|
|
|
|
dataType="INT",
|
|
|
|
arrayDataType=None,
|
|
|
|
dataLength=1,
|
|
|
|
precision=None,
|
|
|
|
scale=None,
|
|
|
|
dataTypeDisplay="INTEGER",
|
|
|
|
description=None,
|
|
|
|
fullyQualifiedName=None,
|
|
|
|
tags=None,
|
|
|
|
constraint="PRIMARY_KEY",
|
|
|
|
ordinalPosition=None,
|
|
|
|
jsonSchema=None,
|
|
|
|
children=None,
|
|
|
|
profile=None,
|
|
|
|
customMetrics=None,
|
|
|
|
),
|
|
|
|
Column(
|
|
|
|
name="first_name",
|
|
|
|
displayName=None,
|
|
|
|
dataType="STRING",
|
|
|
|
arrayDataType=None,
|
|
|
|
dataLength=1,
|
|
|
|
precision=None,
|
|
|
|
scale=None,
|
|
|
|
dataTypeDisplay="VARCHAR",
|
|
|
|
description=None,
|
|
|
|
fullyQualifiedName=None,
|
|
|
|
tags=None,
|
|
|
|
constraint="NULL",
|
|
|
|
ordinalPosition=None,
|
|
|
|
jsonSchema=None,
|
|
|
|
children=None,
|
|
|
|
profile=None,
|
|
|
|
customMetrics=None,
|
|
|
|
),
|
|
|
|
Column(
|
|
|
|
name="last_name",
|
|
|
|
displayName=None,
|
|
|
|
dataType="STRING",
|
|
|
|
arrayDataType=None,
|
|
|
|
dataLength=1,
|
|
|
|
precision=None,
|
|
|
|
scale=None,
|
|
|
|
dataTypeDisplay="VARCHAR",
|
|
|
|
description=None,
|
|
|
|
fullyQualifiedName=None,
|
|
|
|
tags=None,
|
|
|
|
constraint="NULL",
|
|
|
|
ordinalPosition=None,
|
|
|
|
jsonSchema=None,
|
|
|
|
children=None,
|
|
|
|
profile=None,
|
|
|
|
customMetrics=None,
|
|
|
|
),
|
|
|
|
],
|
|
|
|
tableConstraints=[],
|
|
|
|
tablePartition=None,
|
|
|
|
tableProfilerConfig=None,
|
2024-07-29 23:06:39 -07:00
|
|
|
owners=None,
|
2024-02-07 16:49:27 +05:30
|
|
|
databaseSchema=FullyQualifiedEntityName(
|
2024-06-05 21:18:37 +02:00
|
|
|
root="bigquery_source_test.random-project-id.sample_schema"
|
2024-02-07 16:49:27 +05:30
|
|
|
),
|
|
|
|
tags=[],
|
2024-05-06 18:03:50 +05:30
|
|
|
schemaDefinition=None,
|
2024-02-07 16:49:27 +05:30
|
|
|
retentionPeriod=None,
|
|
|
|
extension=None,
|
|
|
|
sourceUrl=SourceUrl(
|
2024-06-05 21:18:37 +02:00
|
|
|
"https://console.cloud.google.com/bigquery?project=random-project-id&ws=!1m5!1m4!4m3!1srandom-project-id!2ssample_schema!3scustomers"
|
2024-02-07 16:49:27 +05:30
|
|
|
),
|
|
|
|
domain=None,
|
|
|
|
dataProducts=None,
|
|
|
|
fileFormat=None,
|
|
|
|
lifeCycle=None,
|
|
|
|
sourceHash=None,
|
|
|
|
)
|
|
|
|
],
|
|
|
|
[
|
|
|
|
CreateTableRequest(
|
2024-06-05 21:18:37 +02:00
|
|
|
name=EntityName("orders"),
|
2024-02-07 16:49:27 +05:30
|
|
|
displayName=None,
|
2024-08-21 00:56:19 +09:00
|
|
|
description="description\nwith new line",
|
2024-02-07 16:49:27 +05:30
|
|
|
tableType="Regular",
|
|
|
|
columns=[
|
|
|
|
Column(
|
|
|
|
name="order_id",
|
|
|
|
displayName=None,
|
|
|
|
dataType="INT",
|
|
|
|
arrayDataType=None,
|
|
|
|
dataLength=1,
|
|
|
|
precision=None,
|
|
|
|
scale=None,
|
|
|
|
dataTypeDisplay="INTEGER",
|
|
|
|
description=None,
|
|
|
|
fullyQualifiedName=None,
|
|
|
|
tags=None,
|
|
|
|
constraint="NULL",
|
|
|
|
ordinalPosition=None,
|
|
|
|
jsonSchema=None,
|
|
|
|
children=None,
|
|
|
|
profile=None,
|
|
|
|
customMetrics=None,
|
|
|
|
),
|
|
|
|
Column(
|
|
|
|
name="customer_id",
|
|
|
|
displayName=None,
|
|
|
|
dataType="INT",
|
|
|
|
arrayDataType=None,
|
|
|
|
dataLength=1,
|
|
|
|
precision=None,
|
|
|
|
scale=None,
