mirror of
https://github.com/open-metadata/OpenMetadata.git
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abaf8a84e9
* Added database filter in workflow * Removed association between profiler and data quality * fixed tests with removed association * Fixed sonar code smells and bugs
86 lines
3.1 KiB
Python
86 lines
3.1 KiB
Python
# Copyright 2021 Collate
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# Licensed under the Apache License, Version 2.0 (the "License");
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# you may not use this file except in compliance with the License.
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# You may obtain a copy of the License at
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# http://www.apache.org/licenses/LICENSE-2.0
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# Unless required by applicable law or agreed to in writing, software
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# distributed under the License is distributed on an "AS IS" BASIS,
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# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
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# See the License for the specific language governing permissions and
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# limitations under the License.
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"""
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Interfaces with database for all database engine
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supporting sqlalchemy abstraction layer
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"""
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from abc import ABC, abstractmethod
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from typing import Optional
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from metadata.generated.schema.entity.data.table import Table
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from metadata.generated.schema.entity.services.connections.metadata.openMetadataConnection import (
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OpenMetadataConnection,
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)
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from metadata.generated.schema.tests.basic import TestCaseResult
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from metadata.orm_profiler.api.models import ProfilerProcessorConfig
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from metadata.utils.processor_config_helper import get_record_test_def
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class InterfaceProtocol(ABC):
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"""Protocol interface for the processor"""
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@abstractmethod
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def __init__(
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self,
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metadata_config: OpenMetadataConnection = None,
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profiler_config: ProfilerProcessorConfig = None,
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workflow_profile_sample: float = None,
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thread_count: int = 5,
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table: Table = None,
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):
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"""Required attribute for the interface"""
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raise NotImplementedError
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@abstractmethod
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def create_sampler(*args, **kwargs) -> None:
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"""Method to instantiate a Sampler object"""
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raise NotImplementedError
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@abstractmethod
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def create_runner(*args, **kwargs) -> None:
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"""Method to instantiate a Runner object"""
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raise NotImplementedError
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@abstractmethod
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def run_test_case(*args, **kwargs) -> Optional[TestCaseResult]:
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"""run column data quality tests"""
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raise NotImplementedError
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def get_table_profile_sample(self) -> Optional[float]:
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"""
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Pick the Table profileSample value, either from the test
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definition or the value from the instance.
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:param table: Table instance
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:return: profileSample value to use
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"""
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if self.profiler_config.testSuites:
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# If the processed table has information about the profile_sample,
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# use that instead of the Entity stored profileSample
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my_record_tests = get_record_test_def(self.table)
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if my_record_tests and my_record_tests.profile_sample:
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return my_record_tests.profile_sample
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if self.workflow_profile_sample:
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if (
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self.table.tableProfilerConfig.profileSample is not None
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and self.workflow_profile_sample != self.table.profileSample
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):
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return self.table.tableProfilerConfig.profileSample
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return self.workflow_profile_sample
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if not self.table.tableProfilerConfig:
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return None
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return self.table.tableProfilerConfig.profileSample
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