Fixes 16305: Added Test Case for Matching Enum (#16362)

* Added Test Case for Matching Enum

1. Implemented the test case using the `matchEnum` parameter.
2. Added integration tests.
3. Added migrations.

* fix tests

* fixed tests

* format

* fixed tests

* clear search cache before running ingestion

* format

* changed scopt of aws fixture

* moved migrations to 1.5.0

bootstrap/sql/migrations/native/1.5.0/mysql/postDataMigrationSQLScript.sql

@@ -0,0 +1,11 @@
+-- matchEnum Test Definition Parameter for columnValuesToBeInSet 
+UPDATE test_definition
+set json = JSON_MERGE_PRESERVE(
+	json,
+    '{"parameterDefinition": ['
+    '{"name": "matchEnum", "displayName": "Match enum", "description": "If enabled, validate that each value independently matches the enum.", "dataType": "BOOLEAN", "required": false, "optionValues": []}'
+    ']}'      
+)
+WHERE name = 'columnValuesToBeInSet'
+AND JSON_LENGTH(json, '$.parameterDefinition') < 2;
+

bootstrap/sql/migrations/native/1.5.0/postgres/postDataMigrationSQLScript.sql

@@ -0,0 +1,8 @@
+-- matchEnum Test Definition Parameter for columnValuesToBeInSet 
+UPDATE test_definition
+SET json = jsonb_set(json, '{parameterDefinition}', json->'parameterDefinition' || '['
+    '{"name": "matchEnum", "displayName": "Match enum", "description": "If enabled, validate that each value independently matches the enum.", "dataType": "BOOLEAN", "required": false, "optionValues": []}'
+    ']'::jsonb
+)
+WHERE name = 'columnValuesToBeInSet'
+AND JSONB_ARRAY_LENGTH(json->'parameterDefinition') < 2;

ingestion/src/metadata/data_quality/validations/column/base/columnValuesToBeInSet.py

@@ -50,9 +50,21 @@ class BaseColumnValuesToBeInSetValidator(BaseTestValidator):
             literal_eval,
         )
 
+        match_enum = self.get_test_case_param_value(
+            self.test_case.parameterValues,  # type: ignore
+            "matchEnum",
+            bool,
+            default=False,
+        )
+
         try:
             column: Union[SQALikeColumn, Column] = self._get_column_name()
             res = self._run_results(Metrics.COUNT_IN_SET, column, values=allowed_values)
+            if match_enum:
+                count = self._run_results(
+                    Metrics.ROW_COUNT, column, values=allowed_values
+                )
+                res = count - res
         except (ValueError, RuntimeError) as exc:
             msg = f"Error computing {self.test_case.fullyQualifiedName}: {exc}"  # type: ignore
             logger.debug(traceback.format_exc())
@@ -71,7 +83,7 @@ class BaseColumnValuesToBeInSetValidator(BaseTestValidator):
 
         return self.get_test_case_result_object(
             self.execution_date,
-            self.get_test_case_status(res >= 1),
+            self.get_test_case_status(res == 0 if match_enum else res >= 1),
             f"Found countInSet={res}.",
             [TestResultValue(name=ALLOWED_VALUE_COUNT, value=str(res))],
             row_count=row_count,

ingestion/src/metadata/utils/lru_cache.py

@@ -25,6 +25,9 @@ class LRUCache:
         self._cache = OrderedDict()
         self.capacity = capacity
 
+    def clear(self):
+        self._cache = OrderedDict()
+
     def get(self, key):
         """
         Returns the value associated to `key` if it exists,

ingestion/tests/integration/datalake/conftest.py

@@ -0,0 +1,216 @@
+#  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.
+
+"""Datalake ingestion integration tests"""
+
+import os
+from copy import deepcopy
+
+import boto3
+import pytest
+from moto import mock_s3
+
+from metadata.generated.schema.entity.services.databaseService import DatabaseService
+from metadata.workflow.data_quality import TestSuiteWorkflow
+from metadata.workflow.metadata import MetadataWorkflow
+from metadata.workflow.profiler import ProfilerWorkflow
+
+BUCKET_NAME = "MyBucket"
+
+INGESTION_CONFIG = {
+    "source": {
+        "type": "datalake",
+        "serviceName": "datalake_for_integration_tests",
+        "serviceConnection": {
+            "config": {
+                "type": "Datalake",
+                "configSource": {
+                    "securityConfig": {
+                        "awsAccessKeyId": "fake_access_key",
+                        "awsSecretAccessKey": "fake_secret_key",
+                        "awsRegion": "us-weat-1",
+                    }
+                },
+                "bucketName": f"{BUCKET_NAME}",
+            }
+        },
+        "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"
+            },
+        }
+    },
+}
+
+
+DATA_QUALITY_CONFIG = {
+    "source": {
+        "type": "datalake",
+        "serviceName": "datalake_for_integration_tests",
+        "serviceConnection": {
+            "config": {
+                "type": "Datalake",
+                "configSource": {
+                    "securityConfig": {
+                        "awsAccessKeyId": "fake_access_key",
+                        "awsSecretAccessKey": "fake_secret_key",
+                        "awsRegion": "us-weat-1",
+                    }
+                },
+                "bucketName": f"{BUCKET_NAME}",
+            }
+        },
+        "sourceConfig": {
+            "config": {
+                "type": "TestSuite",
+                "entityFullyQualifiedName": 'datalake_for_integration_tests.default.MyBucket."users.csv"',
+            }
+        },
+    },
+    "processor": {
+        "type": "orm-test-runner",
+        "config": {
+            "testCases": [
+                {
+                    "name": "first_name_includes_john",
+                    "testDefinitionName": "columnValuesToBeInSet",
+                    "columnName": "first_name",
+                    "parameterValues": [
+                        {
+                            "name": "allowedValues",
+                            "value": "['John']",
+                        }
+                    ],
+                },
+                {
+                    "name": "first_name_is_john",
+                    "testDefinitionName": "columnValuesToBeInSet",
+                    "columnName": "first_name",
+                    "parameterValues": [
+                        {
+                            "name": "allowedValues",
+                            "value": "['John']",
+                        },
+                        {
+                            "name": "matchEnum",
+                            "value": "True",
+                        },
+                    ],
+                },
+            ]
+        },
+    },
+    "sink": {"type": "metadata-rest", "config": {}},
+    "workflowConfig": {
+        "loggerLevel": "DEBUG",
+        "openMetadataServerConfig": {
+            "hostPort": "http://localhost:8585/api",
+            "authProvider": "openmetadata",
+            "securityConfig": {
+                "jwtToken": "eyJraWQiOiJHYjM4OWEtOWY3Ni1nZGpzLWE5MmotMDI0MmJrOTQzNTYiLCJ0eXAiOiJKV1QiLCJhbGciOiJSUzI1NiJ9.eyJzdWIiOiJhZG1pbiIsImlzQm90IjpmYWxzZSwiaXNzIjoib3Blbi1tZXRhZGF0YS5vcmciLCJpYXQiOjE2NjM5Mzg0NjIsImVtYWlsIjoiYWRtaW5Ab3Blbm1ldGFkYXRhLm9yZyJ9.tS8um_5DKu7HgzGBzS1VTA5uUjKWOCU0B_j08WXBiEC0mr0zNREkqVfwFDD-d24HlNEbrqioLsBuFRiwIWKc1m_ZlVQbG7P36RUxhuv2vbSp80FKyNM-Tj93FDzq91jsyNmsQhyNv_fNr3TXfzzSPjHt8Go0FMMP66weoKMgW2PbXlhVKwEuXUHyakLLzewm9UMeQaEiRzhiTMU3UkLXcKbYEJJvfNFcLwSl9W8JCO_l0Yj3ud-qt_nQYEZwqW6u5nfdQllN133iikV4fM5QZsMCnm8Rq1mvLR0y9bmJiD7fwM1tmJ791TUWqmKaTnP49U493VanKpUAfzIiOiIbhg"
+            },
+        },
+    },
+}
+
+
+@pytest.fixture(scope="module", autouse=True)
+def aws():
+    with mock_s3():
+        yield boto3.client("s3", region_name="us-east-1")
+
+
+@pytest.fixture(scope="class", autouse=True)
+def setup_s3(request) -> None:
+    # Mock our S3 bucket and ingest a file
+    boto3.DEFAULT_SESSION = None
+    request.cls.s3_client = boto3.client(
+        "s3",
+        region_name="us-weat-1",
+    )
+    s3 = boto3.resource(
+        "s3",
+        region_name="us-west-1",
+        aws_access_key_id="fake_access_key",
+        aws_secret_access_key="fake_secret_key",
+    )
+    request.cls.s3_client.create_bucket(
+        Bucket=BUCKET_NAME,
+        CreateBucketConfiguration={"LocationConstraint": "us-west-1"},
+    )
+    s3.meta.client.head_bucket(Bucket=BUCKET_NAME)
+    current_dir = os.path.dirname(__file__)
+    resources_dir = os.path.join(current_dir, "resources")
+
+    resources_paths = [
+        os.path.join(path, filename)
+        for path, _, files in os.walk(resources_dir)
+        for filename in files
+    ]
+
+    request.cls.s3_keys = []
+
+    for path in resources_paths:
+        key = os.path.relpath(path, resources_dir)
+        request.cls.s3_keys.append(key)
+        request.cls.s3_client.upload_file(Filename=path, Bucket=BUCKET_NAME, Key=key)
+    yield
+    bucket = s3.Bucket(BUCKET_NAME)
+    for key in bucket.objects.all():
+        key.delete()
+    bucket.delete()
+
+
+@pytest.fixture(scope="class")
+def run_ingestion(metadata):
+    ingestion_workflow = MetadataWorkflow.create(INGESTION_CONFIG)
+    ingestion_workflow.execute()
+    ingestion_workflow.raise_from_status()
+    ingestion_workflow.stop()
+    yield
+    db_service = metadata.get_by_name(
+        entity=DatabaseService, fqn="datalake_for_integration_tests"
+    )
+    metadata.delete(DatabaseService, db_service.id, recursive=True, hard_delete=True)
+
+
+@pytest.fixture
+def run_test_suite_workflow(run_ingestion):
+    ingestion_workflow = TestSuiteWorkflow.create(DATA_QUALITY_CONFIG)
+    ingestion_workflow.execute()
+    ingestion_workflow.raise_from_status()
+    ingestion_workflow.stop()
+
+
+@pytest.fixture()
+def run_profiler(run_ingestion):
+    """Test profiler ingestion"""
+    workflow_config = deepcopy(INGESTION_CONFIG)
+    workflow_config["source"]["sourceConfig"]["config"].update(
+        {
+            "type": "Profiler",
+        }
+    )
+    workflow_config["processor"] = {
+        "type": "orm-profiler",
+        "config": {},
+    }
+
+    profiler_workflow = ProfilerWorkflow.create(workflow_config)
+    profiler_workflow.execute()
+    profiler_workflow.raise_from_status()
+    profiler_workflow.stop()

