Pere Miquel Brull f9e99f49e4
TEST - Add ES pagination with multiple filters (#18162)
* add filtering test

* adding test to paginate with filters
2024-10-10 17:14:22 +02:00

394 lines
14 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.
"""
OMeta ES Mixin integration tests. The API needs to be up
"""
import logging
import time
import uuid
from copy import deepcopy
from unittest import TestCase
from unittest.mock import patch
import pytest
from requests.utils import quote
from metadata.generated.schema.api.data.createDatabase import CreateDatabaseRequest
from metadata.generated.schema.api.data.createDatabaseSchema import (
CreateDatabaseSchemaRequest,
)
from metadata.generated.schema.api.data.createQuery import CreateQueryRequest
from metadata.generated.schema.api.data.createTable import CreateTableRequest
from metadata.generated.schema.api.services.createDatabaseService import (
CreateDatabaseServiceRequest,
)
from metadata.generated.schema.entity.data.query import Query
from metadata.generated.schema.entity.data.table import Column, DataType, Table
from metadata.generated.schema.entity.services.connections.database.common.basicAuth import (
BasicAuth,
)
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.security.client.openMetadataJWTClientConfig import (
OpenMetadataJWTClientConfig,
)
from metadata.generated.schema.type.basic import EntityName, SqlQuery
from metadata.ingestion.ometa.ometa_api import OpenMetadata
from metadata.utils import fqn
from ..integration_base import TIER1_TAG, get_create_entity
class OMetaESTest(TestCase):
"""
Run this integration test with the local API available
Install the ingestion package before running the tests
"""
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"
),
)
metadata = OpenMetadata(server_config)
assert metadata.health_check()
service = CreateDatabaseServiceRequest(
name="test-service-es",
serviceType=DatabaseServiceType.Mysql,
connection=DatabaseConnection(
config=MysqlConnection(
username="username",
authType=BasicAuth(
password="password",
),
hostPort="http://localhost:1234",
)
),
)
another_service = CreateDatabaseServiceRequest(
name="another-test-service-es",
serviceType=DatabaseServiceType.Mysql,
connection=DatabaseConnection(
config=MysqlConnection(
username="username",
authType=BasicAuth(
password="password",
),
hostPort="http://localhost:1234",
)
),
)
service_type = "databaseService"
@classmethod
def check_es_index(cls) -> None:
"""
Wait until the index has been updated with the test table.
"""
logging.info("Checking ES index status...")
tries = 0
table_res = None
query_res = None
while not table_res and not query_res and tries <= 5: # Kill in 5 seconds
table_res = cls.metadata.es_search_from_fqn(
entity_type=Table,
fqn_search_string="test-service-es.test-db-es.test-schema-es.test-es",
)
query_res = cls.metadata.es_search_from_fqn(
entity_type=Query,
fqn_search_string=fqn.build(
metadata=None,
entity_type=Query,
service_name="test-service-es",
query_checksum=cls.checksum,
),
)
if not table_res or query_res:
tries += 1
time.sleep(1)
@classmethod
def setUpClass(cls) -> None:
"""
Prepare ingredients
"""
cls.service_entity = cls.metadata.create_or_update(data=cls.service)
create_db = CreateDatabaseRequest(
name="test-db-es",
service=cls.service_entity.fullyQualifiedName,
)
cls.create_db_entity = cls.metadata.create_or_update(data=create_db)
create_schema = CreateDatabaseSchemaRequest(
name="test-schema-es",
database=cls.create_db_entity.fullyQualifiedName,
)
cls.create_schema_entity = cls.metadata.create_or_update(data=create_schema)
create = CreateTableRequest(
name="test-es",
databaseSchema=cls.create_schema_entity.fullyQualifiedName,
columns=[Column(name="id", dataType=DataType.BIGINT)],
)
cls.entity = cls.metadata.create_or_update(create)
query_str = str(uuid.uuid4())
cls.checksum = fqn.get_query_checksum(query_str)
# Create queries for the given service
query = CreateQueryRequest(
query=SqlQuery(query_str),
service=cls.service_entity.fullyQualifiedName,
processedLineage=True, # Only 1 with processed lineage
)
cls.metadata.create_or_update(query)
query2 = CreateQueryRequest(
query=SqlQuery(str(uuid.uuid4())),
service=cls.service_entity.fullyQualifiedName,
)
cls.metadata.create_or_update(query2)
# Create queries for another service
cls.another_service_entity = cls.metadata.create_or_update(
data=cls.another_service
)
another_query = CreateQueryRequest(
query=SqlQuery(str(uuid.uuid4())),
service=cls.another_service_entity.fullyQualifiedName,
processedLineage=True,
)
cls.metadata.create_or_update(another_query)
# Leave some time for indexes to get updated, otherwise this happens too fast
cls.check_es_index()
@classmethod
def tearDownClass(cls) -> None:
"""
Clean up
"""
service_id = str(
cls.metadata.get_by_name(
