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* pydantic v2 * pydanticv2 * fix parser * fix annotated * fix model dumping * mysql ingestion * clean root models * clean root models * bump airflow * bump airflow * bump airflow * optionals * optionals * optionals * jdk * airflow migrate * fab provider * fab provider * fab provider * some more fixes * fixing tests and imports * model_dump and model_validate * model_dump and model_validate * model_dump and model_validate * union * pylint * pylint * integration tests * fix CostAnalysisReportData * integration tests * tests * missing defaults * missing defaults
320 lines
11 KiB
Python
320 lines
11 KiB
Python
# 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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OpenMetadata high-level API Lineage test
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"""
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from unittest import TestCase
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from metadata.generated.schema.api.lineage.addLineage import AddLineageRequest
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from metadata.generated.schema.entity.data.dashboard import Dashboard
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from metadata.generated.schema.entity.data.dashboardDataModel import DashboardDataModel
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from metadata.generated.schema.entity.data.database import Database
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from metadata.generated.schema.entity.data.databaseSchema import DatabaseSchema
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from metadata.generated.schema.entity.data.pipeline import Pipeline
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from metadata.generated.schema.entity.data.table import Table
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from metadata.generated.schema.entity.services.dashboardService import DashboardService
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from metadata.generated.schema.entity.services.databaseService import DatabaseService
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from metadata.generated.schema.entity.services.pipelineService import PipelineService
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from metadata.generated.schema.type.entityLineage import (
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ColumnLineage,
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EntitiesEdge,
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EntityLineage,
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LineageDetails,
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)
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from metadata.generated.schema.type.entityReference import EntityReference
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from ..integration_base import (
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generate_name,
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get_create_entity,
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get_create_service,
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int_admin_ometa,
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)
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class OMetaLineageTest(TestCase):
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"""
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Run this integration test with the local API available
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Install the ingestion package before running the tests
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"""
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service_entity_id = None
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metadata = int_admin_ometa()
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assert metadata.health_check()
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db_service_name = generate_name()
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pipeline_service_name = generate_name()
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dashboard_service_name = generate_name()
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db_service = get_create_service(entity=DatabaseService, name=db_service_name)
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pipeline_service = get_create_service(
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entity=PipelineService, name=pipeline_service_name
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)
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dashboard_service = get_create_service(
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entity=DashboardService, name=dashboard_service_name
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)
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@classmethod
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def setUpClass(cls) -> None:
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"""
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Prepare ingredients
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"""
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cls.db_service_entity: DatabaseService = cls.metadata.create_or_update(
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data=cls.db_service
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)
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cls.pipeline_service_entity: PipelineService = cls.metadata.create_or_update(
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data=cls.pipeline_service
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)
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cls.dashboard_service_entity: DashboardService = cls.metadata.create_or_update(
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data=cls.dashboard_service
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)
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create_db_entity: Database = cls.metadata.create_or_update(
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data=get_create_entity(
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entity=Database,
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reference=cls.db_service_entity.fullyQualifiedName,
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name=generate_name(),
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)
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)
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create_schema_entity = cls.metadata.create_or_update(
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data=get_create_entity(
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entity=DatabaseSchema,
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reference=create_db_entity.fullyQualifiedName,
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name=generate_name(),
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)
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)
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cls.table1 = get_create_entity(
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name=generate_name(),
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entity=Table,
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reference=create_schema_entity.fullyQualifiedName,
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)
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cls.table1_entity = cls.metadata.create_or_update(data=cls.table1)
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cls.table2 = get_create_entity(
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name=generate_name(),
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entity=Table,
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reference=create_schema_entity.fullyQualifiedName,
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)
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cls.table2_entity = cls.metadata.create_or_update(data=cls.table2)
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cls.pipeline = get_create_entity(
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name=generate_name(),
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entity=Pipeline,
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reference=cls.pipeline_service_entity.fullyQualifiedName,
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)
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cls.pipeline_entity = cls.metadata.create_or_update(data=cls.pipeline)
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cls.dashboard = get_create_entity(
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name=generate_name(),
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entity=Dashboard,
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reference=cls.dashboard_service_entity.fullyQualifiedName,
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)
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cls.dashboard_entity = cls.metadata.create_or_update(data=cls.dashboard)
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cls.dashboard_datamodel = get_create_entity(
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name=generate_name(),
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entity=DashboardDataModel,
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reference=cls.dashboard_service_entity.fullyQualifiedName,
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)
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cls.dashboard_datamodel_entity = cls.metadata.create_or_update(
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data=cls.dashboard_datamodel
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)
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@classmethod
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def tearDownClass(cls) -> None:
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"""
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Clean up
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"""
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db_service_id = str(
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cls.metadata.get_by_name(
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entity=DatabaseService, fqn=cls.db_service_name
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).id.root
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)
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pipeline_service_id = str(
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cls.metadata.get_by_name(
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entity=PipelineService, fqn=cls.pipeline_service_name
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).id.root
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)
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dashboard_service_id = str(
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cls.metadata.get_by_name(
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entity=DashboardService, fqn=cls.dashboard_service_name
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).id.root
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)
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cls.metadata.delete(
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entity=PipelineService,
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entity_id=pipeline_service_id,