ingestion/tests/integration/datalake/test_data_quality.py

@@ -0,0 +1,27 @@
+from typing import List
+
+import pytest
+
+from metadata.generated.schema.tests.basic import TestCaseStatus
+from metadata.generated.schema.tests.testCase import TestCase
+
+
+class TestDataQuality:
+    @pytest.mark.parametrize(
+        "test_case_name,expected_status",
+        [
+            ("first_name_includes_john", TestCaseStatus.Success),
+            ("first_name_is_john", TestCaseStatus.Failed),
+        ],
+    )
+    def test_data_quality(
+        self, run_test_suite_workflow, metadata, test_case_name, expected_status
+    ):
+        test_cases: List[TestCase] = metadata.list_entities(
+            TestCase, fields=["*"], skip_on_failure=True
+        ).entities
+        test_case: TestCase = next(
+            (t for t in test_cases if t.name.__root__ == test_case_name), None
+        )
+        assert test_case is not None
+        assert test_case.testCaseResult.testCaseStatus == expected_status

ingestion/tests/integration/datalake/test_ingestion.py

@@ -11,137 +11,35 @@
 
 """Datalake ingestion integration tests"""
 
-import os
-from copy import deepcopy
-from unittest import TestCase
-
-import boto3
-import botocore
 import pytest
-from moto import mock_s3
 
 from metadata.generated.schema.entity.data.table import DataType, Table
-from metadata.generated.schema.entity.services.connections.metadata.openMetadataConnection import (
-    OpenMetadataConnection,
-)
-from metadata.generated.schema.security.client.openMetadataJWTClientConfig import (
-    OpenMetadataJWTClientConfig,
-)
 from metadata.ingestion.ometa.models import EntityList
 from metadata.ingestion.ometa.ometa_api import OpenMetadata
-from metadata.workflow.metadata import MetadataWorkflow
-from metadata.workflow.profiler import ProfilerWorkflow
-
-BUCKET_NAME = "MyBucket"
-
-INGESTION_CONFIG = {
-    "source": {
-        "type": "datalake",
-        "serviceName": "datalake_for_integration_tests",
-        "serviceConnection": {
-            "config": {
-                "type": "Datalake",
-                "configSource": {
-                    "securityConfig": {
-                        "awsAccessKeyId": "fake_access_key",
-                        "awsSecretAccessKey": "fake_secret_key",
-                        "awsRegion": "us-weat-1",
-                    }
-                },
-                "bucketName": f"{BUCKET_NAME}",
-            }
-        },
-        "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_s3
+class TestDatalake:
-class DatalakeTestE2E(TestCase):
     """datalake profiler E2E test"""
 
-    @classmethod
+    metadata: OpenMetadata = None
-    def setUpClass(cls) -> None:
+    s3_client = None
-        server_config = OpenMetadataConnection(
-            hostPort="http://localhost:8585/api",
-            authProvider="openmetadata",
-            securityConfig=OpenMetadataJWTClientConfig(
-                jwtToken="eyJraWQiOiJHYjM4OWEtOWY3Ni1nZGpzLWE5MmotMDI0MmJrOTQzNTYiLCJ0eXAiOiJKV1QiLCJhbGciOiJSUzI1NiJ9.eyJzdWIiOiJhZG1pbiIsImlzQm90IjpmYWxzZSwiaXNzIjoib3Blbi1tZXRhZGF0YS5vcmciLCJpYXQiOjE2NjM5Mzg0NjIsImVtYWlsIjoiYWRtaW5Ab3Blbm1ldGFkYXRhLm9yZyJ9.tS8um_5DKu7HgzGBzS1VTA5uUjKWOCU0B_j08WXBiEC0mr0zNREkqVfwFDD-d24HlNEbrqioLsBuFRiwIWKc1m_ZlVQbG7P36RUxhuv2vbSp80FKyNM-Tj93FDzq91jsyNmsQhyNv_fNr3TXfzzSPjHt8Go0FMMP66weoKMgW2PbXlhVKwEuXUHyakLLzewm9UMeQaEiRzhiTMU3UkLXcKbYEJJvfNFcLwSl9W8JCO_l0Yj3ud-qt_nQYEZwqW6u5nfdQllN133iikV4fM5QZsMCnm8Rq1mvLR0y9bmJiD7fwM1tmJ791TUWqmKaTnP49U493VanKpUAfzIiOiIbhg"
-            ),
-        )  # type: ignore
-        cls.metadata = OpenMetadata(server_config)
 
-    def setUp(self) -> None:
+    @pytest.fixture(autouse=True)
-        # Mock our S3 bucket and ingest a file
+    def set_metdata(self, metadata):
-        boto3.DEFAULT_SESSION = None
+        self.metadata = metadata
-        self.client = boto3.client(
-            "s3",
-            region_name="us-weat-1",
-        )
-
-        # check that we are not running our test against a real bucket
-        try:
-            s3 = boto3.resource(
-                "s3",
-                region_name="us-west-1",
-                aws_access_key_id="fake_access_key",
-                aws_secret_access_key="fake_secret_key",
-            )
-            s3.meta.client.head_bucket(Bucket=BUCKET_NAME)
-        except botocore.exceptions.ClientError:
-            pass
-        else:
-            err = f"{BUCKET_NAME} should not exist."
-            raise EnvironmentError(err)
-        self.client.create_bucket(
-            Bucket=BUCKET_NAME,
-            CreateBucketConfiguration={"LocationConstraint": "us-west-1"},
-        )
-        current_dir = os.path.dirname(__file__)
-        resources_dir = os.path.join(current_dir, "resources")
-
-        resources_paths = [
-            os.path.join(path, filename)
-            for path, _, files in os.walk(resources_dir)
-            for filename in files
-        ]
-
-        self.s3_keys = []
-
-        for path in resources_paths:
-            key = os.path.relpath(path, resources_dir)
-            self.s3_keys.append(key)
-            self.client.upload_file(Filename=path, Bucket=BUCKET_NAME, Key=key)
 
