# 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. """ OpenMetadata high-level API Table test """ import uuid from datetime import datetime from unittest import TestCase import pytest from metadata.generated.schema.api.data.createDatabase import CreateDatabaseRequest from metadata.generated.schema.api.data.createDatabaseSchema import ( CreateDatabaseSchemaRequest, ) from metadata.generated.schema.api.data.createTable import CreateTableRequest from metadata.generated.schema.api.services.createDatabaseService import ( CreateDatabaseServiceRequest, ) from metadata.generated.schema.api.teams.createUser import CreateUserRequest from metadata.generated.schema.api.tests.createColumnTest import CreateColumnTestRequest from metadata.generated.schema.api.tests.createTableTest import CreateTableTestRequest from metadata.generated.schema.entity.data.table import ( Column, ColumnJoins, ColumnProfile, DataType, JoinedWithItem, Table, TableData, TableJoins, TableProfile, ) from metadata.generated.schema.entity.services.connections.database.mysqlConnection import ( MysqlConnection, ) from metadata.generated.schema.entity.services.connections.metadata.openMetadataConnection import ( OpenMetadataConnection, ) from metadata.generated.schema.entity.services.databaseService import ( DatabaseConnection, DatabaseService, DatabaseServiceType, ) from metadata.generated.schema.tests.basic import TestCaseResult, TestCaseStatus from metadata.generated.schema.tests.column.columnValuesToBeBetween import ( ColumnValuesToBeBetween, ) from metadata.generated.schema.tests.columnTest import ColumnTestCase, ColumnTestType from metadata.generated.schema.tests.table.tableRowCountToEqual import ( TableRowCountToEqual, ) from metadata.generated.schema.tests.tableTest import TableTestCase, TableTestType from metadata.generated.schema.type.entityReference import EntityReference from metadata.ingestion.models.table_queries import TableUsageRequest from metadata.ingestion.ometa.client import APIError from metadata.ingestion.ometa.ometa_api import OpenMetadata class OMetaTableTest(TestCase): """ Run this integration test with the local API available Install the ingestion package before running the tests """ service_entity_id = None server_config = OpenMetadataConnection(hostPort="http://localhost:8585/api") metadata = OpenMetadata(server_config) assert metadata.health_check() user = metadata.create_or_update( data=CreateUserRequest(name="random-user", email="random@user.com"), ) owner = EntityReference(id=user.id, type="user") service = CreateDatabaseServiceRequest( name="test-service-table", serviceType=DatabaseServiceType.MySQL, connection=DatabaseConnection( config=MysqlConnection( username="username", password="password", hostPort="http://localhost:1234", ) ), ) service_type = "databaseService" @classmethod def setUpClass(cls) -> None: """ Prepare ingredients """ cls.service_entity = cls.metadata.create_or_update(data=cls.service) create_db = CreateDatabaseRequest( name="test-db", service=EntityReference(id=cls.service_entity.id, type="databaseService"), ) create_db_entity = cls.metadata.create_or_update(data=create_db) cls.db_reference = EntityReference( id=create_db_entity.id, name="test-db", type="database" ) create_schema = CreateDatabaseSchemaRequest( name="test-schema", database=cls.db_reference ) create_schema_entity = cls.metadata.create_or_update(data=create_schema) cls.schema_reference = EntityReference( id=create_schema_entity.id, name="test-schema", type="databaseSchema" ) cls.entity = Table( id=uuid.uuid4(), name="test", databaseSchema=cls.schema_reference, fullyQualifiedName="test-service-table.test-db.test-schema.test", columns=[Column(name="id", dataType=DataType.BIGINT)], ) cls.create = CreateTableRequest( name="test", databaseSchema=cls.schema_reference, columns=[Column(name="id", dataType=DataType.BIGINT)], ) @classmethod def tearDownClass(cls) -> None: """ Clean up """ service_id = str( cls.metadata.get_by_name( entity=DatabaseService, fqdn="test-service-table" ).id.