entity=DatabaseService, fqn=cls.service.name.root
).id.root
)
cls.metadata.delete(
entity=DatabaseService,
entity_id=service_id,
recursive=True,
hard_delete=True,
)
another_service_id = str(
cls.metadata.get_by_name(
entity=DatabaseService, fqn=cls.another_service.name.root
).id.root
)
cls.metadata.delete(
entity=DatabaseService,
entity_id=another_service_id,
recursive=True,
hard_delete=True,
)
def test_es_search_from_service_table(self):
"""
We can fetch tables from a service
"""
fqn_search_string = fqn._build(
self.service.name.root, "*", "*", self.entity.name.root
)
res = self.metadata.es_search_from_fqn(
entity_type=Table,
fqn_search_string=fqn_search_string,
size=100,
fields="owners",
)
# We get the created table back
self.assertIsNotNone(res)
self.assertIn(self.entity, res)
fqn_search_string = fqn._build(
self.service.name.root,
self.create_db_entity.name.root,
"*",
self.entity.name.root,
)
res = self.metadata.es_search_from_fqn(
entity_type=Table,
fqn_search_string=fqn_search_string,
size=100,
fields="owners",
)
self.assertIsNotNone(res)
self.assertIn(self.entity, res)
fqn_search_string = fqn._build(
self.service.name.root,
self.create_db_entity.name.root,
self.create_schema_entity.name.root,
self.entity.name.root,
)
res = self.metadata.es_search_from_fqn(
entity_type=Table,
fqn_search_string=fqn_search_string,
size=100,
fields="owners",
)
self.assertIsNotNone(res)
self.assertIn(self.entity, res)
def test_es_search_from_service_table_empty(self):
"""
Wrong filters return none
"""
res = self.metadata.es_search_from_fqn(
entity_type=Table,
fqn_search_string="random",
)
self.assertIsNone(res)
def test_get_query_with_lineage_filter(self):
"""Check we are building the proper filter"""
res = self.metadata.get_query_with_lineage_filter("my_service")
expected = (
'{"query": {"bool": {"must": [{"term": {"processedLineage": true}},'
' {"term": {"service.name.keyword": "my_service"}}]}}}'
)
self.assertEqual(res, quote(expected))
def test_get_queries_with_lineage(self):
"""Check the payload from ES"""
res = self.metadata.es_get_queries_with_lineage(self.service.name.root)
self.assertIn(self.checksum, res)
def test_paginate_no_filter(self):
"""We can paginate all the data"""
# Since the test can run in parallel with other tables being there, we just
# want to check we are actually getting some results
for asset in self.metadata.paginate_es(entity=Table, size=2):
assert asset
break
def test_paginate_with_errors(self):
"""We don't want to stop the ES yields just because a single Entity has an error"""
# 1. First, prepare some tables
for name in [f"table_{i}" for i in range(10)]:
self.metadata.create_or_update(
data=get_create_entity(
entity=Table,
name=EntityName(name),
reference=self.create_schema_entity.fullyQualifiedName,
)
)
# 2. We'll fetch the entities, but we need to force a failure to ensure we can recover
error_name = fqn._build(
self.service_entity.name.root,
self.create_db_entity.name.root,
self.create_schema_entity.name.root,
"table_5",
)
ok_name = fqn._build(
self.service_entity.name.root,
self.create_db_entity.name.root,
self.create_schema_entity.name.root,
"table_6",
)
rest_client = self.metadata.client
original_get = rest_client.get
with patch.object(rest_client, "get", wraps=rest_client.get) as mock_get:
def side_effect(path: str, data=None):
# In case we pass filters as well, use `in path` rather than ==
if f"/tables/name/{error_name}" in path:
raise RuntimeError("Error")
return original_get(path, data)
mock_get.side_effect = side_effect
# Validate we are raising the error
with pytest.raises(RuntimeError):
self.metadata.get_by_name(entity=Table, fqn=error_name)
# This works
self.metadata.get_by_name(entity=Table, fqn=ok_name)
query_filter = (
'{"query":{"bool":{"must":[{"bool":{"should":[{"term":'
f'{{"service.displayName.keyword":"{self.service_entity.name.root}"}}}}]}}}}]}}}}}}'
)
assets = list(
self.metadata.paginate_es(
entity=Table, query_filter=query_filter, size=2
)
)
assert len(assets) == 10
def test_paginate_with_filters(self):
"""We can paginate only tier 1 tables"""
# prepare some tables with tier 1 tags
for idx, name in enumerate([f"filtered_{i}" for i in range(10)]):
table = self.metadata.create_or_update(
data=get_create_entity(
entity=Table,
name=EntityName(name),
reference=self.create_schema_entity.fullyQualifiedName,
)
)
if idx % 2 == 0:
dest = deepcopy(table)
dest.tags = [TIER1_TAG]
self.metadata.patch(entity=Table, source=table, destination=dest)
query_filter = (
'{"query":{"bool":{"must":[{"bool":{"must":['
'{"term":{"tier.tagFQN":"Tier.Tier1"}},'
f'{{"term":{{"service.displayName.keyword":"{self.service_entity.name.root}"}}}}'
"]}}]}}}"
)
assets = list(
self.metadata.paginate_es(entity=Table, query_filter=query_filter, size=2)
)
assert len(assets) == 5