     @pytest.mark.order(10000)
-    def test_ingestion(self):
+    def test_ingestion(self, run_ingestion):
         """test ingestion of datalake data"""
         # Ingest our S3 data
-        ingestion_workflow = MetadataWorkflow.create(INGESTION_CONFIG)
-        ingestion_workflow.execute()
-        ingestion_workflow.raise_from_status()
-        ingestion_workflow.stop()
-
         resp: EntityList[Table] = self.metadata.list_entities(
             entity=Table, params={"database": "datalake_for_integration_tests.default"}
         )  # type: ignore
 
         entities = resp.entities
-        self.assertEqual(len(entities), 3)
+        assert len(entities) == 3
         names = [entity.name.__root__ for entity in entities]
-        self.assertListEqual(
+        assert sorted(["names.json", "new_users.parquet", "users.csv"]) == sorted(names)
-            sorted(["names.json", "new_users.parquet", "users.csv"]), sorted(names)
-        )
 
         for entity in entities:
             columns = entity.columns
@@ -149,27 +47,7 @@ class DatalakeTestE2E(TestCase):
                 if column.dataType == DataType.JSON:
                     assert column.children
 
-    @pytest.mark.order(10001)
+    def test_profiler(self, run_profiler):
-    def test_profiler(self):
-        """Test profiler ingestion"""
-        workflow_config = deepcopy(INGESTION_CONFIG)
-        workflow_config["source"]["sourceConfig"]["config"].update(
-            {
-                "type": "Profiler",
-            }
-        )
-        workflow_config["processor"] = {
-            "type": "orm-profiler",
-            "config": {},
-        }
-
-        profiler_workflow = ProfilerWorkflow.create(workflow_config)
-        profiler_workflow.execute()
-        status = profiler_workflow.result_status()
-        profiler_workflow.stop()
-
-        assert status == 0
-
         csv_ = self.metadata.get_by_name(
             entity=Table,
             fqn='datalake_for_integration_tests.default.MyBucket."users.csv"',

ingestion/tests/integration/postgres/conftest.py

@@ -1,11 +1,55 @@
+import contextlib
+import logging
 import os
 import tarfile
 import zipfile
 from subprocess import CalledProcessError
 
+import docker
 import pytest
 from testcontainers.postgres import PostgresContainer
 
+from metadata.generated.schema.api.services.createDatabaseService import (
+    CreateDatabaseServiceRequest,
+)
+from metadata.generated.schema.entity.services.connections.database.common.basicAuth import (
+    BasicAuth,
+)
+from metadata.generated.schema.entity.services.connections.database.postgresConnection import (
+    PostgresConnection,
+)
+from metadata.generated.schema.entity.services.databaseService import (
+    DatabaseConnection,
+    DatabaseService,
+    DatabaseServiceType,
+)
+from metadata.generated.schema.metadataIngestion.workflow import (
+    OpenMetadataWorkflowConfig,
+    Sink,
+    Source,
+    SourceConfig,
+    WorkflowConfig,
+)
+from metadata.ingestion.lineage.sql_lineage import search_cache
+from metadata.ingestion.ometa.ometa_api import OpenMetadata
+from metadata.workflow.metadata import MetadataWorkflow
+
+
+@pytest.fixture(autouse=True, scope="session")
+def config_logging():
+    logging.getLogger("sqlfluff").setLevel(logging.CRITICAL)
+
+
+@contextlib.contextmanager
+def try_bind(container, container_port, host_port):
+    try:
+        with container.with_bind_ports(container_port, host_port) as container:
+            yield container
+    except docker.errors.APIError:
+        logging.warning("Port %s is already in use, trying another port", host_port)
+        with container.with_bind_ports(container_port, None) as container:
+            yield container
+
 
 @pytest.fixture(scope="session")
 def postgres_container(tmp_path_factory):
@@ -25,7 +69,9 @@ def postgres_container(tmp_path_factory):
         "pg_stat_statements.track=all",
     ]
 
-    with container as container:
+    with try_bind(container, 5432, 5432) if not os.getenv(
+        "CI"
+    ) else container as container:
         docker_container = container.get_wrapped_container()
         docker_container.exec_run(["mkdir", "/data"])
         docker_container.put_archive(
@@ -57,3 +103,47 @@ def postgres_container(tmp_path_factory):
                 returncode=res[0], cmd=res, output=res[1].decode("utf-8")
             )
         yield container
+
+
+@pytest.fixture(scope="module")
+def db_service(metadata, postgres_container):
+    service = CreateDatabaseServiceRequest(
+        name="docker_test_db",
+        serviceType=DatabaseServiceType.Postgres,
+        connection=DatabaseConnection(
+            config=PostgresConnection(
+                username=postgres_container.username,
+                authType=BasicAuth(password=postgres_container.password),
+                hostPort="localhost:"
+                + postgres_container.get_exposed_port(postgres_container.port),
+                database="dvdrental",
+            )
+        ),
+    )
+    service_entity = metadata.create_or_update(data=service)
+    service_entity.connection.config.authType.password = postgres_container.password
+    yield service_entity
+    metadata.delete(
+        DatabaseService, service_entity.id, recursive=True, hard_delete=True
+    )
+
+
+@pytest.fixture(scope="module")
+def ingest_metadata(db_service, metadata: OpenMetadata):
+    workflow_config = OpenMetadataWorkflowConfig(
+        source=Source(
+            type=db_service.connection.config.type.value.lower(),
+            serviceName=db_service.fullyQualifiedName.__root__,
+            serviceConnection=db_service.connection,
+            sourceConfig=SourceConfig(config={}),
+        ),
+        sink=Sink(
+            type="metadata-rest",
+            config={},
+        ),
+        workflowConfig=WorkflowConfig(openMetadataServerConfig=metadata.config),
+    )
+    metadata_ingestion = MetadataWorkflow.create(workflow_config)
+    search_cache.clear()
+    metadata_ingestion.execute()
+    metadata_ingestion.raise_from_status()

