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434 lines
17 KiB
Python
434 lines
17 KiB
Python
# Copyright 2025 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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Validate workflow e2e
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"""
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import os
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import unittest
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from datetime import datetime, timedelta
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import sqlalchemy as sqa
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from sqlalchemy.orm import DeclarativeBase, Session
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from metadata.generated.schema.api.data.createDatabase import CreateDatabaseRequest
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from metadata.generated.schema.api.data.createDatabaseSchema import (
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CreateDatabaseSchemaRequest,
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)
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from metadata.generated.schema.api.data.createTable import CreateTableRequest
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from metadata.generated.schema.api.services.createDatabaseService import (
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CreateDatabaseServiceRequest,
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)
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from metadata.generated.schema.entity.data.database import Database # noqa: TC001
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from metadata.generated.schema.entity.data.databaseSchema import DatabaseSchema # noqa: TC001
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from metadata.generated.schema.entity.data.table import (
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Column,
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DataType,
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PartitionIntervalTypes,
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PartitionProfilerConfig,
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TableProfilerConfig,
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)
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from metadata.generated.schema.entity.services.connections.database.sqliteConnection import (
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SQLiteConnection,
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SQLiteScheme,
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)
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from metadata.generated.schema.entity.services.connections.metadata.openMetadataConnection import (
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OpenMetadataConnection,
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)
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from metadata.generated.schema.entity.services.databaseService import (
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DatabaseConnection,
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DatabaseService,
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DatabaseServiceType,
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)
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from metadata.generated.schema.tests.testCase import TestCase
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from metadata.generated.schema.type.samplingConfig import ProfileSampleConfig
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from metadata.ingestion.ometa.ometa_api import OpenMetadata
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from metadata.workflow.data_quality import TestSuiteWorkflow
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test_suite_config = {
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"source": {
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"type": "sqlite",
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"serviceName": "test_suite_service_test",
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"sourceConfig": {
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"config": {
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"type": "TestSuite",
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"entityFullyQualifiedName": "test_suite_service_test.test_suite_database.test_suite_database_schema.users",
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}
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},
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},
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"processor": {
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"type": "orm-test-runner",
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"config": {
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"testCases": [
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{
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"name": "my_test_case",
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"testDefinitionName": "tableColumnCountToBeBetween",
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"parameterValues": [
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{"name": "minColValue", "value": "1"},
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{"name": "maxColValue", "value": "5"},
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],
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},
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{
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"name": "table_column_to_be_not_null",
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"testDefinitionName": "columnValuesToBeNotNull",
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"columnName": "id",
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"computePassedFailedRowCount": True,
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},
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],
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},
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},
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"sink": {"type": "metadata-rest", "config": {}},
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"workflowConfig": {
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"openMetadataServerConfig": {
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"hostPort": "http://localhost:8585/api",
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"authProvider": "openmetadata",
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"securityConfig": {
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"jwtToken": "eyJraWQiOiJHYjM4OWEtOWY3Ni1nZGpzLWE5MmotMDI0MmJrOTQzNTYiLCJ0eXAiOiJKV1QiLCJhbGciOiJSUzI1NiJ9.eyJzdWIiOiJhZG1pbiIsImlzQm90IjpmYWxzZSwiaXNzIjoib3Blbi1tZXRhZGF0YS5vcmciLCJpYXQiOjE2NjM5Mzg0NjIsImVtYWlsIjoiYWRtaW5Ab3Blbm1ldGFkYXRhLm9yZyJ9.tS8um_5DKu7HgzGBzS1VTA5uUjKWOCU0B_j08WXBiEC0mr0zNREkqVfwFDD-d24HlNEbrqioLsBuFRiwIWKc1m_ZlVQbG7P36RUxhuv2vbSp80FKyNM-Tj93FDzq91jsyNmsQhyNv_fNr3TXfzzSPjHt8Go0FMMP66weoKMgW2PbXlhVKwEuXUHyakLLzewm9UMeQaEiRzhiTMU3UkLXcKbYEJJvfNFcLwSl9W8JCO_l0Yj3ud-qt_nQYEZwqW6u5nfdQllN133iikV4fM5QZsMCnm8Rq1mvLR0y9bmJiD7fwM1tmJ791TUWqmKaTnP49U493VanKpUAfzIiOiIbhg"
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},
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}
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},
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}
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class Base(DeclarativeBase):
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pass
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class User(Base):
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__tablename__ = "users"
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id = sqa.Column(sqa.Integer, primary_key=True)
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name = sqa.Column(sqa.String(256))
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fullname = sqa.Column(sqa.String(256))
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nickname = sqa.Column(sqa.String(256))