|
|
|
|
dataTypeDisplay="INTEGER",
|
|
|
|
description=None,
|
|
|
|
fullyQualifiedName=None,
|
|
|
|
tags=None,
|
|
|
|
constraint="NULL",
|
|
|
|
ordinalPosition=None,
|
|
|
|
jsonSchema=None,
|
|
|
|
children=None,
|
|
|
|
profile=None,
|
|
|
|
customMetrics=None,
|
|
|
|
),
|
|
|
|
Column(
|
|
|
|
name="status",
|
|
|
|
displayName=None,
|
|
|
|
dataType="STRING",
|
|
|
|
arrayDataType=None,
|
|
|
|
dataLength=1,
|
|
|
|
precision=None,
|
|
|
|
scale=None,
|
|
|
|
dataTypeDisplay="VARCHAR",
|
|
|
|
description=None,
|
|
|
|
fullyQualifiedName=None,
|
|
|
|
tags=None,
|
|
|
|
constraint="NULL",
|
|
|
|
ordinalPosition=None,
|
|
|
|
jsonSchema=None,
|
|
|
|
children=None,
|
|
|
|
profile=None,
|
|
|
|
customMetrics=None,
|
|
|
|
),
|
|
|
|
],
|
|
|
|
tableConstraints=[
|
|
|
|
TableConstraint(
|
|
|
|
constraintType="FOREIGN_KEY",
|
|
|
|
columns=["customer_id"],
|
|
|
|
referredColumns=[
|
|
|
|
FullyQualifiedEntityName(
|
2024-06-05 21:18:37 +02:00
|
|
|
root="bigquery_source_test.random-project-id.sample_schema.customers.customer_id"
|
2024-02-07 16:49:27 +05:30
|
|
|
)
|
|
|
|
],
|
|
|
|
)
|
|
|
|
],
|
|
|
|
tablePartition=None,
|
|
|
|
tableProfilerConfig=None,
|
2024-07-29 23:06:39 -07:00
|
|
|
owners=None,
|
2024-02-07 16:49:27 +05:30
|
|
|
databaseSchema=FullyQualifiedEntityName(
|
2024-06-05 21:18:37 +02:00
|
|
|
root="bigquery_source_test.random-project-id.sample_schema"
|
2024-02-07 16:49:27 +05:30
|
|
|
),
|
|
|
|
tags=[],
|
2024-05-06 18:03:50 +05:30
|
|
|
schemaDefinition=None,
|
2024-02-07 16:49:27 +05:30
|
|
|
retentionPeriod=None,
|
|
|
|
extension=None,
|
|
|
|
sourceUrl=SourceUrl(
|
2024-06-05 21:18:37 +02:00
|
|
|
"https://console.cloud.google.com/bigquery?project=random-project-id&ws=!1m5!1m4!4m3!1srandom-project-id!2ssample_schema!3sorders"
|
2024-02-07 16:49:27 +05:30
|
|
|
),
|
|
|
|
domain=None,
|
|
|
|
dataProducts=None,
|
|
|
|
fileFormat=None,
|
|
|
|
lifeCycle=None,
|
|
|
|
sourceHash=None,
|
|
|
|
)
|
|
|
|
],
|
|
|
|
]
|
|
|
|
|
|
|
|
|
|
|
|
MOCK_TABLE_CONSTRAINT = [
|
|
|
|
[],
|
|
|
|
[
|
|
|
|
TableConstraint(
|
|
|
|
constraintType="FOREIGN_KEY",
|
|
|
|
columns=["customer_id"],
|
|
|
|
referredColumns=[
|
|
|
|
FullyQualifiedEntityName(
|
2024-06-05 21:18:37 +02:00
|
|
|
"bigquery_source_test.random-project-id.sample_schema.customers.customer_id"
|
2024-02-07 16:49:27 +05:30
|
|
|
)
|
|
|
|
],
|
|
|
|
)
|
|
|
|
],
|
|
|
|
]
|
|
|
|
|
2023-06-20 15:16:45 +05:30
|
|
|
|
|
|
|
class BigqueryUnitTest(TestCase):
|
2024-02-07 16:49:27 +05:30
|
|
|
"""
|
|
|
|
Implements the necessary methods to extract
|
|
|
|
Bigquery Unit Test
|
|
|
|
"""
|
|
|
|
|
2023-06-20 15:16:45 +05:30
|
|
|
@patch(
|
2023-10-05 14:50:42 +05:30
|
|
|
"metadata.ingestion.source.database.bigquery.metadata.BigquerySource._test_connection"
|
2023-06-20 15:16:45 +05:30
|
|
|
)
|
|
|
|
@patch(
|
|
|
|
"metadata.ingestion.source.database.bigquery.metadata.BigquerySource.set_project_id"
|
|
|
|
)
|
2023-09-25 15:17:38 +05:30
|
|
|
@patch("metadata.ingestion.source.database.bigquery.connection.get_connection")
|
|
|
|
def __init__(
|
|
|
|
self, methodName, get_connection, set_project_id, test_connection
|
|
|
|
) -> None:
|