ingestion/tests/integration/postgres/test_data_quality.py

@@ -0,0 +1,126 @@
+import sys
+from typing import Collection, List, Tuple
+
+import pytest
+
+from metadata.data_quality.api.models import (
+    TestCaseDefinition,
+    TestCaseParameterValue,
+    TestSuiteProcessorConfig,
+)
+from metadata.generated.schema.entity.services.databaseService import DatabaseService
+from metadata.generated.schema.metadataIngestion.testSuitePipeline import (
+    TestSuiteConfigType,
+    TestSuitePipeline,
+)
+from metadata.generated.schema.metadataIngestion.workflow import (
+    LogLevels,
+    OpenMetadataWorkflowConfig,
+    Processor,
+    Sink,
+    Source,
+    SourceConfig,
+    WorkflowConfig,
+)
+from metadata.generated.schema.tests.basic import TestCaseStatus
+from metadata.generated.schema.tests.testCase import TestCase
+from metadata.ingestion.ometa.ometa_api import OpenMetadata
+from metadata.workflow.data_quality import TestSuiteWorkflow
+
+if not sys.version_info >= (3, 9):
+    pytest.skip("requires python 3.9+", allow_module_level=True)
+
+
+def parameteres_from_tuples(
+    tup: Collection[Tuple[str, str]]
+) -> List[TestCaseParameterValue]:
+    return [TestCaseParameterValue(name=v[0], value=v[1]) for v in tup]
+
+
+@pytest.fixture(scope="module")
+def run_data_quality_workflow(
+    ingest_metadata, db_service: DatabaseService, metadata: OpenMetadata
+):
+    workflow_config = OpenMetadataWorkflowConfig(
+        source=Source(
+            type=TestSuiteConfigType.TestSuite.value,
+            serviceName="MyTestSuite",
+            sourceConfig=SourceConfig(
+                config=TestSuitePipeline(
+                    type=TestSuiteConfigType.TestSuite,
+                    entityFullyQualifiedName=f"{db_service.fullyQualifiedName.__root__}.dvdrental.public.customer",
+                )
+            ),
+            serviceConnection=db_service.connection,
+        ),
+        processor=Processor(
+            type="orm-test-runner",
+            config=TestSuiteProcessorConfig(
+                testCases=[
+                    TestCaseDefinition(
+                        name="first_name_includes_tom_and_jerry_wo_enum",
+                        testDefinitionName="columnValuesToBeInSet",
+                        columnName="first_name",
+                        parameterValues=parameteres_from_tuples(
+                            [
+                                ("allowedValues", "['Tom', 'Jerry']"),
+                            ]
+                        ),
+                    ),
+                    TestCaseDefinition(
+                        name="first_name_includes_tom_and_jerry",
+                        testDefinitionName="columnValuesToBeInSet",
+                        columnName="first_name",
+                        parameterValues=parameteres_from_tuples(
+                            [
+                                ("allowedValues", "['Tom', 'Jerry']"),
+                                ("matchEnum", ""),
+                            ]
+                        ),
+                    ),
+                    TestCaseDefinition(
+                        name="first_name_is_tom_or_jerry",
+                        testDefinitionName="columnValuesToBeInSet",
+                        columnName="first_name",
+                        parameterValues=parameteres_from_tuples(
+                            [
+                                ("allowedValues", "['Tom', 'Jerry']"),
+                                ("matchEnum", "True"),
+                            ]
+                        ),
+                    ),
+                ]
+            ),
+        ),
+        sink=Sink(
+            type="metadata-rest",
+            config={},
+        ),
+        workflowConfig=WorkflowConfig(
+            loggerLevel=LogLevels.DEBUG, openMetadataServerConfig=metadata.config
+        ),
+    )
+    test_suite_procesor = TestSuiteWorkflow.create(workflow_config)
+    test_suite_procesor.execute()
+    test_suite_procesor.raise_from_status()
+
+
+@pytest.mark.parametrize(
+    "test_case_name,expected_status",
+    [
+        ("first_name_includes_tom_and_jerry_wo_enum", TestCaseStatus.Success),
+        ("first_name_includes_tom_and_jerry", TestCaseStatus.Success),
+        ("first_name_is_tom_or_jerry", TestCaseStatus.Failed),
+    ],
+)
+def test_data_quality(
+    run_data_quality_workflow, metadata: OpenMetadata, test_case_name, expected_status
+):
+    test_cases: List[TestCase] = metadata.list_entities(
+        TestCase, fields=["*"], skip_on_failure=True
+    ).entities
+    test_case: TestCase = next(
+        (t for t in test_cases if t.name.__root__ == test_case_name), None
+    )
+    assert test_case is not None
+    assert test_case.testCaseResult.testCaseStatus == expected_status

ingestion/tests/integration/postgres/test_postgres.py

@@ -1,4 +1,3 @@
-import logging
 import sys
 
 import pytest
@@ -36,6 +35,7 @@ from metadata.generated.schema.metadataIngestion.workflow import (
     SourceConfig,
     WorkflowConfig,
 )
+from metadata.ingestion.lineage.sql_lineage import search_cache
 from metadata.ingestion.ometa.ometa_api import OpenMetadata
 from metadata.profiler.api.models import ProfilerProcessorConfig
 from metadata.workflow.metadata import MetadataWorkflow
@@ -46,11 +46,6 @@ if not sys.version_info >= (3, 9):
     pytest.skip("requires python 3.9+", allow_module_level=True)
 
 
-@pytest.fixture(autouse=True)
-def config_logging():
-    logging.getLogger("sqlfluff").setLevel(logging.CRITICAL)
-
-
 @pytest.fixture(scope="module")
 def db_service(metadata, postgres_container):
     service = CreateDatabaseServiceRequest(
@@ -136,6 +131,7 @@ def run_profiler_workflow(ingest_metadata, db_service, metadata):
         ),
     )
     metadata_ingestion = ProfilerWorkflow.create(workflow_config.dict())
+    search_cache.clear()
     metadata_ingestion.execute()
     return
 
@@ -171,6 +167,7 @@ def ingest_query_usage(ingest_metadata, db_service, metadata):
         },
     }
     workflow = UsageWorkflow.create(workflow_config)
+    search_cache.clear()
     workflow.execute()
     workflow.raise_from_status()
     return

ingestion/tests/unit/metadata/utils/secrets/test_secrets_manager_factory.py

@@ -68,7 +68,7 @@ class TestSecretsManagerFactory(TestCase):
     @patch.dict(os.environ, {"AZURE_KEY_VAULT_NAME": "test"})
     @patch("metadata.clients.aws_client.boto3")
     def test_all_providers_has_implementation(self, mocked_boto3):
-        mocked_boto3.client.return_value = {}
+        mocked_boto3.s3_client.return_value = {}
         secret_manager_providers = [
             secret_manager_provider
             for secret_manager_provider in SecretsManagerProvider

openmetadata-docs/content/v1.3.x/main-concepts/metadata-standard/schemas/tests/column/columnValueMaxToBeBetween.md

@@ -1,16 +0,0 @@
----
-title: columnValueMaxToBeBetween
-slug: /main-concepts/metadata-standard/schemas/tests/column/columnvaluemaxtobebetween
----
-
-# columnValueMaxToBeBetween
-
-*This schema defines the test ColumnValueMaxToBeBetween. Test the maximum value in a col is within a range.*
-
-## Properties
-
-- **`minValueForMaxInCol`** *(integer)*: Expected maximum value in the column to be greater or equal than.
-- **`maxValueForMaxInCol`** *(integer)*: Expected maximum value in the column to be lower or equal than.
-
-
-Documentation file automatically generated at 2022-07-14 10:51:34.749986.

openmetadata-docs/content/v1.3.x/main-concepts/metadata-standard/schemas/tests/column/columnValueMeanToBeBetween.md

@@ -1,16 +0,0 @@
----
-title: columnValueMeanToBeBetween
-slug: /main-concepts/metadata-standard/schemas/tests/column/columnvaluemeantobebetween
----
-
-# columnValueMeanToBeBetween
-
-*This schema defines the test ColumnValueMeanToBeBetween. Test the mean value in a col is within a range.*
-
-## Properties
-
-- **`minValueForMeanInCol`** *(integer)*: Expected mean value for the column to be greater or equal than.
-- **`maxValueForMeanInCol`** *(integer)*: Expected mean value for the column to be greater or equal than.
-
-
-Documentation file automatically generated at 2022-07-14 10:51:34.749986.

openmetadata-docs/content/v1.3.x/main-concepts/metadata-standard/schemas/tests/column/columnValueMedianToBeBetween.md

@@ -1,16 +0,0 @@
----
-title: columnValueMedianToBeBetween
-slug: /main-concepts/metadata-standard/schemas/tests/column/columnvaluemediantobebetween
----
-
-# columnValueMedianToBeBetween
-
-*This schema defines the test ColumnValueMedianToBeBetween. Test the median value in a col is within a range.*
-
-## Properties
-
-- **`minValueForMedianInCol`** *(integer)*: Expected median value for the column to be greater or equal than.
-- **`maxValueForMedianInCol`** *(integer)*: Expected median value for the column to be greater or equal than.
-
-
-Documentation file automatically generated at 2022-07-14 10:51:34.749986.

openmetadata-docs/content/v1.3.x/main-concepts/metadata-standard/schemas/tests/column/columnValueMinToBeBetween.md

@@ -1,16 +0,0 @@
----
-title: columnValueMinToBeBetween
-slug: /main-concepts/metadata-standard/schemas/tests/column/columnvaluemintobebetween
----
-
-# columnValueMinToBeBetween
-
-*This schema defines the test ColumnValueMinToBeBetween. Test the minimum value in a col is within a range.*
-
-## Properties
-
-- **`minValueForMinInCol`** *(integer)*: Expected minimum value in the column to be greater or equal than.
-- **`maxValueForMinInCol`** *(integer)*: Expect minimum value in the column to be lower or equal than.
-
-
-Documentation file automatically generated at 2022-07-14 10:51:34.749986.

openmetadata-docs/content/v1.3.x/main-concepts/metadata-standard/schemas/tests/column/columnValueStdDevToBeBetween.md

@@ -1,16 +0,0 @@
----
-title: columnValueStdDevToBeBetween
-slug: /main-concepts/metadata-standard/schemas/tests/column/columnvaluestddevtobebetween
----
-
-# columnValueStdDevToBeBetween
-
-*This schema defines the test ColumnValueStdDevToBeBetween. Test the std. dev. value in a col is within a range.*
-
-## Properties
-
-- **`minValueForStdDevInCol`** *(integer)*: Expected std. dev value for the column to be greater or equal than.
-- **`maxValueForStdDevInCol`** *(integer)*: Expected std. dev value for the column to be greater or equal than.
-
-
-Documentation file automatically generated at 2022-07-14 10:51:34.749986.