__root__ ) cls.metadata.delete( entity=DatabaseService, entity_id=service_id, recursive=True, hard_delete=True, ) def test_create(self): """ We can create a Table and we receive it back as Entity """ res = self.metadata.create_or_update(data=self.create) self.assertEqual(res.name, self.entity.name) self.assertEqual(res.databaseSchema.id, self.entity.databaseSchema.id) self.assertEqual(res.owner, None) def test_update(self): """ Updating it properly changes its properties """ res_create = self.metadata.create_or_update(data=self.create) updated = self.create.dict(exclude_unset=True) updated["owner"] = self.owner updated_entity = CreateTableRequest(**updated) res = self.metadata.create_or_update(data=updated_entity) # Same ID, updated owner self.assertEqual(res.databaseSchema.id, updated_entity.databaseSchema.id) self.assertEqual(res_create.id, res.id) self.assertEqual(res.owner.id, self.user.id) def test_get_name(self): """ We can fetch a Table by name and get it back as Entity """ self.metadata.create_or_update(data=self.create) res = self.metadata.get_by_name( entity=Table, fqdn=self.entity.fullyQualifiedName ) self.assertEqual(res.name, self.entity.name) def test_get_id(self): """ We can fetch a Table by ID and get it back as Entity """ self.metadata.create_or_update(data=self.create) # First pick up by name res_name = self.metadata.get_by_name( entity=Table, fqdn=self.entity.fullyQualifiedName ) # Then fetch by ID res = self.metadata.get_by_id(entity=Table, entity_id=str(res_name.id.__root__)) self.assertEqual(res_name.id, res.id) def test_list(self): """ We can list all our Tables """ self.metadata.create_or_update(data=self.create) res = self.metadata.list_entities(entity=Table, limit=100) # Fetch our test Database. We have already inserted it, so we should find it data = next( iter(ent for ent in res.entities if ent.name == self.entity.name), None ) assert data def test_delete(self): """ We can delete a Table by ID """ self.metadata.create_or_update(data=self.create) # Find by name res_name = self.metadata.get_by_name( entity=Table, fqdn=self.entity.fullyQualifiedName ) # Then fetch by ID res_id = self.metadata.get_by_id(entity=Table, entity_id=res_name.id) # Delete self.metadata.delete(entity=Table, entity_id=str(res_id.id.__root__)) # Then we should not find it res = self.metadata.list_entities(entity=Table) assert not next( iter( ent for ent in res.entities if ent.fullyQualifiedName == self.entity.fullyQualifiedName ), None, ) def test_ingest_sample_data(self): """ We can ingest sample TableData """ self.metadata.create_or_update(data=self.create) # First pick up by name res = self.metadata.get_by_name( entity=Table, fqdn=self.entity.fullyQualifiedName ) sample_data = TableData(columns=["id"], rows=[[1], [2], [3]]) res_sample = self.metadata.ingest_table_sample_data(res, sample_data) assert res_sample == sample_data def test_ingest_table_profile_data(self): """ We can ingest profile data TableProfile """ self.metadata.create_or_update(data=self.create) # First pick up by name res = self.metadata.get_by_name( entity=Table, fqdn=self.entity.fullyQualifiedName ) profile = [ TableProfile( profileDate=datetime(2021, 10, 12), columnCount=1.0, rowCount=3.0, columnProfile=[ ColumnProfile( name="id", uniqueCount=3.0, uniqueProportion=1.0, min=1, max=3, mean=1.5, sum=2, stddev=None, ) ], ) ] res_profile = self.metadata.ingest_table_profile_data(res, profile) assert profile == res_profile def test_publish_table_usage(self): """ We can POST usage data for a Table """ self.metadata.create_or_update(data=self.create) # First pick up by name res = self.metadata.get_by_name( entity=Table, fqdn=self.entity.fullyQualifiedName ) usage = TableUsageRequest(date="2021-10-20", count=10) self.metadata.publish_table_usage(res, usage) def test_publish_frequently_joined_with(self): """ We can PUT freq Table JOINs """ self.metadata.create_or_update(data=self.create) # First pick up by name res = self.metadata.get_by_name( entity=Table, fqdn=self.entity.fullyQualifiedName ) another_table = CreateTableRequest( name="another-test", databaseSchema=self.schema_reference, columns=[Column(name="another_id", dataType=DataType.BIGINT)], ) another_res = self.metadata.create_or_update(another_table) joins = TableJoins( startDate=datetime.now(), dayCount=1, columnJoins=[ ColumnJoins( columnName="id", joinedWith=[ JoinedWithItem( fullyQualifiedName="test-service-table.test-db.test-schema.another-test.another_id", joinCount=2, ) ], ) ], ) self.metadata.publish_frequently_joined_with(res, joins) self.metadata.delete(entity=Table, entity_id=str(another_res.id.