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recursive=True,
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hard_delete=True,
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)
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cls.metadata.delete(
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entity=DatabaseService,
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entity_id=db_service_id,
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recursive=True,
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hard_delete=True,
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)
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cls.metadata.delete(
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entity=DashboardService,
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entity_id=dashboard_service_id,
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recursive=True,
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hard_delete=True,
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)
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def test_create(self):
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"""
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We can create a Lineage and get the origin node lineage info back
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"""
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from_id = str(self.table1_entity.id.root)
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to_id = str(self.table2_entity.id.root)
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res = self.metadata.add_lineage(
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data=AddLineageRequest(
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edge=EntitiesEdge(
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fromEntity=EntityReference(id=self.table1_entity.id, type="table"),
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toEntity=EntityReference(id=self.table2_entity.id, type="table"),
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lineageDetails=LineageDetails(description="test lineage"),
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),
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)
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)
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# Check that we get the origin ID in the entity
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self.assertEqual(from_id, res["entity"]["id"])
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# Check that the toEntity is a node in the origin lineage
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node_id = next(
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iter([node["id"] for node in res["nodes"] if node["id"] == to_id]), None
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)
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self.assertIsNotNone(node_id)
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# Add pipeline to the lineage edge
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linage_request_1 = AddLineageRequest(
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edge=EntitiesEdge(
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fromEntity=EntityReference(id=self.table1_entity.id, type="table"),
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toEntity=EntityReference(id=self.table2_entity.id, type="table"),
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lineageDetails=LineageDetails(
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description="test lineage",
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pipeline=EntityReference(
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id=self.pipeline_entity.id, type="pipeline"
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),
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),
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),
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)
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res = self.metadata.add_lineage(data=linage_request_1, check_patch=True)
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res["entity"]["id"] = str(res["entity"]["id"])
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self.assertEqual(len(res["downstreamEdges"]), 1)
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self.assertEqual(
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res["downstreamEdges"][0]["lineageDetails"]["pipeline"]["id"],
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str(self.pipeline_entity.id.root),
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)
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# Add a column to the lineage edge
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linage_request_2 = AddLineageRequest(
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edge=EntitiesEdge(
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fromEntity=EntityReference(id=self.table1_entity.id, type="table"),
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toEntity=EntityReference(id=self.table2_entity.id, type="table"),
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lineageDetails=LineageDetails(
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description="test lineage",
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columnsLineage=[
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ColumnLineage(
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fromColumns=[
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f"{self.table1_entity.fullyQualifiedName.root}.id"
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],
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toColumn=f"{self.table2_entity.fullyQualifiedName.root}.id",
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)
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],
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),
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),
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)
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res = self.metadata.add_lineage(data=linage_request_2, check_patch=True)
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res["entity"]["id"] = str(res["entity"]["id"])
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self.assertEqual(len(res["downstreamEdges"]), 1)
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self.assertEqual(
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res["downstreamEdges"][0]["lineageDetails"]["pipeline"]["id"],
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str(self.pipeline_entity.id.root),
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)
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self.assertEqual(
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len(res["downstreamEdges"][0]["lineageDetails"]["columnsLineage"]), 1
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)
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# Add a new column to the lineage edge
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linage_request_2 = AddLineageRequest(
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edge=EntitiesEdge(
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fromEntity=EntityReference(id=self.table1_entity.id, type="table"),
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toEntity=EntityReference(id=self.table2_entity.id, type="table"),
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lineageDetails=LineageDetails(
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description="test lineage",
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columnsLineage=[
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ColumnLineage(
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fromColumns=[
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f"{self.table1_entity.fullyQualifiedName.root}.name"
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],
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toColumn=f"{self.table2_entity.fullyQualifiedName.root}.name",
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)
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],
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),
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),
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)
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res = self.metadata.add_lineage(data=linage_request_2, check_patch=True)
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res["entity"]["id"] = str(res["entity"]["id"])
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self.assertEqual(len(res["downstreamEdges"]), 1)
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self.assertEqual(
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res["downstreamEdges"][0]["lineageDetails"]["pipeline"]["id"],
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str(self.pipeline_entity.id.root),
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)
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self.assertEqual(
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len(res["downstreamEdges"][0]["lineageDetails"]["columnsLineage"]), 2
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)
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def test_table_datamodel_lineage(self):
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"""We can create and get lineage for a table to a dashboard datamodel"""
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from_id = str(self.table1_entity.id.root)
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res = self.metadata.add_lineage(
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data=AddLineageRequest(
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edge=EntitiesEdge(
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fromEntity=EntityReference(id=self.table1_entity.id, type="table"),
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toEntity=EntityReference(
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id=self.dashboard_datamodel_entity.id, type="dashboardDataModel"
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),
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lineageDetails=LineageDetails(description="test lineage"),
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),
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)
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)
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# Check that we get the origin ID in the entity
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self.assertEqual(from_id, res["entity"]["id"])
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# use the SDK to get the lineage
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datamodel_lineage = self.metadata.get_lineage_by_name(
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entity=DashboardDataModel,
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fqn=self.dashboard_datamodel_entity.fullyQualifiedName.root,
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)
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entity_lineage = EntityLineage.parse_obj(datamodel_lineage)
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self.assertEqual(from_id, str(entity_lineage.upstreamEdges[0].fromEntity.root))
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