2025-05-19 10:14:33 +05:30

341 lines
13 KiB
Python

# Copyright 2025 Collate
# Licensed under the Collate Community License, Version 1.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
# https://github.com/open-metadata/OpenMetadata/blob/main/ingestion/LICENSE
# 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.
"""
Test Airbyte using the topology
"""
# pylint: disable=line-too-long
import json
from pathlib import Path
from unittest import TestCase
from unittest.mock import patch
from metadata.generated.schema.api.data.createPipeline import CreatePipelineRequest
from metadata.generated.schema.api.lineage.addLineage import AddLineageRequest
from metadata.generated.schema.entity.data.pipeline import (
Pipeline,
PipelineStatus,
StatusType,
Task,
TaskStatus,
)
from metadata.generated.schema.entity.data.table import Table
from metadata.generated.schema.entity.services.pipelineService import (
PipelineConnection,
PipelineService,
PipelineServiceType,
)
from metadata.generated.schema.metadataIngestion.workflow import (
OpenMetadataWorkflowConfig,
)
from metadata.generated.schema.type.basic import FullyQualifiedEntityName
from metadata.generated.schema.type.entityLineage import EntitiesEdge, LineageDetails
from metadata.generated.schema.type.entityLineage import Source as LineageSource
from metadata.generated.schema.type.entityReference import EntityReference
from metadata.ingestion.models.pipeline_status import OMetaPipelineStatus
from metadata.ingestion.source.pipeline.airbyte.metadata import (
AirbytePipelineDetails,
AirbyteSource,
)
from metadata.utils.constants import UTF_8
mock_file_path = (
Path(__file__).parent.parent.parent / "resources/datasets/airbyte_dataset.json"
)
with open(mock_file_path, encoding=UTF_8) as file:
mock_data: dict = json.load(file)
mock_airbyte_config = {
"source": {
"type": "airbyte",
"serviceName": "airbyte_source",
"serviceConnection": {
"config": {"type": "Airbyte", "hostPort": "http://localhost:1234"}
},
"sourceConfig": {"config": {"type": "PipelineMetadata"}},
},
"sink": {"type": "metadata-rest", "config": {}},
"workflowConfig": {
"openMetadataServerConfig": {
"hostPort": "http://localhost:8585/api",
"authProvider": "openmetadata",
"securityConfig": {
"jwtToken": "eyJraWQiOiJHYjM4OWEtOWY3Ni1nZGpzLWE5MmotMDI0MmJrOTQzNTYiLCJ0eXAiOiJKV1QiLCJhbGciOiJSUzI1NiJ9.eyJzdWIiOiJhZG1pbiIsImlzQm90IjpmYWxzZSwiaXNzIjoib3Blbi1tZXRhZGF0YS5vcmciLCJpYXQiOjE2NjM5Mzg0NjIsImVtYWlsIjoiYWRtaW5Ab3Blbm1ldGFkYXRhLm9yZyJ9.tS8um_5DKu7HgzGBzS1VTA5uUjKWOCU0B_j08WXBiEC0mr0zNREkqVfwFDD-d24HlNEbrqioLsBuFRiwIWKc1m_ZlVQbG7P36RUxhuv2vbSp80FKyNM-Tj93FDzq91jsyNmsQhyNv_fNr3TXfzzSPjHt8Go0FMMP66weoKMgW2PbXlhVKwEuXUHyakLLzewm9UMeQaEiRzhiTMU3UkLXcKbYEJJvfNFcLwSl9W8JCO_l0Yj3ud-qt_nQYEZwqW6u5nfdQllN133iikV4fM5QZsMCnm8Rq1mvLR0y9bmJiD7fwM1tmJ791TUWqmKaTnP49U493VanKpUAfzIiOiIbhg"
},
}
},
}
EXPECTED_AIRBYTE_DETAILS = AirbytePipelineDetails(
workspace=mock_data["workspace"][0], connection=mock_data["connection"][0]
)
MOCK_CONNECTION_URI_PATH = (
"http://localhost:1234/workspaces/af5680ec-2687-4fe0-bd55-5ad5f020a603/"
"connections/a10f6d82-4fc6-4c90-ba04-bb773c8fbb0f"
)
EXPECTED_PIPELINE_STATUS = [
OMetaPipelineStatus(
pipeline_fqn="airbyte_source.a10f6d82-4fc6-4c90-ba04-bb773c8fbb0f",
pipeline_status=PipelineStatus(
executionStatus=StatusType.Pending.value,
taskStatus=[
TaskStatus(
name="a10f6d82-4fc6-4c90-ba04-bb773c8fbb0f",
executionStatus=StatusType.Pending.value,
startTime=1655482894000,
endTime=None,
logLink=f"{MOCK_CONNECTION_URI_PATH}/status",
)
],
timestamp=1655482894000,
),
),
OMetaPipelineStatus(
pipeline_fqn="airbyte_source.a10f6d82-4fc6-4c90-ba04-bb773c8fbb0f",