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age = sqa.Column(sqa.Integer)
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class EmptyUser(Base):
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__tablename__ = "empty_users"
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id = sqa.Column(sqa.Integer, primary_key=True)
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name = sqa.Column(sqa.String(256))
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fullname = sqa.Column(sqa.String(256))
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nickname = sqa.Column(sqa.String(256))
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age = sqa.Column(sqa.Integer)
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class TestE2EWorkflow(unittest.TestCase):
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"""e2e test for the workflow"""
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metadata = OpenMetadata(
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OpenMetadataConnection.model_validate(test_suite_config["workflowConfig"]["openMetadataServerConfig"])
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)
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db_path = os.path.join(os.path.dirname(__file__), f"{os.path.splitext(__file__)[0]}.db") # noqa: PTH118, PTH120, PTH122
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sqlite_conn = DatabaseConnection(
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config=SQLiteConnection(
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scheme=SQLiteScheme.sqlite_pysqlite,
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databaseMode=db_path + "?check_same_thread=False",
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)
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)
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@classmethod
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def setUpClass(cls):
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"""set up class"""
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service: DatabaseService = cls.metadata.create_or_update(
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CreateDatabaseServiceRequest(
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name="test_suite_service_test",
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serviceType=DatabaseServiceType.SQLite,
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connection=cls.sqlite_conn,
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)
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)
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database: Database = cls.metadata.create_or_update(
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CreateDatabaseRequest(
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name="test_suite_database",
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service=service.fullyQualifiedName,
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)
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)
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database_schema: DatabaseSchema = cls.metadata.create_or_update(
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CreateDatabaseSchemaRequest(
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name="test_suite_database_schema",
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database=database.fullyQualifiedName,
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)
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)
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cls.metadata.create_or_update(
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CreateTableRequest(
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name="users",
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columns=[
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Column(name="id", dataType=DataType.INT),
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Column(name="name", dataType=DataType.STRING),
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Column(name="fullname", dataType=DataType.STRING),
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Column(name="nickname", dataType=DataType.STRING),
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Column(name="age", dataType=DataType.INT),
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],
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databaseSchema=database_schema.fullyQualifiedName,
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)
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)
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cls.metadata.create_or_update(
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CreateTableRequest(
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name="empty_users",
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columns=[
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Column(name="id", dataType=DataType.INT),
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Column(name="name", dataType=DataType.STRING),
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Column(name="fullname", dataType=DataType.STRING),
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Column(name="nickname", dataType=DataType.STRING),
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Column(name="age", dataType=DataType.INT),
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],
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databaseSchema=database_schema.fullyQualifiedName,
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)
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)
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engine = sqa.create_engine(f"sqlite:///{cls.sqlite_conn.config.databaseMode}")
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session = Session(bind=engine)
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User.__table__.create(bind=engine)
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EmptyUser.__table__.create(bind=engine)
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for _ in range(10):
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data = [
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User(
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name="John",
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fullname="John Doe",
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nickname="johnny b goode",
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age=30,
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),
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User(
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name="Jane",
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fullname="Jone Doe",
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nickname="Johnny d",
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age=31,
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),
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User(
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name="John",
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fullname="John Doe",
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nickname=None,
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age=None,
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),
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]
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session.add_all(data)
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session.commit()
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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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service_db_id = str(cls.metadata.get_by_name(entity=DatabaseService, fqn="test_suite_service_test").id.root)
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cls.metadata.delete(
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entity=DatabaseService,
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entity_id=service_db_id,
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recursive=True,
