2025-04-02 16:11:27 +05:30
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import uuid
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2025-03-12 12:59:29 +05:30
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from unittest import TestCase
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from unittest.mock import patch
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import pytest
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from metadata.generated.schema.metadataIngestion.workflow import (
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OpenMetadataWorkflowConfig,
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)
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2025-04-02 16:11:27 +05:30
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from metadata.generated.schema.type.entityReference import EntityReference
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from metadata.generated.schema.type.entityReferenceList import EntityReferenceList
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2025-03-12 12:59:29 +05:30
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from metadata.ingestion.ometa.ometa_api import OpenMetadata
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from metadata.ingestion.source.dashboard.powerbi.metadata import PowerbiSource
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2025-04-02 16:11:27 +05:30
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from metadata.ingestion.source.dashboard.powerbi.models import Dataset, PowerBIDashboard
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2025-03-12 12:59:29 +05:30
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MOCK_REDSHIFT_EXP = """
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let
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Source = AmazonRedshift.Database("redsshift-cluster.redshift.amazonaws.com:5439","dev"),
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demo_dbt_jaffle = Source{[Name="demo_dbt_jaffle"]}[Data],
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customers_clean1 = demo_dbt_jaffle{[Name="customers_clean"]}[Data]
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in
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customers_clean1
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"""
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MOCK_REDSHIFT_EXP_INVALID = """
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let
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Source = Database("redsshift-cluster.redshift.amazonaws.com:5439","dev"),
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demo_dbt_jaffle = Source{[Name="demo_dbt_jaffle"]}[Data],
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customers_clean1 = demo_dbt_jaffle{[Name="customers_clean"]}[Data]
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in
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customers_clean1
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"""
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MOCK_REDSHIFT_EXP_INVALID_V2 = """
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let
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Source = AmazonRedshift.Database("redsshift-cluster.redshift.amazonaws.com:5439","dev"),
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customers_clean1 = demo_dbt_jaffle{[Name="customers_clean"]}[Data]
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in
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customers_clean1
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"""
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EXPECTED_REDSHIFT_RESULT = {
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"database": "dev",
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"schema": "demo_dbt_jaffle",
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"table": "customers_clean",
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}
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MOCK_SNOWFLAKE_EXP = """let
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Source = Snowflake.Databases("abcd-123.snowflakecomputing.com","COMPUTE_WH"),
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DEMO_STAGE_Database = Source{[Name="DEMO_STAGE",Kind="Database"]}[Data],
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PUBLIC_Schema = DEMO_STAGE_Database{[Name="PUBLIC",Kind="Schema"]}[Data],
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STG_CUSTOMERS_View = PUBLIC_Schema{[Name="STG_CUSTOMERS",Kind="View"]}[Data]
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in
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STG_CUSTOMERS_View"""
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MOCK_SNOWFLAKE_EXP_INVALID = """let
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Source = Snowflake("abcd-123.snowflakecomputing.com","COMPUTE_WH"),
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DEMO_STAGE_Database = Source{[Name="DEMO_STAGE",Kind="Database"]}[Data],
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in
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STG_CUSTOMERS_View"""
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EXPECTED_SNOWFLAKE_RESULT = {
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"database": "DEMO_STAGE",
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"schema": "PUBLIC",
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"table": "STG_CUSTOMERS",
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}
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mock_config = {
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"source": {
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"type": "powerbi",
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"serviceName": "mock_metabase",
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"serviceConnection": {
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"config": {
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"type": "PowerBI",
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"clientId": "client_id",
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"clientSecret": "secret",
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"tenantId": "tenant_id",
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},
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},
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"sourceConfig": {"config": {"type": "DashboardMetadata"}},
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},
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"sink": {"type": "metadata-rest", "config": {}},
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"workflowConfig": {
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"loggerLevel": "DEBUG",
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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": "eyJraWQiOiJHYjM4OWEtOWY3Ni1nZGpzLWE5MmotMDI0MmJrOTQzNTYiLCJ0eXAiOiJKV1QiLCJhbGc"
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"iOiJSUzI1NiJ9.eyJzdWIiOiJhZG1pbiIsImlzQm90IjpmYWxzZSwiaXNzIjoib3Blbi1tZXRhZGF0YS5vcmciLCJpYXQiOjE"
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"2NjM5Mzg0NjIsImVtYWlsIjoiYWRtaW5Ab3Blbm1ldGFkYXRhLm9yZyJ9.tS8um_5DKu7HgzGBzS1VTA5uUjKWOCU0B_j08WXB"
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"iEC0mr0zNREkqVfwFDD-d24HlNEbrqioLsBuFRiwIWKc1m_ZlVQbG7P36RUxhuv2vbSp80FKyNM-Tj93FDzq91jsyNmsQhyNv_fN"
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"r3TXfzzSPjHt8Go0FMMP66weoKMgW2PbXlhVKwEuXUHyakLLzewm9UMeQaEiRzhiTMU3UkLXcKbYEJJvfNFcLwSl9W8JCO_l0Yj3u"
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"d-qt_nQYEZwqW6u5nfdQllN133iikV4fM5QZsMCnm8Rq1mvLR0y9bmJiD7fwM1tmJ791TUWqmKaTnP49U493VanKpUAfzIiOiIbhg"
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},
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},
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},
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}
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2025-04-02 16:11:27 +05:30
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MOCK_DASHBOARD_WITH_OWNERS = {
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"id": "dashboard1",
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"displayName": "Test Dashboard",
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"webUrl": "https://test.com",
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"embedUrl": "https://test.com/embed",
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"tiles": [],
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"users": [
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{"displayName": "John Doe", "emailAddress": "john.doe@example.com"},
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{"displayName": "Jane Smith", "emailAddress": "jane.smith@example.com"},
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],
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}
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MOCK_DATASET_WITH_OWNERS = {
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"id": "dataset1",
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"name": "Test Dataset",
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"tables": [],
