IceS2 e7c9d6aa7f
FIXES 15215: Implement initial Multithreading approach for the Metadata Ingestion on Databases (#15130)
* Implement Initial MultiThread suggestion

* Update all the ingestion sources to use the new ContextManager

* Fix missing wraps on decorator

* Fix Unittests

* Fix linters

* Fix linters

* Fix BigQuery UnitTests

* Add UnitTests to the newly created code

* Fix unittest

* change the threads from table to schemas

* Update README.md

* Small change suggested by Sonar

* Slight change to test a different way to multithread over tables

* Debug changes

* More multithread tests

* Remove uneeded wait time

* Testing

* refactor code based on removal of time.sleep

* Fix wrong paste

* Improve ExecutionTimeContextManager

* Fix missing .get() and unit tests

* Fix conflicting changes

* Update Multithread logic with the incremental extraction

* Fix linters

* Fix unittest

* Remove commented code

* Fix Unittests

* Fix checkstyle

* Change default to threads = 1
2024-03-25 18:20:40 +01:00

182 lines
6.6 KiB
Python

# 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.
"""
Test Glue using the topology
"""
import json
from copy import deepcopy
from pathlib import Path
from unittest import TestCase
from unittest.mock import patch
from metadata.generated.schema.entity.data.database import Database
from metadata.generated.schema.entity.data.databaseSchema import DatabaseSchema
from metadata.generated.schema.entity.data.table import TableType
from metadata.generated.schema.entity.services.databaseService import (
DatabaseConnection,
DatabaseService,
DatabaseServiceType,
)
from metadata.generated.schema.metadataIngestion.workflow import (
OpenMetadataWorkflowConfig,
)
from metadata.generated.schema.type.entityReference import EntityReference
from metadata.ingestion.source.database.glue.metadata import GlueSource
from metadata.ingestion.source.database.glue.models import DatabasePage, TablePage
mock_file_path = (
Path(__file__).parent.parent.parent / "resources/datasets/glue_db_dataset.json"
)
with open(mock_file_path) as file:
mock_data: dict = json.load(file)
mock_glue_config = {
"source": {
"type": "glue",
"serviceName": "local_glue",
"serviceConnection": {
"config": {
"type": "Glue",
"awsConfig": {
"awsAccessKeyId": "aws_access_key_id",
"awsSecretAccessKey": "aws_secret_access_key",
"awsRegion": "us-east-2",
"endPointURL": "https://endpoint.com/",
},
},
},
"sourceConfig": {"config": {"type": "DatabaseMetadata"}},
},
"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"
},
}
},
}
MOCK_CUSTOM_DB_NAME = "NEW_DB"
mock_glue_config_db_test = deepcopy(mock_glue_config)
mock_glue_config_db_test["source"]["serviceConnection"]["config"][
"databaseName"
] = MOCK_CUSTOM_DB_NAME
MOCK_DATABASE_SERVICE = DatabaseService(
id="85811038-099a-11ed-861d-0242ac120002",
name="glue_source",
connection=DatabaseConnection(),
serviceType=DatabaseServiceType.Glue,
)
MOCK_DATABASE = Database(
id="2aaa012e-099a-11ed-861d-0242ac120002",
name="118146679784",
fullyQualifiedName="glue_source.118146679784",
displayName="118146679784",
description="",
service=EntityReference(
id="85811038-099a-11ed-861d-0242ac120002",
type="databaseService",
),
)
MOCK_DATABASE_SCHEMA = DatabaseSchema(
id="2aaa012e-099a-11ed-861d-0242ac120056",
name="default",
fullyQualifiedName="glue_source.118146679784.default",
displayName="default",
description="",
database=EntityReference(
id="2aaa012e-099a-11ed-861d-0242ac120002",
type="database",
),
service=EntityReference(
id="2aaa012e-099a-11ed-861d-0242ac120002",
type="database",
),
)
EXPECTED_DATABASE_NAMES = ["118146679784"]
EXPECTED_DATABASE_SCHEMA_NAMES = [
"default",
"mydatabase",
"testdatalake_db",
"zipcode-db",
]
EXPECTED_TABLE_NAMES = ["cloudfront_logs", "cloudfront_logs2", "map_table"]
EXPECTED_TABLE_TYPES = [TableType.External, TableType.Iceberg, TableType.View]
class GlueUnitTest(TestCase):
@patch(
"metadata.ingestion.source.database.glue.metadata.GlueSource.test_connection"
)
def __init__(self, methodName, test_connection) -> None:
super().__init__(methodName)
test_connection.return_value = False
self.config = OpenMetadataWorkflowConfig.parse_obj(mock_glue_config)
self.glue_source = GlueSource.create(
mock_glue_config["source"],
self.config.workflowConfig.openMetadataServerConfig,
)
self.glue_source.context.get().__dict__[
"database_service"
] = MOCK_DATABASE_SERVICE.name.__root__
self.glue_source.context.get().__dict__[
"database"
] = MOCK_DATABASE.name.__root__
self.glue_source.context.get().__dict__[
"database_schema"
] = MOCK_DATABASE_SCHEMA.name.__root__
self.glue_source._get_glue_database_and_schemas = lambda: [
DatabasePage(**mock_data.get("mock_database_paginator"))
]
self.glue_source._get_glue_tables = lambda: [
TablePage(**mock_data.get("mock_table_paginator"))
]
def test_database_names(self):
assert EXPECTED_DATABASE_NAMES == list(self.glue_source.get_database_names())
@patch(
"metadata.ingestion.source.database.glue.metadata.GlueSource.test_connection"
)
def test_custom_db_name(self, test_connection):
test_connection.return_value = False
glue_source_new = GlueSource.create(
mock_glue_config_db_test["source"],
self.config.workflowConfig.openMetadataServerConfig,
)
self.assertEqual(
list(glue_source_new.get_database_names()), [MOCK_CUSTOM_DB_NAME]
)
def test_database_schema_names(self):
assert EXPECTED_DATABASE_SCHEMA_NAMES == list(
self.glue_source.get_database_schema_names()
)
def test_table_names(self):
for table_and_table_type in list(self.glue_source.get_tables_name_and_type()):
table_and_table_type[0]
assert table_and_table_type[0] in EXPECTED_TABLE_NAMES
assert table_and_table_type[1] in EXPECTED_TABLE_TYPES