2023-06-20 15:16:45 +05:30
|
|
|
super().__init__(methodName)
|
2023-09-25 15:17:38 +05:30
|
|
|
get_connection.return_value = Mock()
|
2023-06-20 15:16:45 +05:30
|
|
|
test_connection.return_value = False
|
2024-02-07 16:49:27 +05:30
|
|
|
set_project_id.return_value = "random-project-id"
|
2024-06-05 21:18:37 +02:00
|
|
|
self.config = parse_workflow_config_gracefully(mock_bq_config)
|
2024-02-07 16:49:27 +05:30
|
|
|
self.metadata = OpenMetadata(
|
2024-06-05 21:18:37 +02:00
|
|
|
OpenMetadataConnection.model_validate(
|
2024-02-07 16:49:27 +05:30
|
|
|
mock_bq_config["workflowConfig"]["openMetadataServerConfig"]
|
|
|
|
)
|
|
|
|
)
|
|
|
|
self.bq_source = BigquerySource.create(mock_bq_config["source"], self.metadata)
|
2024-03-25 18:20:40 +01:00
|
|
|
self.bq_source.context.get().__dict__[
|
2024-02-07 16:49:27 +05:30
|
|
|
"database_service"
|
2024-06-05 21:18:37 +02:00
|
|
|
] = MOCK_DATABASE_SERVICE.name.root
|
2024-03-25 18:20:40 +01:00
|
|
|
self.thread_id = self.bq_source.context.get_current_thread_id()
|
|
|
|
self.bq_source._inspector_map[self.thread_id] = types.SimpleNamespace()
|
|
|
|
self.bq_source._inspector_map[
|
|
|
|
self.thread_id
|
|
|
|
].get_pk_constraint = lambda table_name, schema: []
|
|
|
|
self.bq_source._inspector_map[
|
|
|
|
self.thread_id
|
|
|
|
].get_unique_constraints = lambda table_name, schema_name: []
|
|
|
|
self.bq_source._inspector_map[
|
|
|
|
self.thread_id
|
|
|
|
].get_foreign_keys = lambda table_name, schema: []
|
|
|
|
self.bq_source._inspector_map[
|
|
|
|
self.thread_id
|
|
|
|
].get_columns = lambda table_name, schema, db_name: []
|
2024-08-21 00:56:19 +09:00
|
|
|
self.bq_source.client = Mock()
|
2023-06-20 15:16:45 +05:30
|
|
|
|
|
|
|
def test_source_url(self):
|
|
|
|
self.assertEqual(
|
|
|
|
self.bq_source.get_source_url(
|
|
|
|
database_name=MOCK_DB_NAME,
|
|
|
|
schema_name=MOCK_SCHEMA_NAME,
|
|
|
|
table_name=MOCK_TABLE_NAME,
|
|
|
|
table_type=TableType.Regular,
|
|
|
|
),
|
|
|
|
EXPECTED_URL,
|
|
|
|
)
|
2023-10-23 12:12:06 +02:00
|
|
|
|
2024-02-07 16:49:27 +05:30
|
|
|
@patch(
|
|
|
|
"metadata.ingestion.source.database.database_service.DatabaseServiceSource.get_database_tag_labels"
|
|
|
|
)
|
|
|
|
def test_yield_database(self, get_database_tag_labels):
|
|
|
|
get_database_tag_labels.return_value = []
|
|
|
|
assert EXPECTED_DATABASE == [
|
|
|
|
either.right for either in self.bq_source.yield_database(MOCK_DB_NAME)
|
|
|
|
]
|
|
|
|
|
|
|
|
def test_yield_database_schema(self):
|
2024-08-21 00:56:19 +09:00
|
|
|
def schema_comment_query(query: str):
|
|
|
|
if query.strip().startswith(
|
|
|
|
"SELECT option_value as schema_description FROM"
|
|
|
|
):
|
|
|
|
result = Mock()
|
|
|
|
mock_result = Mock()
|
|
|
|
mock_result.schema_description = (
|
|
|
|
'"Some description with it\'s own\\nnew line"'
|
|
|
|
)
|
|
|
|
result.result.return_value = [mock_result]
|
|
|
|
return result
|
|
|
|
else:
|
|
|
|
raise NotImplementedError
|
|
|
|
|
|
|
|
self.bq_source.client.query = schema_comment_query
|
|
|
|
|
2024-02-07 16:49:27 +05:30
|
|
|
assert EXPTECTED_DATABASE_SCHEMA == [
|
|
|
|
either.right
|
|
|
|
for either in self.bq_source.yield_database_schema(
|
2024-06-05 21:18:37 +02:00