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"description": "Test dataset description",
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"users": [{"displayName": "John Doe", "emailAddress": "john.doe@example.com"}],
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}
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MOCK_USER_1_ENITYTY_REF_LIST = EntityReferenceList(
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root=[EntityReference(id=uuid.uuid4(), name="John Doe", type="user")]
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)
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MOCK_USER_2_ENITYTY_REF_LIST = EntityReferenceList(
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root=[EntityReference(id=uuid.uuid4(), name="Jane Smith", type="user")]
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)
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2025-03-12 12:59:29 +05:30
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class PowerBIUnitTest(TestCase):
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"""
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Implements the necessary methods to extract
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powerbi Dashboard Unit Test
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"""
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@patch(
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"metadata.ingestion.source.dashboard.dashboard_service.DashboardServiceSource.test_connection"
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)
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@patch("metadata.ingestion.source.dashboard.powerbi.connection.get_connection")
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def __init__(self, methodName, get_connection, test_connection) -> None:
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super().__init__(methodName)
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get_connection.return_value = False
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test_connection.return_value = False
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self.config = OpenMetadataWorkflowConfig.model_validate(mock_config)
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self.powerbi: PowerbiSource = PowerbiSource.create(
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mock_config["source"],
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OpenMetadata(self.config.workflowConfig.openMetadataServerConfig),
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)
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@pytest.mark.order(1)
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def test_parse_database_source(self):
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# Test with valid redshift source
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result = self.powerbi._parse_redshift_source(MOCK_REDSHIFT_EXP)
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self.assertEqual(result, EXPECTED_REDSHIFT_RESULT)
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# Test with invalid redshift source
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result = self.powerbi._parse_redshift_source(MOCK_REDSHIFT_EXP_INVALID)
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self.assertEqual(result, None)
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# Test with invalid redshift source
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result = self.powerbi._parse_redshift_source(MOCK_REDSHIFT_EXP_INVALID_V2)
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self.assertEqual(result, None)
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# Test with valid snowflake source
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result = self.powerbi._parse_snowflake_source(MOCK_SNOWFLAKE_EXP)
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self.assertEqual(result, EXPECTED_SNOWFLAKE_RESULT)
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# Test with invalid snowflake source
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result = self.powerbi._parse_snowflake_source(MOCK_SNOWFLAKE_EXP_INVALID)
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self.assertEqual(result, None)
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@pytest.mark.order(2)
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@patch("metadata.ingestion.ometa.ometa_api.OpenMetadata.get_reference_by_email")
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def test_owner_ingestion(self, get_reference_by_email):
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# Mock responses for dashboard owners
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self.powerbi.metadata.get_reference_by_email.side_effect = [
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MOCK_USER_1_ENITYTY_REF_LIST,
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MOCK_USER_2_ENITYTY_REF_LIST,
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]
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# Test dashboard owner ingestion
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dashboard = PowerBIDashboard.model_validate(MOCK_DASHBOARD_WITH_OWNERS)
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owner_ref = self.powerbi.get_owner_ref(dashboard)
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self.assertIsNotNone(owner_ref)
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self.assertEqual(len(owner_ref.root), 2)
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self.assertEqual(owner_ref.root[0].name, "John Doe")
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self.assertEqual(owner_ref.root[1].name, "Jane Smith")
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# Verify get_reference_by_email was called with correct emails
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self.powerbi.metadata.get_reference_by_email.assert_any_call(
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"john.doe@example.com"
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)
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self.powerbi.metadata.get_reference_by_email.assert_any_call(
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"jane.smith@example.com"
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)
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# Reset mock for dataset test
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self.powerbi.metadata.get_reference_by_email.reset_mock()
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self.powerbi.metadata.get_reference_by_email.side_effect = [
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MOCK_USER_1_ENITYTY_REF_LIST
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]
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# Test dataset owner ingestion
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dataset = Dataset.model_validate(MOCK_DATASET_WITH_OWNERS)
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owner_ref = self.powerbi.get_owner_ref(dataset)
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self.assertIsNotNone(owner_ref.root)
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self.assertEqual(len(owner_ref.root), 1)
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self.assertEqual(owner_ref.root[0].name, "John Doe")
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# Verify get_reference_by_email was called with correct email
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self.powerbi.metadata.get_reference_by_email.assert_called_once_with(
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"john.doe@example.com"
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)
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# Reset mock for no owners test
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self.powerbi.metadata.get_reference_by_email.reset_mock()
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# Test with no owners
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dashboard_no_owners = PowerBIDashboard.model_validate(
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{
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"id": "dashboard2",
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"displayName": "Test Dashboard 2",
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"webUrl": "https://test.com",
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"embedUrl": "https://test.com/embed",
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"tiles": [],
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"users": [],
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}
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)
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owner_ref = self.powerbi.get_owner_ref(dashboard_no_owners)
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self.assertIsNone(owner_ref)
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# Verify get_reference_by_email was not called when there are no owners
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self.powerbi.metadata.get_reference_by_email.assert_not_called()
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