openmetadata-docs/content/v1.3.x/main-concepts/metadata-standard/schemas/tests/column/columnValuesLengthsToBeBetween.md

@@ -1,16 +0,0 @@
----
-title: columnValuesLengthsToBeBetween
-slug: /main-concepts/metadata-standard/schemas/tests/column/columnvalueslengthstobebetween
----
-
-# columnValueLengthsToBeBetween
-
-*This schema defines the test ColumnValueLengthsToBeBetween. Test the value lengths in a column to be between minimum and maximum value. *
-
-## Properties
-
-- **`minLength`** *(integer)*: The {minLength} for the column length. If minLength is not included, maxLength is treated as upperBound and there will be no minimum number of rows.
-- **`maxLength`** *(integer)*: The {maxLength} for the column length. if maxLength is not included, minLength is treated as lowerBound and there will eb no maximum number of rows.
-
-
-Documentation file automatically generated at 2022-07-14 10:51:34.749986.

openmetadata-docs/content/v1.3.x/main-concepts/metadata-standard/schemas/tests/column/columnValuesMissingCountToBeEqual.md

@@ -1,17 +0,0 @@
----
-title: columnValuesMissingCountToBeEqual
-slug: /main-concepts/metadata-standard/schemas/tests/column/columnvaluesmissingcounttobeequal
----
-
-# columnValuesMissingCount
-
-*This schema defines the test ColumnValuesMissingCount. Test the column values missing count to be equal to given number. *
-
-## Properties
-
-- **`missingCountValue`** *(integer)*: No.of missing values to be equal to.
-- **`missingValueMatch`**: By default match all null and empty values to be missing. This field allows us to configure additional strings such as N/A, NULL as missing strings as well.
-  - **Items** *(string)*
-
-
-Documentation file automatically generated at 2022-07-14 10:51:34.749986.

openmetadata-docs/content/v1.3.x/main-concepts/metadata-standard/schemas/tests/column/columnValuesSumToBeBetween.md

@@ -1,16 +0,0 @@
----
-title: columnValuesSumToBeBetween
-slug: /main-concepts/metadata-standard/schemas/tests/column/columnvaluessumtobebetween
----
-
-# columnValuesSumToBeBetween
-
-*This schema defines the test ColumnValuesSumToBeBetween. Test the sum of the values of a col is within a range.*
-
-## Properties
-
-- **`minValueForColSum`** *(integer)*: Expected sum of values in the column to be greater or equal than.
-- **`maxValueForColSum`** *(integer)*: Expected sum values in the column to be lower or equal than.
-
-
-Documentation file automatically generated at 2022-07-14 10:51:34.749986.

openmetadata-docs/content/v1.3.x/main-concepts/metadata-standard/schemas/tests/column/columnValuesToBeBetween.md

@@ -1,16 +0,0 @@
----
-title: columnValuesToBeBetween
-slug: /main-concepts/metadata-standard/schemas/tests/column/columnvaluestobebetween
----
-
-# columnValuesToBeBetween
-
-*This schema defines the test ColumnValuesToBeBetween. Test the values in a column to be between minimum and maximum value. *
-
-## Properties
-
-- **`minValue`** *(integer)*: The {minValue} value for the column entry. If minValue is not included, maxValue is treated as upperBound and there will be no minimum number of rows.
-- **`maxValue`** *(integer)*: The {maxValue} value for the column entry. if maxValue is not included, minValue is treated as lowerBound and there will eb no maximum number of rows.
-
-
-Documentation file automatically generated at 2022-07-14 10:51:34.749986.

openmetadata-docs/content/v1.3.x/main-concepts/metadata-standard/schemas/tests/column/columnValuesToBeInSet.md

@@ -1,16 +0,0 @@
----
-title: columnValuesToBeInSet
-slug: /main-concepts/metadata-standard/schemas/tests/column/columnvaluestobeinset
----
-
-# ColumnValuesToBeInSet
-
-*This schema defines the test ColumnValuesToBeInSet. Test the column values are in the set.*
-
-## Properties
-
-- **`allowedValues`** *(array)*: An Array of values.
-  - **Items** *(['string', 'number'])*
-
-
-Documentation file automatically generated at 2022-07-14 10:51:34.749986.

openmetadata-docs/content/v1.3.x/main-concepts/metadata-standard/schemas/tests/column/columnValuesToBeNotInSet.md

@@ -1,16 +0,0 @@
----
-title: columnValuesToBeNotInSet
-slug: /main-concepts/metadata-standard/schemas/tests/column/columnvaluestobenotinset
----
-
-# columnValuesToBeNotInSet
-
-*This schema defines the test ColumnValuesToBeNotInSet. Test the column values to not be in the set. *
-
-## Properties
-
-- **`forbiddenValues`** *(array)*: An Array of values.
-  - **Items** *(['string', 'number'])*
-
-
-Documentation file automatically generated at 2022-07-14 10:51:34.749986.

openmetadata-docs/content/v1.3.x/main-concepts/metadata-standard/schemas/tests/column/columnValuesToBeNotNull.md

@@ -1,15 +0,0 @@
----
-title: columnValuesToBeNotNull
-slug: /main-concepts/metadata-standard/schemas/tests/column/columnvaluestobenotnull
----
-
-# columnValuesToBeNotNull
-
-*This schema defines the test ColumnValuesToBeNotNull. Test the number of values in a column are null. Values must be explicitly null. Empty strings don't count as null. *
-
-## Properties
-
-- **`columnValuesToBeNotNull`** *(boolean)*: Default: `True`.
-
-
-Documentation file automatically generated at 2022-07-14 10:51:34.749986.

openmetadata-docs/content/v1.3.x/main-concepts/metadata-standard/schemas/tests/column/columnValuesToBeUnique.md

@@ -1,15 +0,0 @@
----
-title: columnValuesToBeUnique
-slug: /main-concepts/metadata-standard/schemas/tests/column/columnvaluestobeunique
----
-
-# columnValuesToBeUnique
-
-*This schema defines the test ColumnValuesToBeUnique. Test the values in a column to be unique. *
-
-## Properties
-
-- **`columnValuesToBeUnique`** *(boolean)*: Default: `True`.
-
-
-Documentation file automatically generated at 2022-07-14 10:51:34.749986.

openmetadata-docs/content/v1.3.x/main-concepts/metadata-standard/schemas/tests/column/columnValuesToMatchRegex.md

@@ -1,15 +0,0 @@
----
-title: columnValuesToMatchRegex
-slug: /main-concepts/metadata-standard/schemas/tests/column/columnvaluestomatchregex
----
-
-# columnValuesToMatchRegex
-
-*This schema defines the test ColumnValuesToMatchRegex. Test the values in a column to match a given regular expression. *
-
-## Properties
-
-- **`regex`** *(string)*: The regular expression the column entries should match.
-
-
-Documentation file automatically generated at 2022-07-14 10:51:34.749986.

openmetadata-docs/content/v1.3.x/main-concepts/metadata-standard/schemas/tests/column/columnValuesToNotMatchRegex.md

@@ -1,15 +0,0 @@
----
-title: columnValuesToNotMatchRegex
-slug: /main-concepts/metadata-standard/schemas/tests/column/columnvaluestonotmatchregex
----
-
-# columnValuesToNotMatchRegex
-
-*This schema defines the test ColumnValuesToNotMatchRegex. Test the values in a column to not match a given regular expression. *
-
-## Properties
-
-- **`forbiddenRegex`** *(string)*: The regular expression the column entries should not match.
-
-
-Documentation file automatically generated at 2022-07-14 10:51:34.749986.

openmetadata-docs/content/v1.3.x/main-concepts/metadata-standard/schemas/tests/column/index.md

@@ -1,8 +0,0 @@
----
-title: index
-slug: /main-concepts/metadata-standard/schemas/tests/column
----
-
-# column
-
-Documentation file automatically generated at 2022-07-14 10:51:34.749986.

openmetadata-docs/content/v1.3.x/main-concepts/metadata-standard/schemas/tests/table/index.md