|
|
|
schema_name=MOCK_DATABASE_SCHEMA.name.root
|
2024-02-07 16:49:27 +05:30
|
|
|
)
|
|
|
|
]
|
|
|
|
|
|
|
|
@patch(
|
|
|
|
"metadata.ingestion.source.database.bigquery.metadata.BigquerySource.get_tag_labels"
|
|
|
|
)
|
|
|
|
@patch(
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"metadata.ingestion.source.database.bigquery.metadata.BigquerySource.get_table_partition_details"
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)
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@patch(
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"metadata.ingestion.source.database.common_db_source.CommonDbSourceService._get_foreign_constraints"
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)
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def test_get_columns_with_constraints(
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self, _get_foreign_constraints, get_table_partition_details, get_tag_labels
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):
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"""
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Test different constraint type ingested as expected
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"""
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get_tag_labels.return_value = []
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get_table_partition_details.return_value = False, None
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2024-03-25 18:20:40 +01:00
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self.bq_source.context.get().__dict__["database"] = MOCK_DB_NAME
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self.bq_source.context.get().__dict__[
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2024-02-07 16:49:27 +05:30
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"database_schema"
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2024-06-05 21:18:37 +02:00
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] = MOCK_DATABASE_SCHEMA.name.root
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2024-02-07 16:49:27 +05:30
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for i, table in enumerate(MOCK_TABLE_NAMES):
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_get_foreign_constraints.return_value = MOCK_TABLE_CONSTRAINT[i]
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self.bq_source.inspector.get_pk_constraint = (
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lambda table_name, schema: MOCK_PK_CONSTRAINT[
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table[0]
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] # pylint: disable=cell-var-from-loop
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)
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self.bq_source.inspector.get_foreign_keys = (
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lambda table_name, schema: MOCK_FK_CONSTRAINT[
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table[0]
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] # pylint: disable=cell-var-from-loop
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)
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self.bq_source.inspector.get_columns = (