pipeline_status=PipelineStatus(
executionStatus=StatusType.Successful.value,
taskStatus=[
TaskStatus(
name="a10f6d82-4fc6-4c90-ba04-bb773c8fbb0f",
executionStatus=StatusType.Successful.value,
startTime=1655393914000,
endTime=1655394054000,
logLink=f"{MOCK_CONNECTION_URI_PATH}/status",
)
],
timestamp=1655393914000,
),
),
]
EXPECTED_CREATED_PIPELINES = CreatePipelineRequest(
name="a10f6d82-4fc6-4c90-ba04-bb773c8fbb0f",
displayName="MSSQL <> Postgres",
sourceUrl=MOCK_CONNECTION_URI_PATH,
tasks=[
Task(
name="a10f6d82-4fc6-4c90-ba04-bb773c8fbb0f",
displayName="MSSQL <> Postgres",
sourceUrl=f"{MOCK_CONNECTION_URI_PATH}/status",
)
],
service=FullyQualifiedEntityName("airbyte_source"),
)
MOCK_PIPELINE_SERVICE = PipelineService(
id="85811038-099a-11ed-861d-0242ac120002",
name="airbyte_source",
fullyQualifiedName=FullyQualifiedEntityName("airbyte_source"),
connection=PipelineConnection(),
serviceType=PipelineServiceType.Airbyte,
)
MOCK_PIPELINE = Pipeline(
id="2aaa012e-099a-11ed-861d-0242ac120002",
name="a10f6d82-4fc6-4c90-ba04-bb773c8fbb0f",
fullyQualifiedName="airbyte_source.a10f6d82-4fc6-4c90-ba04-bb773c8fbb0f",
displayName="MSSQL <> Postgres",
sourceUrl=MOCK_CONNECTION_URI_PATH,
tasks=[
Task(
name="a10f6d82-4fc6-4c90-ba04-bb773c8fbb0f",
displayName="MSSQL <> Postgres",
sourceUrl=f"{MOCK_CONNECTION_URI_PATH}/status",
)
],
service=EntityReference(
id="85811038-099a-11ed-861d-0242ac120002", type="pipelineService"
),
)
# Mock data for lineage testing
MOCK_POSTGRES_SOURCE_TABLE = Table(
id="69fc8906-4a4a-45ab-9a54-9cc2d399e10e",
name="mock_table_name",
fullyQualifiedName="mock_source_service.mock_source_db.mock_source_schema.mock_table_name",
columns=[{"name": "id", "dataType": "INT"}, {"name": "name", "dataType": "STRING"}],
)
MOCK_POSTGRES_DESTINATION_TABLE = Table(
id="59fc8906-4a4a-45ab-9a54-9cc2d399e10e",
name="mock_table_name",
fullyQualifiedName=(
"mock_destination_service.mock_destination_db"
".mock_destination_schema.mock_table_name"
),
columns=[{"name": "id", "dataType": "INT"}, {"name": "name", "dataType": "STRING"}],
)
EXPECTED_LINEAGE = AddLineageRequest(
edge=EntitiesEdge(
fromEntity=EntityReference(
id="69fc8906-4a4a-45ab-9a54-9cc2d399e10e", type="table"
),
toEntity=EntityReference(
id="59fc8906-4a4a-45ab-9a54-9cc2d399e10e", type="table"
),
lineageDetails=LineageDetails(
pipeline=EntityReference(
id="2aaa012e-099a-11ed-861d-0242ac120002", type="pipeline"
),
source=LineageSource.PipelineLineage,
),
)
)
MOCK_SOURCE_TABLE_FQN = (
"mock_source_service.mock_source_db.mock_source_schema.mock_table_name"
)
MOCK_DESTINATION_TABLE_FQN = "mock_destination_service.mock_destination_db.mock_destination_schema.mock_table_name"
# Configure mock for _get_table_fqn to return FQNs for source and destination tables
def mock_get_table_fqn(self, table_details): # pylint: disable=unused-argument
if table_details.name != "mock_table_name":
return None
if table_details.schema == "mock_source_schema":
return MOCK_SOURCE_TABLE_FQN
if table_details.schema == "mock_destination_schema":
return MOCK_DESTINATION_TABLE_FQN
if table_details.schema == "mock_source_db":
return MOCK_SOURCE_TABLE_FQN
if table_details.schema == "mock_destination_db":
return MOCK_DESTINATION_TABLE_FQN
return None
# Configure the mock to return our test tables and pipeline
def mock_get_by_name(entity, fqn):
if entity == Table:
if fqn == MOCK_SOURCE_TABLE_FQN:
return MOCK_POSTGRES_SOURCE_TABLE
if fqn == MOCK_DESTINATION_TABLE_FQN:
return MOCK_POSTGRES_DESTINATION_TABLE
if entity == Pipeline:
return MOCK_PIPELINE
return None
class AirbyteUnitTest(TestCase):
"""Test class for Airbyte source module."""
