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235 lines
10 KiB
Python
235 lines
10 KiB
Python
# Copyright 2022 Collate
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# Licensed under the Collate Community License, Version 1.0 (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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# https://github.com/open-metadata/OpenMetadata/blob/main/ingestion/LICENSE
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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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Test database connectors which extend from `CommonDbSourceService` with CLI
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"""
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import os
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from abc import ABC, abstractmethod
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from pathlib import Path
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from typing import Optional
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from sqlalchemy.engine import Engine
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from metadata.config.common import load_config_file
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from metadata.generated.schema.entity.services.databaseService import DatabaseService
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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.ingestion.api.status import Status
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from metadata.workflow.metadata import MetadataWorkflow # noqa: TC001
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from ..base.test_cli import PATH_TO_RESOURCES # noqa: TID252
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from ..base.test_cli_db import CliDBBase # noqa: TID252
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class CliCommonDB:
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class TestSuite(CliDBBase.TestSuite, ABC):
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engine: Engine
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@classmethod
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def setUpClass(cls) -> None:
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connector = cls.get_connector_name()
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workflow: MetadataWorkflow = cls.get_workflow(connector, cls.get_test_type())
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cls.engine = workflow.source.engine
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cls.openmetadata = workflow.source.metadata
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cls.set_ingestion_bot_jwt_token()
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cls.config_file_path = str(Path(PATH_TO_RESOURCES + f"/database/{connector}/{connector}.yaml"))
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cls.test_file_path = str(Path(PATH_TO_RESOURCES + f"/database/{connector}/test.yaml"))
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@classmethod
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def tearDownClass(cls):
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workflow = OpenMetadataWorkflowConfig.model_validate(load_config_file(Path(cls.config_file_path)))
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db_service: DatabaseService = cls.openmetadata.get_by_name(DatabaseService, workflow.source.serviceName)
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if db_service and os.getenv("E2E_CLEAN_DB", "false") == "true":
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cls.openmetadata.delete(DatabaseService, db_service.id, hard_delete=True, recursive=True)
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def tearDown(self) -> None:
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self.engine.dispose()
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def assert_for_vanilla_ingestion(self, source_status: Status, sink_status: Status) -> None:
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self.assertEqual(len(source_status.failures), 0)
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self.assertEqual(len(source_status.warnings), 0)
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self.assertEqual(len(source_status.filtered), 0)
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self.assertGreaterEqual(
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(len(source_status.records) + len(source_status.updated_records)),
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self.expected_tables(),
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)
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self.assertEqual(len(sink_status.failures), 0)
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self.assertEqual(len(sink_status.warnings), 0)
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self.assertGreater(
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(len(sink_status.records) + len(sink_status.updated_records)),
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self.expected_tables(),
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)
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def assert_for_table_with_profiler(self, source_status: Status, sink_status: Status):
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self.assertEqual(len(source_status.failures), 0)
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self.assertGreaterEqual(
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(len(source_status.records) + len(source_status.updated_records)),
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self.expected_profiled_tables(),
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)
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self.assertEqual(len(sink_status.failures), 0)
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self.assertGreaterEqual(
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(len(sink_status.records) + len(sink_status.updated_records)),
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self.expected_profiled_tables(),
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)
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# Since we removed view lineage from metadata workflow as part
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# of https://github.com/open-metadata/OpenMetadata/pull/18558
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# we need to introduce Lineage E2E base and add view lineage check there.
