OpenMetadata/ingestion/tests/integration/ometa/test_ometa_lineage_api.py

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# Copyright 2021 Collate
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
# http://www.apache.org/licenses/LICENSE-2.0
# Unless required by applicable law or agreed to in writing, software
# distributed under the License is distributed on an "AS IS" BASIS,
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and
# limitations under the License.
"""
OpenMetadata high-level API Lineage test
"""
from unittest import TestCase
from metadata.generated.schema.api.data.createDatabase import CreateDatabaseRequest
from metadata.generated.schema.api.data.createDatabaseSchema import (
CreateDatabaseSchemaRequest,
)
from metadata.generated.schema.api.data.createPipeline import CreatePipelineRequest
from metadata.generated.schema.api.data.createTable import CreateTableRequest
from metadata.generated.schema.api.lineage.addLineage import AddLineageRequest
from metadata.generated.schema.api.services.createDatabaseService import (
CreateDatabaseServiceRequest,
)
from metadata.generated.schema.api.services.createPipelineService import (
CreatePipelineServiceRequest,
)
from metadata.generated.schema.entity.data.table import Column, DataType
from metadata.generated.schema.entity.services.connections.database.common.basicAuth import (
BasicAuth,
)
from metadata.generated.schema.entity.services.connections.database.mysqlConnection import (
MysqlConnection,
)
from metadata.generated.schema.entity.services.connections.metadata.openMetadataConnection import (
OpenMetadataConnection,
)
from metadata.generated.schema.entity.services.connections.pipeline.airflowConnection import (
AirflowConnection,
)
from metadata.generated.schema.entity.services.connections.pipeline.backendConnection import (
BackendConnection,
)
from metadata.generated.schema.entity.services.databaseService import (
DatabaseConnection,
DatabaseService,
DatabaseServiceType,
)
from metadata.generated.schema.entity.services.pipelineService import (
PipelineConnection,
PipelineService,
PipelineServiceType,
)
from metadata.generated.schema.security.client.openMetadataJWTClientConfig import (
OpenMetadataJWTClientConfig,
)
from metadata.generated.schema.type.entityLineage import (
ColumnLineage,
EntitiesEdge,
LineageDetails,
)
from metadata.generated.schema.type.entityReference import EntityReference
from metadata.ingestion.ometa.ometa_api import OpenMetadata
class OMetaLineageTest(TestCase):
"""
Run this integration test with the local API available
Install the ingestion package before running the tests
"""
service_entity_id = None
# pylint: disable=line-too-long
server_config = OpenMetadataConnection(
hostPort="http://localhost:8585/api",
authProvider="openmetadata",
securityConfig=OpenMetadataJWTClientConfig(
jwtToken="eyJraWQiOiJHYjM4OWEtOWY3Ni1nZGpzLWE5MmotMDI0MmJrOTQzNTYiLCJ0eXAiOiJKV1QiLCJhbGciOiJSUzI1NiJ9.eyJzdWIiOiJhZG1pbiIsImlzQm90IjpmYWxzZSwiaXNzIjoib3Blbi1tZXRhZGF0YS5vcmciLCJpYXQiOjE2NjM5Mzg0NjIsImVtYWlsIjoiYWRtaW5Ab3Blbm1ldGFkYXRhLm9yZyJ9.tS8um_5DKu7HgzGBzS1VTA5uUjKWOCU0B_j08WXBiEC0mr0zNREkqVfwFDD-d24HlNEbrqioLsBuFRiwIWKc1m_ZlVQbG7P36RUxhuv2vbSp80FKyNM-Tj93FDzq91jsyNmsQhyNv_fNr3TXfzzSPjHt8Go0FMMP66weoKMgW2PbXlhVKwEuXUHyakLLzewm9UMeQaEiRzhiTMU3UkLXcKbYEJJvfNFcLwSl9W8JCO_l0Yj3ud-qt_nQYEZwqW6u5nfdQllN133iikV4fM5QZsMCnm8Rq1mvLR0y9bmJiD7fwM1tmJ791TUWqmKaTnP49U493VanKpUAfzIiOiIbhg"
),
)
metadata = OpenMetadata(server_config)
assert metadata.health_check()
db_service = CreateDatabaseServiceRequest(
name="test-service-db-lineage",
serviceType=DatabaseServiceType.Mysql,
connection=DatabaseConnection(
config=MysqlConnection(
username="username",
authType=BasicAuth(
password="password",
),
hostPort="http://localhost:1234",
)
),
)
pipeline_service = CreatePipelineServiceRequest(
name="test-service-pipeline-lineage",
serviceType=PipelineServiceType.Airflow,
connection=PipelineConnection(
config=AirflowConnection(
hostPort="http://localhost:8080",
connection=BackendConnection(),
),
),
)
@classmethod
def setUpClass(cls) -> None:
"""
Prepare ingredients
"""
cls.db_service_entity = cls.metadata.create_or_update(data=cls.db_service)
cls.pipeline_service_entity = cls.metadata.create_or_update(
data=cls.pipeline_service
)
create_db = CreateDatabaseRequest(
name="test-db",
service=cls.db_service_entity.fullyQualifiedName,
)
create_db_entity = cls.metadata.create_or_update(data=create_db)
create_schema = CreateDatabaseSchemaRequest(
name="test-schema",