@patch(
"metadata.ingestion.source.pipeline.pipeline_service.PipelineServiceSource.test_connection"
)
@patch("metadata.ingestion.source.pipeline.airbyte.connection.get_connection")
def __init__(self, methodName, airbyte_client, test_connection) -> None:
super().__init__(methodName)
test_connection.return_value = False
config = OpenMetadataWorkflowConfig.model_validate(mock_airbyte_config)
self.airbyte = AirbyteSource.create(
mock_airbyte_config["source"],
config.workflowConfig.openMetadataServerConfig,
)
self.airbyte.context.get().__dict__["pipeline"] = MOCK_PIPELINE.name.root
self.airbyte.context.get().__dict__[
"pipeline_service"
] = MOCK_PIPELINE_SERVICE.name.root
self.client = airbyte_client.return_value
self.client.list_jobs.return_value = mock_data.get("jobs")
self.client.list_workspaces.return_value = mock_data.get("workspace")
self.client.list_connections.return_value = mock_data.get("connection")
def test_pipeline_list(self):
assert list(self.airbyte.get_pipelines_list())[0] == EXPECTED_AIRBYTE_DETAILS
def test_pipeline_name(self):
assert self.airbyte.get_pipeline_name(
EXPECTED_AIRBYTE_DETAILS
) == mock_data.get("connection")[0].get("name")
def test_pipelines(self):
pipeline = list(self.airbyte.yield_pipeline(EXPECTED_AIRBYTE_DETAILS))[0].right
assert pipeline == EXPECTED_CREATED_PIPELINES
def test_pipeline_status(self):
status = [
either.right
for either in self.airbyte.yield_pipeline_status(EXPECTED_AIRBYTE_DETAILS)
]
assert status == EXPECTED_PIPELINE_STATUS
@patch.object(AirbyteSource, "_get_table_fqn", mock_get_table_fqn)
def test_yield_pipeline_lineage_details(self):
"""Test the Airbyte lineage generation functionality."""
# Mock the client methods needed for lineage with supported source and destination types
self.client.get_source.return_value = {
"sourceName": "Postgres",
"connectionConfiguration": {
"database": "mock_source_db",
"schema": "mock_source_schema",
},
}
self.client.get_destination.return_value = {
"destinationName": "Postgres",
"connectionConfiguration": {
"database": "mock_destination_db",
"schema": "mock_destination_schema",
},
}
# Mock connection with stream data for lineage test
test_connection = {
"connectionId": "test-connection-id",
"sourceId": "test-source-id",
"destinationId": "test-destination-id",
"name": "Test Connection",
"syncCatalog": {
"streams": [
{
"stream": {
"name": "mock_table_name",
"namespace": "mock_source_schema",
"jsonSchema": {},
}
}
]
},
}
test_workspace = {"workspaceId": "test-workspace-id"}
test_pipeline_details = AirbytePipelineDetails(
workspace=test_workspace, connection=test_connection
)
# Mock the metadata object directly in the Airbyte source
with patch.object(self.airbyte, "metadata") as mock_metadata:
mock_metadata.get_by_name.side_effect = mock_get_by_name
# Test yield_pipeline_lineage_details
lineage_results = list(
self.airbyte.yield_pipeline_lineage_details(test_pipeline_details)
)
# Check that we get at least one lineage result
assert len(lineage_results) > 0
# Extract the lineage details
lineage = lineage_results[0].right
# Verify the lineage structure
assert lineage.edge.fromEntity.id == MOCK_POSTGRES_SOURCE_TABLE.id
assert lineage.edge.toEntity.id == MOCK_POSTGRES_DESTINATION_TABLE.id
# Compare just the UUID string value from both sides
assert lineage.edge.lineageDetails.pipeline.id.root == MOCK_PIPELINE.id.root
assert lineage.edge.lineageDetails.source == LineageSource.PipelineLineage