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def assert_for_test_lineage(self, source_status: Status, sink_status: Status):
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self.assertEqual(len(source_status.failures), 0)
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self.assertEqual(len(source_status.warnings), 0)
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self.assertEqual(len(sink_status.failures), 0)
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self.assertEqual(len(sink_status.warnings), 0)
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self.assertGreaterEqual(len(sink_status.records), 0)
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lineage_data = self.retrieve_lineage(self.fqn_created_table())
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retrieved_view_column_lineage_count = len(
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lineage_data["downstreamEdges"][0]["lineageDetails"]["columnsLineage"]
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)
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self.assertEqual(retrieved_view_column_lineage_count, self.view_column_lineage_count())
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retrieved_lineage_node = lineage_data["nodes"][0]["fullyQualifiedName"]
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self.assertEqual(retrieved_lineage_node, self.expected_lineage_node())
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def assert_auto_classification_sample_data(self, source_status: Status, sink_status: Status):
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self.assertEqual(len(source_status.failures), 0)
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self.assertGreaterEqual(
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(len(source_status.records) + len(source_status.updated_records)),
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self.expected_profiled_tables(),
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)
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sample_data = self.retrieve_sample_data(self.fqn_created_table()).sampleData
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self.assertEqual(len(sample_data.rows), self.expected_sample_size())
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def assert_for_table_with_profiler_time_partition(self, source_status: Status, sink_status: Status):
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self.assertEqual(len(source_status.failures), 0)
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self.assertEqual(len(sink_status.failures), 0)
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profile = self.retrieve_profile(self.fqn_created_table())
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expected_profiler_time_partition_results = self.get_profiler_time_partition_results()
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if expected_profiler_time_partition_results:
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table_profile = profile.profile.model_dump()
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for key in expected_profiler_time_partition_results["table_profile"]:
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self.assertEqual(
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table_profile[key],
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expected_profiler_time_partition_results["table_profile"][key],
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)
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for column in profile.columns:
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expected_column_profile = next(
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(
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profile.get(column.name.root)
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for profile in expected_profiler_time_partition_results["column_profile"]
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if profile.get(column.name.root)
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),
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None,
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)
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if expected_column_profile:
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column_profile = column.profile.model_dump()
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for key in expected_column_profile: # type: ignore
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if key == "nonParametricSkew":
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self.assertEqual(
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column_profile[key].__round__(10),
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expected_column_profile[key].__round__(10),
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)
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continue
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self.assertEqual(column_profile[key], expected_column_profile[key])
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def assert_for_delete_table_is_marked_as_deleted(self, source_status: Status, sink_status: Status):
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self.assertEqual(self.retrieve_table(self.fqn_deleted_table()), None)
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def assert_filtered_schemas_includes(self, source_status: Status, sink_status: Status):
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self.assertEqual(len(source_status.failures), 0)
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self.assertGreaterEqual(len(source_status.filtered), self.expected_filtered_schema_includes())
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def assert_filtered_schemas_excludes(self, source_status: Status, sink_status: Status):
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self.assertEqual(len(source_status.failures), 0)
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self.assertGreaterEqual(len(source_status.filtered), self.expected_filtered_schema_excludes())
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def assert_filtered_tables_includes(self, source_status: Status, sink_status: Status):
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self.assertEqual(len(source_status.failures), 0)
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self.assertGreaterEqual(len(source_status.filtered), self.expected_filtered_table_includes())
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def assert_filtered_tables_excludes(self, source_status: Status, sink_status: Status):
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self.assertEqual(len(source_status.failures), 0)
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self.assertGreaterEqual(len(source_status.filtered), self.expected_filtered_table_excludes())
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def assert_filtered_mix(self, source_status: Status, sink_status: Status):
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self.assertEqual(len(source_status.failures), 0)
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self.assertGreaterEqual(len(source_status.filtered), self.expected_filtered_mix())
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@staticmethod
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@abstractmethod
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def expected_tables() -> int:
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raise NotImplementedError()
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@abstractmethod
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def expected_sample_size(self) -> int:
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raise NotImplementedError()
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@abstractmethod
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def view_column_lineage_count(self) -> int:
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raise NotImplementedError()
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@abstractmethod
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def expected_lineage_node(self) -> str:
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raise NotImplementedError()
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@staticmethod
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@abstractmethod
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def fqn_created_table() -> str:
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raise NotImplementedError()
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@staticmethod
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def _fqn_deleted_table() -> Optional[str]: # noqa: UP045
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return None
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@staticmethod
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def _expected_profiled_tables() -> int:
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return None
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def fqn_deleted_table(self) -> str:
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if self._fqn_deleted_table() is None:
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return self.fqn_created_table()
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return self._fqn_deleted_table() # type: ignore
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def expected_profiled_tables(self) -> int:
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if self._expected_profiled_tables() is None:
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return self.expected_tables()
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return self._expected_profiled_tables()
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@staticmethod
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@abstractmethod
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def expected_filtered_schema_includes() -> int:
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raise NotImplementedError()
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@staticmethod
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@abstractmethod
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def expected_filtered_schema_excludes() -> int:
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raise NotImplementedError()
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@staticmethod
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@abstractmethod
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def expected_filtered_table_includes() -> int:
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raise NotImplementedError()
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@staticmethod
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@abstractmethod
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def expected_filtered_table_excludes() -> int:
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raise NotImplementedError()
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@staticmethod
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@abstractmethod
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def expected_filtered_mix() -> int:
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raise NotImplementedError()
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