Imri Paran 21af02d8d5
Fix 17903: fix(data-quality): snowflake data diff (#17907)
* fix(data-quality): snowflake data diff

- fixed schema in snowflake URL for data diff
- added e2e for snowflake data quality

* reverted unintended change
2024-09-19 17:55:48 +02:00

192 lines
6.2 KiB
Python

# Copyright 2022 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.
"""
Config builder classes
"""
from copy import deepcopy
from metadata.generated.schema.metadataIngestion.testSuitePipeline import (
TestSuiteConfigType,
)
from ..e2e_types import E2EType
class BaseBuilder:
"""Base builder class to inherit by all builder classes"""
def __init__(self, config: dict, config_args: dict) -> None:
"""Base builder
Attributes:
config (dict): config dict from the yaml file
"""
self.config = deepcopy(config)
self.config_args = deepcopy(config_args) or {}
def build(self) -> dict:
"""build config"""
return self.config
class ProfilerConfigBuilder(BaseBuilder):
"""Builder class for the profiler config
Attributes:
profilerSample (int): sample size for the profiler
"""
# pylint: disable=invalid-name
def __init__(self, config: dict, config_args: dict) -> None:
super().__init__(config, config_args)
self.profilerSample = self.config_args.get("profilerSample", 100)
# pylint: enable=invalid-name
def build(self) -> dict:
"""build profiler config"""
del self.config["source"]["sourceConfig"]["config"]
self.config["source"]["sourceConfig"] = {
"config": {
"type": "Profiler",
"generateSampleData": True,
"profileSample": self.profilerSample,
}
}
if self.config_args.get("includes"):
self.config["source"]["sourceConfig"]["config"]["schemaFilterPattern"] = {
"includes": self.config_args.get("includes")
}
self.config["processor"] = {"type": "orm-profiler", "config": {}}
return self.config
class DataQualityConfigBuilder(BaseBuilder):
"""Builder class for the data quality config"""
# pylint: disable=invalid-name
def __init__(self, config: dict, config_args: dict) -> None:
super().__init__(config, config_args)
self.test_case_defintions = self.config_args.get("test_case_definitions", [])
self.entity_fqn = self.config_args.get("entity_fqn", [])
# pylint: enable=invalid-name
def build(self) -> dict:
"""build profiler config"""
del self.config["source"]["sourceConfig"]["config"]
self.config["source"]["sourceConfig"] = {
"config": {
"type": TestSuiteConfigType.TestSuite.value,
"entityFullyQualifiedName": self.entity_fqn,
},
}
self.config["processor"] = {
"type": "orm-test-runner",
"config": {"testCases": self.test_case_defintions},
}
return self.config
class SchemaConfigBuilder(BaseBuilder):
"""Builder for schema filter config"""
def build(self) -> dict:
self.config["source"]["sourceConfig"]["config"][
"schemaFilterPattern"
] = self.config_args
return self.config
class TableConfigBuilder(BaseBuilder):
"""Builder for table filter config"""
def build(self) -> dict:
self.config["source"]["sourceConfig"]["config"][
"tableFilterPattern"
] = self.config_args
return self.config
class MixConfigBuilder(BaseBuilder):
"""Builder for mix filter config (table and schema)"""
def build(self) -> dict:
schema_builder = SchemaConfigBuilder(self.config, self.config_args["schema"])
config = schema_builder.build()
table_builder = TableConfigBuilder(config, self.config_args["table"])
return table_builder.build()
class DashboardConfigBuilder(BaseBuilder):
"""Builder for dashboard filter config"""
def build(self) -> dict:
self.config["source"]["sourceConfig"]["config"][
"includeTags"
] = self.config_args["includeTags"]
self.config["source"]["sourceConfig"]["config"][
"includeDataModels"
] = self.config_args["includeDataModels"]
return self.config
class DashboardMixConfigBuilder(BaseBuilder):
"""Builder for dashboard mix filter config (table and schema)"""
def build(self) -> dict:
self.config["source"]["sourceConfig"]["config"][
"dashboardFilterPattern"
] = self.config_args["dashboards"]
self.config["source"]["sourceConfig"]["config"][
"chartFilterPattern"
] = self.config_args["charts"]
self.config["source"]["sourceConfig"]["config"][
"dataModelFilterPattern"
] = self.config_args["dataModels"]
return self.config
class ProfilerProcessorConfigBuilder(BaseBuilder):
"""Builder for profiler processor config"""
def build(self) -> dict:
profiler_builder = ProfilerConfigBuilder(self.config, self.config_args)
config = profiler_builder.build()
processor = self.config_args.get("processor")
if processor:
config.update(processor)
return config
def builder_factory(builder, config: dict, config_args: dict):
"""Factory method to return the builder class"""
builder_classes = {
E2EType.PROFILER.value: ProfilerConfigBuilder,
E2EType.DATA_QUALITY.value: DataQualityConfigBuilder,
E2EType.INGEST_DB_FILTER_SCHEMA.value: SchemaConfigBuilder,
E2EType.INGEST_DB_FILTER_TABLE.value: TableConfigBuilder,
E2EType.INGEST_DB_FILTER_MIX.value: MixConfigBuilder,
E2EType.INGEST_DASHBOARD_FILTER_MIX.value: DashboardMixConfigBuilder,
E2EType.INGEST_DASHBOARD_NOT_INCLUDING.value: DashboardConfigBuilder,
E2EType.PROFILER_PROCESSOR.value: ProfilerProcessorConfigBuilder,
}
return builder_classes.get(builder, BaseBuilder)(config, config_args)