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hard_delete=True,
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)
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os.remove(cls.db_path) # noqa: PTH107
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return super().tearDownClass()
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def test_e2e_cli_workflow(self):
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"""test cli workflow e2e"""
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parameters = [
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{"table_name": "users", "status": "Success"},
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{"table_name": "empty_users", "status": "Success"},
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]
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for param in parameters:
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with self.subTest(param=param):
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table_name = param["table_name"]
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status = param["status"]
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test_suite_config["source"]["sourceConfig"]["config"].update(
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{
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"entityFullyQualifiedName": f"test_suite_service_test.test_suite_database.test_suite_database_schema.{table_name}"
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}
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)
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workflow = TestSuiteWorkflow.create(test_suite_config)
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workflow.execute()
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workflow.print_status()
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workflow.raise_from_status()
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test_case_1 = self.metadata.get_by_name(
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entity=TestCase,
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fqn=f"test_suite_service_test.test_suite_database.test_suite_database_schema.{table_name}.my_test_case",
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fields=["testDefinition", "testSuite"],
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)
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test_case_2 = self.metadata.get_by_name(
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entity=TestCase,
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fqn=f"test_suite_service_test.test_suite_database.test_suite_database_schema.{table_name}.id.table_column_to_be_not_null",
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fields=["testDefinition", "testSuite"],
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)
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assert test_case_1
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assert test_case_2
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test_case_result_1 = self.metadata.client.get(
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f"/dataQuality/testCases/testCaseResults/test_suite_service_test.test_suite_database.test_suite_database_schema.{table_name}"
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".my_test_case",
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data={
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"startTs": int((datetime.now() - timedelta(days=3)).timestamp()) * 1000,
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"endTs": int((datetime.now() + timedelta(days=3)).timestamp()) * 1000,
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},
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)
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test_case_result_2 = self.metadata.client.get(
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f"/dataQuality/testCases/testCaseResults/test_suite_service_test.test_suite_database.test_suite_database_schema.{table_name}"
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".id.table_column_to_be_not_null",
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data={
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"startTs": int((datetime.now() - timedelta(days=3)).timestamp()) * 1000,
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"endTs": int((datetime.now() + timedelta(days=3)).timestamp()) * 1000,
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},
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)
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data_test_case_result_1: dict = test_case_result_1.get("data") # type: ignore
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data_test_case_result_2: dict = test_case_result_2.get("data") # type: ignore
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assert data_test_case_result_1
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assert data_test_case_result_1[0]["testCaseStatus"] == "Success"
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assert data_test_case_result_2
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assert data_test_case_result_2[0]["testCaseStatus"] == status
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def test_e2e_cli_sampled_workflow(self):
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"""test cli workflow e2e"""
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fqn = "test_suite_service_test.test_suite_database.test_suite_database_schema.users"
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test_suite_config["source"]["sourceConfig"]["config"].update({"entityFullyQualifiedName": fqn})
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self.metadata.create_or_update_table_profiler_config(
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fqn=fqn,
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table_profiler_config=TableProfilerConfig(
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profileSampleConfig=ProfileSampleConfig(
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sampleConfigType="STATIC",
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config={
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"profileSample": 50.0,
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"profileSampleType": "PERCENTAGE",
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},
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),
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),
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)
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workflow = TestSuiteWorkflow.create(test_suite_config)
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workflow.execute()
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workflow.raise_from_status()
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test_case_1 = self.metadata.get_by_name(
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entity=TestCase,
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fqn=f"test_suite_service_test.test_suite_database.test_suite_database_schema.users.my_test_case", # noqa: F541
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fields=["testDefinition", "testSuite"],
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)
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test_case_2 = self.metadata.get_by_name(
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entity=TestCase,
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fqn=f"test_suite_service_test.test_suite_database.test_suite_database_schema.users.id.table_column_to_be_not_null", # noqa: F541
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fields=["testDefinition", "testSuite"],
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)
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assert test_case_1
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assert test_case_2
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test_case_result_1 = self.metadata.client.get(
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f"/dataQuality/testCases/testCaseResults/test_suite_service_test.test_suite_database.test_suite_database_schema.users" # noqa: F541