@@ -1,8 +0,0 @@
----
-title: index
-slug: /main-concepts/metadata-standard/schemas/tests/table
----
-
-# table
-
-Documentation file automatically generated at 2022-07-14 10:51:34.749986.

openmetadata-docs/content/v1.3.x/main-concepts/metadata-standard/schemas/tests/table/tableColumnCountToBeBetween.md

@@ -1,16 +0,0 @@
----
-title: tableColumnCountToBeBetween
-slug: /main-concepts/metadata-standard/schemas/tests/table/tablecolumncounttobebetween
----
-
-# TableColumnCountToBeBetween
-
-*This schema defines the test TableColumnCountToBeBetween. Test the number of columns to be between min max value.*
-
-## Properties
-
-- **`minColValue`** *(integer)*: Expected number of columns should be greater than or equal to {minValue}. If minValue is not included, maxValue is treated as upperBound and there will be no minimum number of column.
-- **`maxColValue`** *(integer)*: Expected number of columns should be less than or equal to {maxValue}. If maxValue is not included, minValue is treated as lowerBound and there will be no maximum number of column.
-
-
-Documentation file automatically generated at 2022-07-14 10:51:34.749986.

openmetadata-docs/content/v1.3.x/main-concepts/metadata-standard/schemas/tests/table/tableColumnCountToEqual.md

@@ -1,15 +0,0 @@
----
-title: tableColumnCountToEqual
-slug: /main-concepts/metadata-standard/schemas/tests/table/tablecolumncounttoequal
----
-
-# TableColumnCountToEqual
-
-*This schema defines the test TableColumnCountToEqual. Test the number of columns equal to a value.*
-
-## Properties
-
-- **`columnCount`** *(integer)*: Expected number of columns to equal to a {value}.
-
-
-Documentation file automatically generated at 2022-07-14 10:51:34.749986.

openmetadata-docs/content/v1.3.x/main-concepts/metadata-standard/schemas/tests/table/tableColumnNameToExist.md

@@ -1,15 +0,0 @@
----
-title: tableColumnNameToExist
-slug: /main-concepts/metadata-standard/schemas/tests/table/tablecolumnnametoexist
----
-
-# TableColumnNameToExist
-
-*This schema defines the test TableColumnNameToExist. Test the table columns exists in the table.*
-
-## Properties
-
-- **`columnName`** *(string)*: Expected column of the table to exist.
-
-
-Documentation file automatically generated at 2022-07-14 10:51:34.749986.

openmetadata-docs/content/v1.3.x/main-concepts/metadata-standard/schemas/tests/table/tableColumnToMatchSet.md

@@ -1,16 +0,0 @@
----
-title: tableColumnToMatchSet
-slug: /main-concepts/metadata-standard/schemas/tests/table/tablecolumntomatchset
----
-
-# TableColumnToMatchSet
-
-*This schema defines the test TableColumnToMatchSet. Test the table columns match a set of values. Unordered by default.*
-
-## Properties
-
-- **`columnNames`** *(string)*: Expected columns of the table to match the ones in {columnValuesSet}.
-- **`ordered`** *(boolean)*: Whether or not to considered the order of the list when performing the match. Default: `False`.
-
-
-Documentation file automatically generated at 2022-07-14 10:51:34.749986.

openmetadata-docs/content/v1.3.x/main-concepts/metadata-standard/schemas/tests/table/tableCustomSQLQuery.md

@@ -1,15 +0,0 @@
----
-title: tableCustomSQLQuery
-slug: /main-concepts/metadata-standard/schemas/tests/table/tablecustomsqlquery
----
-
-# tableCustomSQLQuery
-
-*This schema defines the test TableCustomSQLQuery. Test if a custom SQL returns 1 or 0 row.*
-
-## Properties
-
-- **`sqlExpression`** *(string)*: SQL expression to run against the table.
-
-
-Documentation file automatically generated at 2022-07-14 10:51:34.749986.

openmetadata-docs/content/v1.3.x/main-concepts/metadata-standard/schemas/tests/table/tableRowCountToBeBetween.md

@@ -1,16 +0,0 @@
----
-title: tableRowCountToBeBetween
-slug: /main-concepts/metadata-standard/schemas/tests/table/tablerowcounttobebetween
----
-
-# TableRowCountToBeBetween
-
-*This schema defines the test TableRowCountToBeBetween. Test the number of rows to between to two values.*
-
-## Properties
-
-- **`minValue`** *(integer)*: Expected number of rows should be greater than or equal to {minValue}. If minValue is not included, maxValue is treated as upperBound and there will be no minimum number of rows.
-- **`maxValue`** *(integer)*: Expected number of rows should be lower than or equal to {maxValue}. if maxValue is not included, minValue is treated as lowerBound and there will eb no maximum number of rows.
-
-
-Documentation file automatically generated at 2022-07-14 10:51:34.749986.

openmetadata-docs/content/v1.3.x/main-concepts/metadata-standard/schemas/tests/table/tableRowCountToEqual.md

@@ -1,15 +0,0 @@
----
-title: tableRowCountToEqual
-slug: /main-concepts/metadata-standard/schemas/tests/table/tablerowcounttoequal
----
-
-# TableRowCountToEqual
-
-*This schema defines the test TableRowCountToEqual. Test the number of rows equal to a value.*
-
-## Properties
-
-- **`value`** *(integer)*: Expected number of rows {value}.
-
-
-Documentation file automatically generated at 2022-07-14 10:51:34.749986.

openmetadata-docs/content/v1.4.x/main-concepts/metadata-standard/schemas/tests/column/columnValueMaxToBeBetween.md

@@ -1,16 +0,0 @@
----
-title: columnValueMaxToBeBetween
-slug: /main-concepts/metadata-standard/schemas/tests/column/columnvaluemaxtobebetween
----
-
-# columnValueMaxToBeBetween
-
-*This schema defines the test ColumnValueMaxToBeBetween. Test the maximum value in a col is within a range.*
-
-## Properties
-
-- **`minValueForMaxInCol`** *(integer)*: Expected maximum value in the column to be greater or equal than.
-- **`maxValueForMaxInCol`** *(integer)*: Expected maximum value in the column to be lower or equal than.
-
-
-Documentation file automatically generated at 2022-07-14 10:51:34.749986.

openmetadata-docs/content/v1.4.x/main-concepts/metadata-standard/schemas/tests/column/columnValueMeanToBeBetween.md

@@ -1,16 +0,0 @@
----
-title: columnValueMeanToBeBetween
-slug: /main-concepts/metadata-standard/schemas/tests/column/columnvaluemeantobebetween
----
-
-# columnValueMeanToBeBetween
-
-*This schema defines the test ColumnValueMeanToBeBetween. Test the mean value in a col is within a range.*
-
-## Properties
-
-- **`minValueForMeanInCol`** *(integer)*: Expected mean value for the column to be greater or equal than.
-- **`maxValueForMeanInCol`** *(integer)*: Expected mean value for the column to be greater or equal than.
-
-
-Documentation file automatically generated at 2022-07-14 10:51:34.749986.

openmetadata-docs/content/v1.4.x/main-concepts/metadata-standard/schemas/tests/column/columnValueMedianToBeBetween.md

@@ -1,16 +0,0 @@
----
-title: columnValueMedianToBeBetween
-slug: /main-concepts/metadata-standard/schemas/tests/column/columnvaluemediantobebetween
----
-
-# columnValueMedianToBeBetween
-
-*This schema defines the test ColumnValueMedianToBeBetween. Test the median value in a col is within a range.*
-
-## Properties
-
-- **`minValueForMedianInCol`** *(integer)*: Expected median value for the column to be greater or equal than.
-- **`maxValueForMedianInCol`** *(integer)*: Expected median value for the column to be greater or equal than.
-
-
-Documentation file automatically generated at 2022-07-14 10:51:34.749986.

openmetadata-docs/content/v1.4.x/main-concepts/metadata-standard/schemas/tests/column/columnValueMinToBeBetween.md

@@ -1,16 +0,0 @@
----
-title: columnValueMinToBeBetween
-slug: /main-concepts/metadata-standard/schemas/tests/column/columnvaluemintobebetween
----
-
-# columnValueMinToBeBetween
-
-*This schema defines the test ColumnValueMinToBeBetween. Test the minimum value in a col is within a range.*
-
-## Properties
-
-- **`minValueForMinInCol`** *(integer)*: Expected minimum value in the column to be greater or equal than.
-- **`maxValueForMinInCol`** *(integer)*: Expect minimum value in the column to be lower or equal than.
-
-
-Documentation file automatically generated at 2022-07-14 10:51:34.749986.

