OpenMetadata/ingestion/tests/cli_e2e/test_cli_bigquery.py

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# Copyright 2022 Collate
# Licensed under the Collate Community License, Version 1.0 (the "License");
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# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
# https://github.com/open-metadata/OpenMetadata/blob/main/ingestion/LICENSE
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# Unless required by applicable law or agreed to in writing, software
# 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 Bigquery connector with CLI
"""
import random
from typing import List, Tuple
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from metadata.data_quality.api.models import TestCaseDefinition
from metadata.generated.schema.entity.data.table import (
DmlOperationType,
ProfileSampleType,
SystemProfile,
TableProfilerConfig,
)
from metadata.generated.schema.tests.basic import TestCaseResult, TestCaseStatus
from metadata.generated.schema.tests.testCase import TestCaseParameterValue
[GEN-356] Use ServiceSpec for loading sources based on connectors (#18322) * ref(profiler): use di for system profile - use source classes that can be overridden in system profiles - use a manifest class instead of factory to specify which class to resolve for connectors - example usage can be seen in redshift and snowflake * - added manifests for all custom profilers - used super() dependency injection in order for system metrics source - formatting * - implement spec for all source types - added docs for the new specification - added some pylint ignores in the importer module * remove TYPE_CHECKING in core.py * - deleted valuedispatch function - deleted get_system_metrics_by_dialect - implemented BigQueryProfiler with a system metrics source - moved import_source_class to BaseSpec * - removed tests related to the profiler factory * - reverted start_time - removed DML_STAT_TO_DML_STATEMENT_MAPPING - removed unused logger * - reverted start_time - removed DML_STAT_TO_DML_STATEMENT_MAPPING - removed unused logger * fixed tests * format * bigquery system profile e2e tests * fixed module docstring * - removed import_side_effects from redshift. we still use it in postgres for the orm conversion maps. - removed leftover methods * - tests for BaseSpec - moved get_class_path to importer * - moved constructors around to get rid of useless kwargs * - changed test_system_metric * - added linage and usage to service_spec - fixed postgres native lineage test * add comments on collaborative constructors
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from metadata.generated.schema.type.basic import Timestamp
from .common.test_cli_db import CliCommonDB
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from .common_e2e_sqa_mixins import SQACommonMethods
class BigqueryCliTest(CliCommonDB.TestSuite, SQACommonMethods):
create_table_query: str = """
CREATE TABLE `open-metadata-beta.exclude_me`.orders (
id int,
order_name string
)
"""
create_view_query: str = """
CREATE VIEW `open-metadata-beta.exclude_me.view_orders` AS
SELECT orders.id as id, orders.order_name as order_name
FROM `open-metadata-beta`.exclude_me.orders;
"""
insert_data_queries: List[str] = [
(
"INSERT INTO `open-metadata-beta.exclude_me`.orders (id, order_name) VALUES "
+ ",".join(
[
"(" + ",".join(values) + ")"
for values in [
(
str(i),
random.choice(["'PS'", "'XBOX'", "'NINTENDO'", "'SEGA'"]),
)
for i in range(1000)
]
]
)
+ ";"
),
[GEN-356] Use ServiceSpec for loading sources based on connectors (#18322) * ref(profiler): use di for system profile - use source classes that can be overridden in system profiles - use a manifest class instead of factory to specify which class to resolve for connectors - example usage can be seen in redshift and snowflake * - added manifests for all custom profilers - used super() dependency injection in order for system metrics source - formatting * - implement spec for all source types - added docs for the new specification - added some pylint ignores in the importer module * remove TYPE_CHECKING in core.py * - deleted valuedispatch function - deleted get_system_metrics_by_dialect - implemented BigQueryProfiler with a system metrics source - moved import_source_class to BaseSpec * - removed tests related to the profiler factory * - reverted start_time - removed DML_STAT_TO_DML_STATEMENT_MAPPING - removed unused logger * - reverted start_time - removed DML_STAT_TO_DML_STATEMENT_MAPPING - removed unused logger * fixed tests * format * bigquery system profile e2e tests * fixed module docstring * - removed import_side_effects from redshift. we still use it in postgres for the orm conversion maps. - removed leftover methods * - tests for BaseSpec - moved get_class_path to importer * - moved constructors around to get rid of useless kwargs * - changed test_system_metric * - added linage and usage to service_spec - fixed postgres native lineage test * add comments on collaborative constructors
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"UPDATE `open-metadata-beta.exclude_me`.orders SET order_name = 'NINTENDO' WHERE id = 2",
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]
drop_table_query: str = """
DROP TABLE IF EXISTS `open-metadata-beta.exclude_me`.orders;
"""
drop_view_query: str = """
DROP VIEW IF EXISTS `open-metadata-beta.exclude_me`.view_orders;
"""
def create_table_and_view(self) -> None:
SQACommonMethods.create_table_and_view(self)
def delete_table_and_view(self) -> None:
SQACommonMethods.delete_table_and_view(self)
def delete_table_rows(self) -> None:
SQACommonMethods.run_delete_queries(self)
def update_table_row(self) -> None:
SQACommonMethods.run_update_queries(self)
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@staticmethod
def get_connector_name() -> str:
return "bigquery"
@staticmethod
def expected_tables() -> int:
return 2
def expected_sample_size(self) -> int:
return 50
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def view_column_lineage_count(self) -> int:
return 2
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def expected_lineage_node(self) -> str:
return "local_bigquery.open-metadata-beta.exclude_me.view_orders"
@staticmethod
def _expected_profiled_tables() -> int:
return 2
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@staticmethod
def fqn_created_table() -> str:
return "local_bigquery.open-metadata-beta.exclude_me.orders"
@staticmethod
def get_includes_schemas() -> List[str]:
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return ["exclude_me"]
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@staticmethod
def get_includes_tables() -> List[str]:
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return ["exclude_table"]
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@staticmethod
def get_excludes_tables() -> List[str]:
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return ["testtable"]
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@staticmethod
def expected_filtered_schema_includes() -> int:
return 1
@staticmethod
def expected_filtered_schema_excludes() -> int:
return 1
@staticmethod
def expected_filtered_table_includes() -> int:
return 1
@staticmethod
def expected_filtered_table_excludes() -> int:
return 1
@staticmethod
def expected_filtered_mix() -> int:
return 1
@staticmethod
def delete_queries() -> List[str]:
return [
"""
DELETE FROM `open-metadata-beta.exclude_me`.orders WHERE id IN (1)
""",
]
@staticmethod
def update_queries() -> List[str]:
return [
"""
UPDATE `open-metadata-beta.exclude_me`.orders SET order_name = 'NINTENDO' WHERE id = 2
""",
]
[GEN-356] Use ServiceSpec for loading sources based on connectors (#18322) * ref(profiler): use di for system profile - use source classes that can be overridden in system profiles - use a manifest class instead of factory to specify which class to resolve for connectors - example usage can be seen in redshift and snowflake * - added manifests for all custom profilers - used super() dependency injection in order for system metrics source - formatting * - implement spec for all source types - added docs for the new specification - added some pylint ignores in the importer module * remove TYPE_CHECKING in core.py * - deleted valuedispatch function - deleted get_system_metrics_by_dialect - implemented BigQueryProfiler with a system metrics source - moved import_source_class to BaseSpec * - removed tests related to the profiler factory * - reverted start_time - removed DML_STAT_TO_DML_STATEMENT_MAPPING - removed unused logger * - reverted start_time - removed DML_STAT_TO_DML_STATEMENT_MAPPING - removed unused logger * fixed tests * format * bigquery system profile e2e tests * fixed module docstring * - removed import_side_effects from redshift. we still use it in postgres for the orm conversion maps. - removed leftover methods * - tests for BaseSpec - moved get_class_path to importer * - moved constructors around to get rid of useless kwargs * - changed test_system_metric * - added linage and usage to service_spec - fixed postgres native lineage test * add comments on collaborative constructors
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def get_system_profile_cases(self) -> List[Tuple[str, List[SystemProfile]]]:
return [
(
"local_bigquery.open-metadata-beta.exclude_me.orders",
[
SystemProfile(
timestamp=Timestamp(root=0),
operation=DmlOperationType.INSERT,
rowsAffected=2,
),
SystemProfile(
timestamp=Timestamp(root=1),
operation=DmlOperationType.UPDATE,
rowsAffected=1,
),
[GEN-356] Use ServiceSpec for loading sources based on connectors (#18322) * ref(profiler): use di for system profile - use source classes that can be overridden in system profiles - use a manifest class instead of factory to specify which class to resolve for connectors - example usage can be seen in redshift and snowflake * - added manifests for all custom profilers - used super() dependency injection in order for system metrics source - formatting * - implement spec for all source types - added docs for the new specification - added some pylint ignores in the importer module * remove TYPE_CHECKING in core.py * - deleted valuedispatch function - deleted get_system_metrics_by_dialect - implemented BigQueryProfiler with a system metrics source - moved import_source_class to BaseSpec * - removed tests related to the profiler factory * - reverted start_time - removed DML_STAT_TO_DML_STATEMENT_MAPPING - removed unused logger * - reverted start_time - removed DML_STAT_TO_DML_STATEMENT_MAPPING - removed unused logger * fixed tests * format * bigquery system profile e2e tests * fixed module docstring * - removed import_side_effects from redshift. we still use it in postgres for the orm conversion maps. - removed leftover methods * - tests for BaseSpec - moved get_class_path to importer * - moved constructors around to get rid of useless kwargs * - changed test_system_metric * - added linage and usage to service_spec - fixed postgres native lineage test * add comments on collaborative constructors
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],
)
]
def add_table_profile_config(self):
self.openmetadata.create_or_update_table_profiler_config(
self.get_data_quality_table(),
TableProfilerConfig(
profileSampleType=ProfileSampleType.ROWS,
profileSample=100,
),
)
def get_data_quality_table(self):
return self.fqn_created_table()
def get_test_case_definitions(self) -> List[TestCaseDefinition]:
return [
TestCaseDefinition(
name="bigquery_data_diff",
testDefinitionName="tableDiff",
computePassedFailedRowCount=True,
parameterValues=[
TestCaseParameterValue(
name="table2",
value=self.get_data_quality_table(),
),
TestCaseParameterValue(
name="keyColumns",
value='["id"]',
),
],
)
]
def get_expected_test_case_results(self):
return [TestCaseResult(testCaseStatus=TestCaseStatus.Success, timestamp=0)]