__root__)) def test_list_versions(self): """ test list table entity versions """ self.metadata.create_or_update(data=self.create) # Find by name res_name = self.metadata.get_by_name( entity=Table, fqdn=self.entity.fullyQualifiedName ) res = self.metadata.get_list_entity_versions( entity=Table, entity_id=res_name.id.__root__ ) assert res def test_get_entity_version(self): """ test get table entity version """ self.metadata.create_or_update(data=self.create) # Find by name res_name = self.metadata.get_by_name( entity=Table, fqdn=self.entity.fullyQualifiedName ) res = self.metadata.get_entity_version( entity=Table, entity_id=res_name.id.__root__, version=0.1 ) # check we get the correct version requested and the correct entity ID assert res.version.__root__ == 0.1 assert res.id == res_name.id def test_get_entity_ref(self): """ test get EntityReference """ res = self.metadata.create_or_update(data=self.create) entity_ref = self.metadata.get_entity_reference( entity=Table, fqdn=res.fullyQualifiedName ) assert res.id == entity_ref.id def test_add_table_tests(self): """ Add tableTests to table instance """ table = self.metadata.create_or_update(data=self.create) table_test = CreateTableTestRequest( description="Testing something", testCase=TableTestCase( config=TableRowCountToEqual(value=100), tableTestType=TableTestType.tableRowCountToEqual, ), ) table_with_test = self.metadata.add_table_test( table=table, table_test=table_test ) assert len(table_with_test.tableTests) == 1 assert table_with_test.tableTests[0].testCase == table_test.testCase test_case_result = TestCaseResult( result="some result", executionTime=datetime.now().timestamp(), testCaseStatus=TestCaseStatus.Success, ) table_test_with_res = CreateTableTestRequest( description="Testing something", testCase=TableTestCase( config=TableRowCountToEqual(value=100), tableTestType=TableTestType.tableRowCountToEqual, ), result=test_case_result, ) table_with_test_and_res = self.metadata.add_table_test( table=table, table_test=table_test_with_res ) assert len(table_with_test_and_res.tableTests[0].results) == 1 assert ( table_with_test_and_res.tableTests[0].results[0].testCaseStatus == TestCaseStatus.Success ) def test_add_column_tests(self): """ Add columnTests to table instance """ table = self.metadata.create_or_update(data=self.create) col_test = CreateColumnTestRequest( columnName="id", testCase=ColumnTestCase( config=ColumnValuesToBeBetween(minValue=1, maxValue=3), columnTestType=ColumnTestType.columnValuesToBeBetween, ), ) updated_table = self.metadata.add_column_test(table=table, col_test=col_test) id_test = next( iter([col for col in updated_table.columns if col.name.__root__ == "id"]), None, ) assert len(id_test.columnTests) == 1 assert id_test.columnTests[0].testCase == col_test.testCase # Column needs to exist in the table! with pytest.raises(APIError): ko_test = CreateColumnTestRequest( columnName="random_column", testCase=ColumnTestCase( config=ColumnValuesToBeBetween(minValue=1, maxValue=3), columnTestType=ColumnTestType.columnValuesToBeBetween, ), ) self.metadata.add_column_test(table=table, col_test=ko_test) col_test_res = TestCaseResult( result="some result", executionTime=datetime.now().timestamp(), testCaseStatus=TestCaseStatus.Success, ) col_test_with_res = CreateColumnTestRequest( columnName="id", testCase=ColumnTestCase( config=ColumnValuesToBeBetween(minValue=1, maxValue=3), columnTestType=ColumnTestType.columnValuesToBeBetween, ), result=col_test_res, ) table_with_test_and_res = self.metadata.add_column_test( table=table, col_test=col_test_with_res ) id_test_res = next( iter( [ col for col in table_with_test_and_res.columns if col.name.__root__ == "id" ] ), None, ) assert len(id_test_res.columnTests[0].results) == 1 assert ( id_test_res.columnTests[0].results[0].testCaseStatus == TestCaseStatus.Success ) def test_update_profile_sample(self): """ We can safely update the profile sample % """ table = self.metadata.create_or_update(data=self.create) assert table.profileSample is None updated = self.metadata.update_profile_sample( fqdn=table.fullyQualifiedName.__root__, profile_sample=50.0 ) assert updated.profileSample == 50.0 stored = self.metadata.get_by_name( entity=Table, fqdn=table.fullyQualifiedName, fields=["profileSample"] ) assert stored.profileSample == 50.0