openmetadata-docs/content/v1.4.x/main-concepts/metadata-standard/schemas/tests/column/columnValueStdDevToBeBetween.md

@@ -1,16 +0,0 @@
----
-title: columnValueStdDevToBeBetween
-slug: /main-concepts/metadata-standard/schemas/tests/column/columnvaluestddevtobebetween
----
-
-# columnValueStdDevToBeBetween
-
-*This schema defines the test ColumnValueStdDevToBeBetween. Test the std. dev. value in a col is within a range.*
-
-## Properties
-
-- **`minValueForStdDevInCol`** *(integer)*: Expected std. dev value for the column to be greater or equal than.
-- **`maxValueForStdDevInCol`** *(integer)*: Expected std. dev value for the column to be greater or equal than.
-
-
-Documentation file automatically generated at 2022-07-14 10:51:34.749986.

openmetadata-docs/content/v1.4.x/main-concepts/metadata-standard/schemas/tests/column/columnValuesLengthsToBeBetween.md

@@ -1,16 +0,0 @@
----
-title: columnValuesLengthsToBeBetween
-slug: /main-concepts/metadata-standard/schemas/tests/column/columnvalueslengthstobebetween
----
-
-# columnValueLengthsToBeBetween
-
-*This schema defines the test ColumnValueLengthsToBeBetween. Test the value lengths in a column to be between minimum and maximum value. *
-
-## Properties
-
-- **`minLength`** *(integer)*: The {minLength} for the column length. If minLength is not included, maxLength is treated as upperBound and there will be no minimum number of rows.
-- **`maxLength`** *(integer)*: The {maxLength} for the column length. if maxLength is not included, minLength is treated as lowerBound and there will eb no maximum number of rows.
-
-
-Documentation file automatically generated at 2022-07-14 10:51:34.749986.

openmetadata-docs/content/v1.4.x/main-concepts/metadata-standard/schemas/tests/column/columnValuesMissingCountToBeEqual.md

@@ -1,17 +0,0 @@
----
-title: columnValuesMissingCountToBeEqual
-slug: /main-concepts/metadata-standard/schemas/tests/column/columnvaluesmissingcounttobeequal
----
-
-# columnValuesMissingCount
-
-*This schema defines the test ColumnValuesMissingCount. Test the column values missing count to be equal to given number. *
-
-## Properties
-
-- **`missingCountValue`** *(integer)*: No.of missing values to be equal to.
-- **`missingValueMatch`**: By default match all null and empty values to be missing. This field allows us to configure additional strings such as N/A, NULL as missing strings as well.
-  - **Items** *(string)*
-
-
-Documentation file automatically generated at 2022-07-14 10:51:34.749986.

openmetadata-docs/content/v1.4.x/main-concepts/metadata-standard/schemas/tests/column/columnValuesSumToBeBetween.md

@@ -1,16 +0,0 @@
----
-title: columnValuesSumToBeBetween
-slug: /main-concepts/metadata-standard/schemas/tests/column/columnvaluessumtobebetween
----
-
-# columnValuesSumToBeBetween
-
-*This schema defines the test ColumnValuesSumToBeBetween. Test the sum of the values of a col is within a range.*
-
-## Properties
-
-- **`minValueForColSum`** *(integer)*: Expected sum of values in the column to be greater or equal than.
-- **`maxValueForColSum`** *(integer)*: Expected sum values in the column to be lower or equal than.
-
-
-Documentation file automatically generated at 2022-07-14 10:51:34.749986.

openmetadata-docs/content/v1.4.x/main-concepts/metadata-standard/schemas/tests/column/columnValuesToBeBetween.md

@@ -1,16 +0,0 @@
----
-title: columnValuesToBeBetween
-slug: /main-concepts/metadata-standard/schemas/tests/column/columnvaluestobebetween
----
-
-# columnValuesToBeBetween
-
-*This schema defines the test ColumnValuesToBeBetween. Test the values in a column to be between minimum and maximum value. *
-
-## Properties
-
-- **`minValue`** *(integer)*: The {minValue} value for the column entry. If minValue is not included, maxValue is treated as upperBound and there will be no minimum number of rows.
-- **`maxValue`** *(integer)*: The {maxValue} value for the column entry. if maxValue is not included, minValue is treated as lowerBound and there will eb no maximum number of rows.
-
-
-Documentation file automatically generated at 2022-07-14 10:51:34.749986.

openmetadata-docs/content/v1.4.x/main-concepts/metadata-standard/schemas/tests/column/columnValuesToBeInSet.md

@@ -1,16 +0,0 @@
----
-title: columnValuesToBeInSet
-slug: /main-concepts/metadata-standard/schemas/tests/column/columnvaluestobeinset
----
-
-# ColumnValuesToBeInSet
-
-*This schema defines the test ColumnValuesToBeInSet. Test the column values are in the set.*
-
-## Properties
-
-- **`allowedValues`** *(array)*: An Array of values.
-  - **Items** *(['string', 'number'])*
-
-
-Documentation file automatically generated at 2022-07-14 10:51:34.749986.

openmetadata-docs/content/v1.4.x/main-concepts/metadata-standard/schemas/tests/column/columnValuesToBeNotInSet.md

@@ -1,16 +0,0 @@
----
-title: columnValuesToBeNotInSet
-slug: /main-concepts/metadata-standard/schemas/tests/column/columnvaluestobenotinset
----
-
-# columnValuesToBeNotInSet
-
-*This schema defines the test ColumnValuesToBeNotInSet. Test the column values to not be in the set. *
-
-## Properties
-
-- **`forbiddenValues`** *(array)*: An Array of values.
-  - **Items** *(['string', 'number'])*
-
-
-Documentation file automatically generated at 2022-07-14 10:51:34.749986.

openmetadata-docs/content/v1.4.x/main-concepts/metadata-standard/schemas/tests/column/columnValuesToBeNotNull.md

@@ -1,15 +0,0 @@
----
-title: columnValuesToBeNotNull
-slug: /main-concepts/metadata-standard/schemas/tests/column/columnvaluestobenotnull
----
-
-# columnValuesToBeNotNull
-
-*This schema defines the test ColumnValuesToBeNotNull. Test the number of values in a column are null. Values must be explicitly null. Empty strings don't count as null. *
-
-## Properties
-
-- **`columnValuesToBeNotNull`** *(boolean)*: Default: `True`.
-
-
-Documentation file automatically generated at 2022-07-14 10:51:34.749986.

openmetadata-docs/content/v1.4.x/main-concepts/metadata-standard/schemas/tests/column/columnValuesToBeUnique.md

@@ -1,15 +0,0 @@
----
-title: columnValuesToBeUnique
-slug: /main-concepts/metadata-standard/schemas/tests/column/columnvaluestobeunique
----
-
-# columnValuesToBeUnique
-
-*This schema defines the test ColumnValuesToBeUnique. Test the values in a column to be unique. *
-
-## Properties
-
-- **`columnValuesToBeUnique`** *(boolean)*: Default: `True`.
-
-
-Documentation file automatically generated at 2022-07-14 10:51:34.749986.

openmetadata-docs/content/v1.4.x/main-concepts/metadata-standard/schemas/tests/column/columnValuesToMatchRegex.md

@@ -1,15 +0,0 @@
----
-title: columnValuesToMatchRegex
-slug: /main-concepts/metadata-standard/schemas/tests/column/columnvaluestomatchregex
----
-
-# columnValuesToMatchRegex
-
-*This schema defines the test ColumnValuesToMatchRegex. Test the values in a column to match a given regular expression. *
-
-## Properties
-
-- **`regex`** *(string)*: The regular expression the column entries should match.
-
-
-Documentation file automatically generated at 2022-07-14 10:51:34.749986.

openmetadata-docs/content/v1.4.x/main-concepts/metadata-standard/schemas/tests/column/columnValuesToNotMatchRegex.md