database=create_db_entity.fullyQualifiedName,
)
create_schema_entity = cls.metadata.create_or_update(data=create_schema)
cls.table1 = CreateTableRequest(
name="table1",
databaseSchema=create_schema_entity.fullyQualifiedName,
columns=[
Column(name="id", dataType=DataType.BIGINT),
Column(name="name", dataType=DataType.STRING),
],
)
cls.table1_entity = cls.metadata.create_or_update(data=cls.table1)
cls.table2 = CreateTableRequest(
name="table2",
databaseSchema=create_schema_entity.fullyQualifiedName,
columns=[
Column(name="id", dataType=DataType.BIGINT),
Column(name="name", dataType=DataType.STRING),
],
)
cls.table2_entity = cls.metadata.create_or_update(data=cls.table2)
cls.pipeline = CreatePipelineRequest(
name="test",
service=cls.pipeline_service_entity.fullyQualifiedName,
)
cls.pipeline_entity = cls.metadata.create_or_update(data=cls.pipeline)
cls.create = AddLineageRequest(
edge=EntitiesEdge(
fromEntity=EntityReference(id=cls.table1_entity.id, type="table"),
toEntity=EntityReference(id=cls.table2_entity.id, type="table"),
lineageDetails=LineageDetails(description="test lineage"),
),
)
@classmethod
def tearDownClass(cls) -> None:
"""
Clean up
"""
db_service_id = str(
cls.metadata.get_by_name(
entity=DatabaseService, fqn="test-service-db-lineage"
).id.__root__
)
pipeline_service_id = str(
cls.metadata.get_by_name(
entity=PipelineService, fqn="test-service-pipeline-lineage"
).id.__root__
)
cls.metadata.delete(
entity=PipelineService,
entity_id=pipeline_service_id,
recursive=True,
hard_delete=True,
)
cls.metadata.delete(
entity=DatabaseService,
entity_id=db_service_id,
recursive=True,
hard_delete=True,
)
def test_create(self):
"""
We can create a Lineage and get the origin node lineage info back
"""
from_id = str(self.table1_entity.id.__root__)
to_id = str(self.table2_entity.id.__root__)
res = self.metadata.add_lineage(data=self.create)
# Check that we get the origin ID in the entity
assert res["entity"]["id"] == from_id
# Check that the toEntity is a node in the origin lineage
node_id = next(
iter([node["id"] for node in res["nodes"] if node["id"] == to_id]), None
)
assert node_id
# Add Pipeline to the lineage edge
linage_request_1 = AddLineageRequest(
edge=EntitiesEdge(
fromEntity=EntityReference(id=self.table1_entity.id, type="table"),
toEntity=EntityReference(id=self.table2_entity.id, type="table"),
lineageDetails=LineageDetails(
description="test lineage",
pipeline=EntityReference(
id=self.pipeline_entity.id, type="pipeline"
),
),
),
)
res = self.metadata.add_lineage(data=linage_request_1, check_patch=True)
res["entity"]["id"] = str(res["entity"]["id"])
self.assertEqual(len(res["downstreamEdges"]), 1)
self.assertEqual(
res["downstreamEdges"][0]["lineageDetails"]["pipeline"]["id"],
str(self.pipeline_entity.id.__root__),
)
# Add a column to the lineage edge
linage_request_2 = AddLineageRequest(
edge=EntitiesEdge(
fromEntity=EntityReference(id=self.table1_entity.id, type="table"),
toEntity=EntityReference(id=self.table2_entity.id, type="table"),
lineageDetails=LineageDetails(
description="test lineage",
columnsLineage=[
ColumnLineage(
fromColumns=[
f"{self.table1_entity.fullyQualifiedName.__root__}.id"
],
toColumn=f"{self.table2_entity.fullyQualifiedName.__root__}.id",
)
],
),
),
)
res = self.metadata.add_lineage(data=linage_request_2, check_patch=True)
res["entity"]["id"] = str(res["entity"]["id"])
self.assertEqual(len(res["downstreamEdges"]), 1)
self.assertEqual(
res["downstreamEdges"][0]["lineageDetails"]["pipeline"]["id"],
str(self.pipeline_entity.id.__root__),
)
self.assertEqual(
len(res["downstreamEdges"][0]["lineageDetails"]["columnsLineage"]), 1
)
# Add a new column to the lineage edge
linage_request_2 = AddLineageRequest(
edge=EntitiesEdge(
fromEntity=EntityReference(id=self.table1_entity.id, type="table"),
toEntity=EntityReference(id=self.table2_entity.id, type="table"),
lineageDetails=LineageDetails(
description="test lineage",
columnsLineage=[
ColumnLineage(
fromColumns=[
f"{self.table1_entity.fullyQualifiedName.__root__}.name"
],
toColumn=f"{self.table2_entity.fullyQualifiedName.__root__}.name",
)
],
),
),
)
res = self.metadata.add_lineage(data=linage_request_2, check_patch=True)
res["entity"]["id"] = str(res["entity"]["id"])
self.assertEqual(len(res["downstreamEdges"]), 1)
self.assertEqual(
res["downstreamEdges"][0]["lineageDetails"]["pipeline"]["id"],
str(self.pipeline_entity.id.__root__),
)
self.assertEqual(
len(res["downstreamEdges"][0]["lineageDetails"]["columnsLineage"]), 2
)