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".my_test_case",
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data={
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"startTs": int((datetime.now() - timedelta(days=3)).timestamp()) * 1000,
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"endTs": int((datetime.now() + timedelta(days=3)).timestamp()) * 1000,
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},
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)
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test_case_result_2 = self.metadata.client.get(
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f"/dataQuality/testCases/testCaseResults/test_suite_service_test.test_suite_database.test_suite_database_schema.users" # noqa: F541
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".id.table_column_to_be_not_null",
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data={
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"startTs": int((datetime.now() - timedelta(days=3)).timestamp()) * 1000,
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"endTs": int((datetime.now() + timedelta(days=3)).timestamp()) * 1000,
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},
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)
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data_test_case_result_1: dict = test_case_result_1.get("data") # type: ignore
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data_test_case_result_2: dict = test_case_result_2.get("data") # type: ignore
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assert data_test_case_result_1
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assert data_test_case_result_1[0]["testCaseStatus"] == "Success"
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assert data_test_case_result_2
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assert data_test_case_result_2[0]["testCaseStatus"] == "Success"
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self.assertAlmostEqual(
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data_test_case_result_2[0]["passedRows"],
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15,
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delta=8,
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msg="This is a 99% confidence interval. Run the test again to validate failure.",
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)
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def test_e2e_cli_partitioned_workflow(self):
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"""test cli workflow e2e"""
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fqn = "test_suite_service_test.test_suite_database.test_suite_database_schema.users"
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test_suite_config["source"]["sourceConfig"]["config"].update({"entityFullyQualifiedName": fqn})
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self.metadata.create_or_update_table_profiler_config(
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fqn=fqn,
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table_profiler_config=TableProfilerConfig(
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profileSampleConfig=ProfileSampleConfig(
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sampleConfigType="STATIC",
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config={
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"profileSample": 100.0,
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"profileSampleType": "PERCENTAGE",
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},
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),
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partitioning=PartitionProfilerConfig(
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enablePartitioning=True,
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partitionIntervalType=PartitionIntervalTypes.COLUMN_VALUE,
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partitionValues=["John"],
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partitionColumnName="name",
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),
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),
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)
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workflow = TestSuiteWorkflow.create(test_suite_config)
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workflow.execute()
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workflow.print_status()
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workflow.raise_from_status()
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test_case_1 = self.metadata.get_by_name(
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entity=TestCase,
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fqn=f"test_suite_service_test.test_suite_database.test_suite_database_schema.users.my_test_case", # noqa: F541
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fields=["testDefinition", "testSuite"],
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)
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test_case_2 = self.metadata.get_by_name(
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entity=TestCase,
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fqn=f"test_suite_service_test.test_suite_database.test_suite_database_schema.users.id.table_column_to_be_not_null", # noqa: F541
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fields=["testDefinition", "testSuite"],
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)
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assert test_case_1
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assert test_case_2
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test_case_result_1 = self.metadata.client.get(
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f"/dataQuality/testCases/testCaseResults/test_suite_service_test.test_suite_database.test_suite_database_schema.users" # noqa: F541
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".my_test_case",
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data={
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"startTs": int((datetime.now() - timedelta(days=3)).timestamp()) * 1000,
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"endTs": int((datetime.now() + timedelta(days=3)).timestamp()) * 1000,
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},
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)
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test_case_result_2 = self.metadata.client.get(
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f"/dataQuality/testCases/testCaseResults/test_suite_service_test.test_suite_database.test_suite_database_schema.users" # noqa: F541
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".id.table_column_to_be_not_null",
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data={
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"startTs": int((datetime.now() - timedelta(days=3)).timestamp()) * 1000,
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"endTs": int((datetime.now() + timedelta(days=3)).timestamp()) * 1000,
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},
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)
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data_test_case_result_1: dict = test_case_result_1.get("data") # type: ignore
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data_test_case_result_2: dict = test_case_result_2.get("data") # type: ignore
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assert data_test_case_result_1
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assert data_test_case_result_1[0]["testCaseStatus"] == "Success"
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assert data_test_case_result_2
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assert data_test_case_result_2[0]["testCaseStatus"] == "Success"
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self.assertEqual(data_test_case_result_2[0]["passedRows"], 20)
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