mirror of
https://github.com/open-metadata/OpenMetadata.git
synced 2025-10-30 18:17:53 +00:00
4b9f213dbf
* feat: added entityReference field in testSuite to link testSuite to an entity when the testSuite is executable. * feat: added `executableEntityReference` as an entity reference for executable test suite to their entity * feat: add status object to test case results * feat: ran python linting * feat: fixed update to
348 lines
11 KiB
Python
348 lines
11 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 Table and Column Tests' validate implementations.
|
|
|
|
Each test should validate the Success, Failure and Aborted statuses
|
|
"""
|
|
from datetime import date, datetime
|
|
from unittest.mock import patch
|
|
|
|
import pytest
|
|
|
|
from metadata.data_quality.validations.validator import Validator
|
|
from metadata.generated.schema.tests.basic import (
|
|
TestCaseFailureStatusType,
|
|
TestCaseResult,
|
|
TestCaseStatus,
|
|
)
|
|
from metadata.utils.importer import import_test_case_class
|
|
|
|
EXECUTION_DATE = datetime.strptime("2021-07-03", "%Y-%m-%d")
|
|
|
|
|
|
# pylint: disable=line-too-long
|
|
@pytest.mark.parametrize(
|
|
"test_case_name,test_case_type,test_type,expected",
|
|
[
|
|
(
|
|
"test_case_column_values_to_be_between_date",
|
|
"columnValuesToBeBetween",
|
|
"COLUMN",
|
|
(
|
|
TestCaseResult,
|
|
"2021-07-01 00:00:00",
|
|
"2021-07-01 23:59:59.999999",
|
|
TestCaseStatus.Failed,
|
|
),
|
|
),
|
|
(
|
|
"test_case_column_values_to_be_between_datetime",
|
|
"columnValuesToBeBetween",
|
|
"COLUMN",
|
|
(
|
|
TestCaseResult,
|
|
"2021-07-01 10:37:59",
|
|
"2021-07-01 10:37:59",
|
|
TestCaseStatus.Success,
|
|
),
|
|
),
|
|
(
|
|
"test_case_column_value_length_to_be_between",
|
|
"columnValueLengthsToBeBetween",
|
|
"COLUMN",
|
|
(TestCaseResult, "8", "14", TestCaseStatus.Failed),
|
|
),
|
|
(
|
|
"test_case_column_value_length_to_be_between_col_space",
|
|
"columnValueLengthsToBeBetween",
|
|
"COLUMN",
|
|
(TestCaseResult, "2", "3", TestCaseStatus.Success),
|
|
),
|
|
(
|
|
"test_case_column_value_length_to_be_between_no_min",
|
|
"columnValueLengthsToBeBetween",
|
|
"COLUMN",
|
|
(TestCaseResult, None, None, TestCaseStatus.Success),
|
|
),
|
|
(
|
|
"test_case_column_value_max_to_be_between",
|
|
"columnValueMaxToBeBetween",
|
|
"COLUMN",
|
|
(TestCaseResult, "31", None, TestCaseStatus.Failed),
|
|
),
|
|
(
|
|
"test_case_column_value_max_to_be_between_no_min",
|
|
"columnValueMaxToBeBetween",
|
|
"COLUMN",
|
|
(TestCaseResult, None, None, TestCaseStatus.Failed),
|
|
),
|
|
(
|
|
"test_case_column_value_mean_to_be_between",
|
|
"columnValueMeanToBeBetween",
|
|
"COLUMN",
|
|
(TestCaseResult, "30.5", None, TestCaseStatus.Failed),
|
|
),
|
|
(
|
|
"test_case_column_value_mean_to_be_between_no_max",
|
|
"columnValueMeanToBeBetween",
|
|
"COLUMN",
|
|
(TestCaseResult, None, None, TestCaseStatus.Success),
|
|
),
|
|
(
|
|
"test_case_column_value_median_to_be_between",
|
|
"columnValueMedianToBeBetween",
|
|
"COLUMN",
|
|
(TestCaseResult, "30", None, TestCaseStatus.Failed),
|
|
),
|
|
(
|
|
"test_case_column_value_min_to_be_between",
|
|
"columnValueMinToBeBetween",
|
|
"COLUMN",
|
|
(TestCaseResult, "30", None, TestCaseStatus.Success),