@@ -1,15 +0,0 @@
----
-title: columnValuesToNotMatchRegex
-slug: /main-concepts/metadata-standard/schemas/tests/column/columnvaluestonotmatchregex
----
-
-# columnValuesToNotMatchRegex
-
-*This schema defines the test ColumnValuesToNotMatchRegex. Test the values in a column to not match a given regular expression. *
-
-## Properties
-
-- **`forbiddenRegex`** *(string)*: The regular expression the column entries should not match.
-
-
-Documentation file automatically generated at 2022-07-14 10:51:34.749986.

openmetadata-docs/content/v1.4.x/main-concepts/metadata-standard/schemas/tests/column/index.md

@@ -1,8 +0,0 @@
----
-title: index
-slug: /main-concepts/metadata-standard/schemas/tests/column
----
-
-# column
-
-Documentation file automatically generated at 2022-07-14 10:51:34.749986.

openmetadata-docs/content/v1.4.x/main-concepts/metadata-standard/schemas/tests/table/index.md

@@ -1,8 +0,0 @@
----
-title: index
-slug: /main-concepts/metadata-standard/schemas/tests/table
----
-
-# table
-
-Documentation file automatically generated at 2022-07-14 10:51:34.749986.

openmetadata-docs/content/v1.4.x/main-concepts/metadata-standard/schemas/tests/table/tableColumnCountToBeBetween.md

@@ -1,16 +0,0 @@
----
-title: tableColumnCountToBeBetween
-slug: /main-concepts/metadata-standard/schemas/tests/table/tablecolumncounttobebetween
----
-
-# TableColumnCountToBeBetween
-
-*This schema defines the test TableColumnCountToBeBetween. Test the number of columns to be between min max value.*
-
-## Properties
-
-- **`minColValue`** *(integer)*: Expected number of columns should be greater than or equal to {minValue}. If minValue is not included, maxValue is treated as upperBound and there will be no minimum number of column.
-- **`maxColValue`** *(integer)*: Expected number of columns should be less than or equal to {maxValue}. If maxValue is not included, minValue is treated as lowerBound and there will be no maximum number of column.
-
-
-Documentation file automatically generated at 2022-07-14 10:51:34.749986.

openmetadata-docs/content/v1.4.x/main-concepts/metadata-standard/schemas/tests/table/tableColumnCountToEqual.md

@@ -1,15 +0,0 @@
----
-title: tableColumnCountToEqual
-slug: /main-concepts/metadata-standard/schemas/tests/table/tablecolumncounttoequal
----
-
-# TableColumnCountToEqual
-
-*This schema defines the test TableColumnCountToEqual. Test the number of columns equal to a value.*
-
-## Properties
-
-- **`columnCount`** *(integer)*: Expected number of columns to equal to a {value}.
-
-
-Documentation file automatically generated at 2022-07-14 10:51:34.749986.

openmetadata-docs/content/v1.4.x/main-concepts/metadata-standard/schemas/tests/table/tableColumnNameToExist.md

@@ -1,15 +0,0 @@
----
-title: tableColumnNameToExist
-slug: /main-concepts/metadata-standard/schemas/tests/table/tablecolumnnametoexist
----
-
-# TableColumnNameToExist
-
-*This schema defines the test TableColumnNameToExist. Test the table columns exists in the table.*
-
-## Properties
-
-- **`columnName`** *(string)*: Expected column of the table to exist.
-
-
-Documentation file automatically generated at 2022-07-14 10:51:34.749986.

openmetadata-docs/content/v1.4.x/main-concepts/metadata-standard/schemas/tests/table/tableColumnToMatchSet.md

@@ -1,16 +0,0 @@
----
-title: tableColumnToMatchSet
-slug: /main-concepts/metadata-standard/schemas/tests/table/tablecolumntomatchset
----
-
-# TableColumnToMatchSet
-
-*This schema defines the test TableColumnToMatchSet. Test the table columns match a set of values. Unordered by default.*
-
-## Properties
-
-- **`columnNames`** *(string)*: Expected columns of the table to match the ones in {columnValuesSet}.
-- **`ordered`** *(boolean)*: Whether or not to considered the order of the list when performing the match. Default: `False`.
-
-
-Documentation file automatically generated at 2022-07-14 10:51:34.749986.

openmetadata-docs/content/v1.4.x/main-concepts/metadata-standard/schemas/tests/table/tableCustomSQLQuery.md

@@ -1,15 +0,0 @@
----
-title: tableCustomSQLQuery
-slug: /main-concepts/metadata-standard/schemas/tests/table/tablecustomsqlquery
----
-
-# tableCustomSQLQuery
-
-*This schema defines the test TableCustomSQLQuery. Test if a custom SQL returns 1 or 0 row.*
-
-## Properties
-
-- **`sqlExpression`** *(string)*: SQL expression to run against the table.
-
-
-Documentation file automatically generated at 2022-07-14 10:51:34.749986.

openmetadata-docs/content/v1.4.x/main-concepts/metadata-standard/schemas/tests/table/tableRowCountToBeBetween.md

@@ -1,16 +0,0 @@
----
-title: tableRowCountToBeBetween
-slug: /main-concepts/metadata-standard/schemas/tests/table/tablerowcounttobebetween
----
-
-# TableRowCountToBeBetween
-
-*This schema defines the test TableRowCountToBeBetween. Test the number of rows to between to two values.*
-
-## Properties
-
-- **`minValue`** *(integer)*: Expected number of rows should be greater than or equal to {minValue}. If minValue is not included, maxValue is treated as upperBound and there will be no minimum number of rows.
-- **`maxValue`** *(integer)*: Expected number of rows should be lower than or equal to {maxValue}. if maxValue is not included, minValue is treated as lowerBound and there will eb no maximum number of rows.
-
-
-Documentation file automatically generated at 2022-07-14 10:51:34.749986.

openmetadata-docs/content/v1.4.x/main-concepts/metadata-standard/schemas/tests/table/tableRowCountToEqual.md

@@ -1,15 +0,0 @@
----
-title: tableRowCountToEqual
-slug: /main-concepts/metadata-standard/schemas/tests/table/tablerowcounttoequal
----
-
-# TableRowCountToEqual
-
-*This schema defines the test TableRowCountToEqual. Test the number of rows equal to a value.*
-
-## Properties
-
-- **`value`** *(integer)*: Expected number of rows {value}.
-
-
-Documentation file automatically generated at 2022-07-14 10:51:34.749986.

openmetadata-docs/content/v1.4.x/quality-and-observability/data-quality/tests.md

@@ -661,9 +661,11 @@ Validate values form a set are present in a column.
 **Behavior**
 
 | Condition                                                                                | Status    |
-| ----------- | ----------- |
+|------------------------------------------------------------------------------------------|-----------|
-|1 or more values from `allowedValues` is found in the column|Success ✅|
+| `matchEnum` is `false` and 1 or more values from `allowedValues` is found in the column  | Success ✅ |
-|0 value from `allowedValues` is found in the column|Failed ❌|
+| `matchEnum` is `true` and all columns have a value from `allowedValues`                  | Success ✅ |
+| `matchEnum` is `false` 0 value from `allowedValues` is found in the column               | Failed ❌  |
+| `matchEnum` is `true` and 1 or more columns does not have a vluae from `allowedValues`   | Failed ❌  |
 
 **YAML Config**
 
@@ -674,7 +676,33 @@ Validate values form a set are present in a column.
   computePassedFailedRowCount: <true or false>
   parameterValues:
     - name: allowedValues
-        value: ["forbidden1", "forbidden2"]
+      value: '["forbidden1", "forbidden2"]'
+    - name: matchEnum
+      value: ""  # or true  
+```
+
+**JSON Config**
+
+```json
+{
+    "name": "myTestName",
+    "description": "test description",
+    "columnName": "columnName",
+    "testDefinitionName": "columnValuesToBeInSet",
+    "parameterValues": [
+        {
+            "name": "allowedValues",
+            "value": [
+                "forbidden1",
+                "forbidden2"
+            ]
+        },
+        {
+            "name": "matchEnum",
+            "value": "" 
+        }
+    ]
+}
 ```
 
 **JSON Config**

openmetadata-service/src/main/resources/json/data/tests/columnValuesToBeInSet.json

@@ -13,6 +13,13 @@
       "description": "An Array of values.",
       "dataType": "ARRAY",
       "required": true
+    },
+    {
+      "name": "matchEnum",
+      "displayName": "Match enum",
+      "description": "If enabled, validate that each value independently matches the enum.",
+      "dataType": "BOOLEAN",
+      "required": false
     }
   ],
   "supportsRowLevelPassedFailed": true,