|
2025-04-01 13:02:37 +05:30
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lambda table_name, schema, table_type, db_name: MOCK_COLUMN_DATA[
|
2024-02-07 16:49:27 +05:30
|
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|
i
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] # pylint: disable=cell-var-from-loop
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)
|
2024-05-06 18:03:50 +05:30
|
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self.bq_source.inspector.get_table_ddl = (
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|
lambda table_name, schema, db_name: None # pylint: disable=cell-var-from-loop
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|
|
)
|
2024-08-21 00:56:19 +09:00
|
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|
self.bq_source.inspector.get_table_comment = lambda table_name, schema: {
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|
|
"text": table[2]
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|
} # pylint: disable=cell-var-from-loop
|
2024-02-07 16:49:27 +05:30
|
|
|
assert EXPECTED_TABLE[i] == [
|
2024-08-21 00:56:19 +09:00
|
|
|
either.right
|
|
|
|
for either in self.bq_source.yield_table((table[0], table[1]))
|
2024-02-07 16:49:27 +05:30
|
|
|
]
|
|
|
|
|
2023-10-23 12:12:06 +02:00
|
|
|
|
|
|
|
class BigqueryLineageSourceTest(TestCase):
|
2024-02-07 16:49:27 +05:30
|
|
|
"""
|
|
|
|
Implements the necessary methods to extract
|
|
|
|
Bigquery Lineage Test
|
|
|
|
"""
|
|
|
|
|
2023-10-23 12:12:06 +02:00
|
|
|
@patch("metadata.ingestion.source.database.bigquery.connection.get_connection")
|
|
|
|
@patch("metadata.ingestion.source.database.bigquery.connection.test_connection")
|
2023-10-25 11:15:41 +05:30
|
|
|
@patch(
|
|
|
|
"metadata.ingestion.source.database.bigquery.query_parser.BigqueryQueryParserSource.set_project_id"
|
|
|
|
)
|
2023-10-23 15:51:40 +05:30
|
|
|
def __init__(
|
2023-10-25 11:15:41 +05:30
|
|
|
self,
|
|
|
|
methodName,
|
2024-02-07 16:49:27 +05:30
|
|
|
set_project_id_lineage, # pylint: disable=unused-argument
|
|
|
|
test_connection, # pylint: disable=unused-argument
|
|
|
|
get_connection, # pylint: disable=unused-argument
|
2023-10-23 15:51:40 +05:30
|
|
|
) -> None:
|
2023-10-23 12:12:06 +02:00
|
|
|
super().__init__(methodName)
|
|
|
|
|
2024-06-05 21:18:37 +02:00
|
|
|
mock_credentials_path_bq_config = deepcopy(mock_bq_config)
|
|
|
|
mock_credentials_path_bq_config["source"]["serviceConnection"]["config"][
|
|
|
|
"credentials"
|
2024-07-17 07:51:17 +02:00
|
|
|
]["gcpConfig"] = {"path": "credentials.json", "projectId": "my-gcp-project"}
|
2024-06-07 04:36:17 +02:00
|
|
|
self.config = OpenMetadataWorkflowConfig.model_validate(
|
2023-10-23 15:51:40 +05:30
|
|
|
mock_credentials_path_bq_config
|
|
|
|
)
|
2023-10-25 11:15:41 +05:30
|
|
|
self.bq_query_parser = BigqueryLineageSource(
|
|
|
|
self.config.source, self.config.workflowConfig.openMetadataServerConfig
|
|
|
|
)
|
2023-10-23 12:12:06 +02:00
|
|
|
|
|
|
|
def test_get_engine_without_project_id_specified(self):
|
|
|
|
for engine in self.bq_query_parser.get_engine():
|
|
|
|
assert engine is self.bq_query_parser.engine
|