|
|
),
|
|
(
|
|
"test_case_column_value_min_to_be_between_no_min",
|
|
"columnValueMinToBeBetween",
|
|
"COLUMN",
|
|
(TestCaseResult, None, None, TestCaseStatus.Success),
|
|
),
|
|
(
|
|
"test_case_column_value_stddev_to_be_between",
|
|
"columnValueStdDevToBeBetween",
|
|
"COLUMN",
|
|
(TestCaseResult, "0.25", None, TestCaseStatus.Failed),
|
|
),
|
|
(
|
|
"test_case_column_value_stddev_to_be_between_no_min",
|
|
"columnValueStdDevToBeBetween",
|
|
"COLUMN",
|
|
(TestCaseResult, None, None, TestCaseStatus.Success),
|
|
),
|
|
(
|
|
"test_case_column_value_in_set",
|
|
"columnValuesToBeInSet",
|
|
"COLUMN",
|
|
(TestCaseResult, "20", None, TestCaseStatus.Success),
|
|
),
|
|
(
|
|
"test_case_column_values_missing_count_to_be_equal",
|
|
"columnValuesMissingCount",
|
|
"COLUMN",
|
|
(TestCaseResult, "10", None, TestCaseStatus.Success),
|
|
),
|
|
(
|
|
"test_case_column_values_missing_count_to_be_equal_missing_values",
|
|
"columnValuesMissingCount",
|
|
"COLUMN",
|
|
(TestCaseResult, "20", None, TestCaseStatus.Failed),
|
|
),
|
|
(
|
|
"test_case_column_values_not_in_set",
|
|
"columnValuesToBeNotInSet",
|
|
"COLUMN",
|
|
(TestCaseResult, "20", None, TestCaseStatus.Failed),
|
|
),
|
|
(
|
|
"test_case_column_sum_to_be_between",
|
|
"columnValuesSumToBeBetween",
|
|
"COLUMN",
|
|
(TestCaseResult, "610", None, TestCaseStatus.Failed),
|
|
),
|
|
(
|
|
"test_case_column_values_to_be_between",
|
|
"columnValuesToBeBetween",
|
|
"COLUMN",
|
|
(TestCaseResult, "30", None, TestCaseStatus.Success),
|
|
),
|
|
(
|
|
"test_case_column_values_to_be_not_null",
|
|
"columnValuesToBeNotNull",
|
|
"COLUMN",
|
|
(TestCaseResult, "10", None, TestCaseStatus.Failed),
|
|
),
|
|
(
|
|
"test_case_column_values_to_be_unique",
|
|
"columnValuesToBeUnique",
|
|
"COLUMN",
|
|
(TestCaseResult, "20", "0", TestCaseStatus.Failed),
|
|
),
|
|
(
|
|
"test_case_column_values_to_match_regex",
|
|
"columnValuesToMatchRegex",
|
|
"COLUMN",
|
|
(TestCaseResult, "30", None, TestCaseStatus.Success),
|
|
),
|
|
(
|
|
"test_case_column_values_to_not_match_regex",
|
|
"columnValuesToNotMatchRegex",
|
|
"COLUMN",
|
|
(TestCaseResult, "0", None, TestCaseStatus.Success),
|
|
),
|
|
(
|
|
"test_case_table_column_count_to_be_between",
|
|
"tableColumnCountToBeBetween",
|
|
"TABLE",
|
|
(TestCaseResult, "7", None, TestCaseStatus.Success),
|
|
),
|
|
(
|
|
"test_case_table_column_count_to_equal",
|
|
"tableColumnCountToEqual",
|
|
"TABLE",
|
|
(TestCaseResult, "7", None, TestCaseStatus.Failed),
|
|
),
|
|
(
|
|
"test_case_table_column_name_to_exist",
|
|
"tableColumnNameToExist",
|
|
"TABLE",
|
|
(TestCaseResult, "1", None, TestCaseStatus.Success),
|
|
),
|
|
(
|
|
"test_case_column_to_match_set",
|
|
"tableColumnToMatchSet",
|
|
"TABLE",
|
|
(
|
|
TestCaseResult,
|
|
"0",
|
|
None,
|
|
TestCaseStatus.Failed,
|
|
),
|
|
),
|
|
(
|
|
"test_case_column_to_match_set_ordered",
|
|
"tableColumnToMatchSet",
|
|
"TABLE",
|
|
(TestCaseResult, None, None, TestCaseStatus.Failed),
|
|
),
|
|
(
|
|
"test_case_table_custom_sql_query",
|
|
"tableCustomSQLQuery",
|
|
"TABLE",
|
|
(TestCaseResult, "20", None, TestCaseStatus.Failed),
|
|
),
|
|
(
|
|
"test_case_table_custom_sql_query_success",
|
|
