Source code for cls_luigi.unique_task_pipeline_validator

# -*- coding: utf-8 -*-
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# Apache Software License 2.0
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# Copyright (c) 2022-2023, Jan Bessai, Anne Meyer, Hadi Kutabi, Daniel Scholtyssek
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# 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
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# http://www.apache.org/licenses/LICENSE-2.0
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from collections.abc import Iterable


[docs]class UniqueTaskPipelineValidator(object): def __init__(self, unique_abstract_classes): self.unique_abstract_classes = unique_abstract_classes
[docs] def validate(self, pipeline): traversal = self.dfs(pipeline) concrete_cls_map = dict() for obj in traversal: for cls in self.unique_abstract_classes: if isinstance(obj, cls): if cls in concrete_cls_map: concrete_cls = concrete_cls_map[cls] if not isinstance(obj, concrete_cls): return False else: concrete_cls_map[cls] = obj.__class__ return True
[docs] def dfs(self, start): traversal = [start] dependencies = start.requires() if isinstance(dependencies, dict): for dependency in start.requires().values(): traversal.extend(self.dfs(dependency)) elif isinstance(dependencies, Iterable): for dependency in start.requires(): traversal.extend(self.dfs(dependency)) else: traversal.extend(self.dfs(dependencies)) return traversal