"tableCustomSQLQuery",
|
|
"TABLE",
|
|
(TestCaseResult, "0", None, TestCaseStatus.Success),
|
|
),
|
|
(
|
|
"test_case_table_row_count_to_be_between",
|
|
"tableRowCountToBeBetween",
|
|
"TABLE",
|
|
(TestCaseResult, "30", None, TestCaseStatus.Success),
|
|
),
|
|
(
|
|
"test_case_table_row_count_to_be_equal",
|
|
"tableRowCountToEqual",
|
|
"TABLE",
|
|
(TestCaseResult, "30", None, TestCaseStatus.Failed),
|
|
),
|
|
(
|
|
"test_case_table_row_inserted_count_to_be_between",
|
|
"tableRowInsertedCountToBeBetween",
|
|
"TABLE",
|
|
(TestCaseResult, "6", None, TestCaseStatus.Success),
|
|
),
|
|
(
|
|
"test_case_table_custom_sql_query_with_threshold_success",
|
|
"tableCustomSQLQuery",
|
|
"TABLE",
|
|
(TestCaseResult, "10", None, TestCaseStatus.Success),
|
|
),
|
|
(
|
|
"test_case_table_custom_sql_unsafe_query_aborted",
|
|
"tableCustomSQLQuery",
|
|
"TABLE",
|
|
(TestCaseResult, None, None, TestCaseStatus.Aborted),
|
|
),
|
|
],
|
|
)
|
|
def test_suite_validation_database(
|
|
test_case_name,
|
|
test_case_type,
|
|
test_type,
|
|
expected,
|
|
request,
|
|
create_sqlite_table,
|
|
):
|
|
"""Generic test runner for test validations"""
|
|
test_case = request.getfixturevalue(test_case_name)
|
|
type_, val_1, val_2, status = expected
|
|
|
|
if test_case_name == "test_case_column_values_to_be_between_date":
|
|
with patch(
|
|
"metadata.data_quality.validations.column.sqlalchemy.columnValuesToBeBetween.ColumnValuesToBeBetweenValidator._run_results",
|
|
return_value=date(2021, 7, 1),
|
|
):
|
|
test_handler_obj = import_test_case_class(
|
|
test_type,
|
|
"sqlalchemy",
|
|
test_case_type,
|
|
)
|
|
|
|
test_handler = test_handler_obj(
|
|
create_sqlite_table,
|
|
test_case=test_case,
|
|
execution_date=EXECUTION_DATE.timestamp(),
|
|
)
|
|
|
|
validator = Validator(test_handler)
|
|
res = validator.validate()
|
|
elif test_case_name == "test_case_column_values_to_be_between_datetime":
|
|
with patch(
|
|
"metadata.data_quality.validations.column.sqlalchemy.columnValuesToBeBetween.ColumnValuesToBeBetweenValidator._run_results",
|
|
return_value=datetime(2021, 7, 1, 10, 37, 59),
|
|
):
|
|
test_handler_obj = import_test_case_class(
|
|
test_type,
|
|
"sqlalchemy",
|
|
test_case_type,
|
|
)
|
|
|
|
test_handler = test_handler_obj(
|
|
create_sqlite_table,
|
|
test_case=test_case,
|
|
execution_date=EXECUTION_DATE.timestamp(),
|
|
)
|
|
|
|
validator = Validator(test_handler)
|
|
res = validator.validate()
|
|
else:
|
|
test_handler_obj = import_test_case_class(
|
|
test_type,
|
|
"sqlalchemy",
|
|
test_case_type,
|
|
)
|
|
|
|
test_handler = test_handler_obj(
|
|
create_sqlite_table,
|
|
test_case=test_case,
|
|
execution_date=EXECUTION_DATE.timestamp(),
|
|
)
|
|
|
|
validator = Validator(test_handler)
|
|
res = validator.validate()
|
|
|
|
assert isinstance(res, type_)
|
|
if val_1:
|
|
assert res.testResultValue[0].value == val_1
|
|
if val_2:
|
|
assert res.testResultValue[1].value == val_2
|
|
assert res.testCaseStatus == status
|
|
if res.testCaseStatus == TestCaseStatus.Failed:
|
|
assert (
|
|
res.testCaseFailureStatus.testCaseFailureStatusType
|
|
== TestCaseFailureStatusType.New
|
|
)
|
|
assert res.testCaseFailureStatus.updatedAt is not None
|