# coding=utf-8 # Copyright 2022 The HuggingFace Inc. team. # # 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. import importlib import inspect import os import re # All paths are set with the intent you should run this script from the root of the repo with the command # python utils/check_config_docstrings.py PATH_TO_TRANSFORMERS = "src/transformers" # This is to make sure the transformers module imported is the one in the repo. spec = importlib.util.spec_from_file_location( "transformers", os.path.join(PATH_TO_TRANSFORMERS, "__init__.py"), submodule_search_locations=[PATH_TO_TRANSFORMERS], ) transformers = spec.loader.load_module() CONFIG_MAPPING = transformers.models.auto.configuration_auto.CONFIG_MAPPING # Regex pattern used to find the checkpoint mentioned in the docstring of `config_class`. # For example, `[bert-base-uncased](https://huggingface.co/bert-base-uncased)` _re_checkpoint = re.compile("\[(.+?)\]\((https://huggingface\.co/.+?)\)") CONFIG_CLASSES_TO_IGNORE_FOR_DOCSTRING_CHECKPOINT_CHECK = { "CLIPConfigMixin", "DecisionTransformerConfigMixin", "EncoderDecoderConfigMixin", "RagConfigMixin", "SpeechEncoderDecoderConfigMixin", "VisionEncoderDecoderConfigMixin", "VisionTextDualEncoderConfigMixin", } def check_config_docstrings_have_checkpoints(): configs_without_checkpoint = [] for config_class in list(CONFIG_MAPPING.values()): checkpoint_found = False # source code of `config_class` config_source = inspect.getsource(config_class) checkpoints = _re_checkpoint.findall(config_source) for checkpoint in checkpoints: # Each `checkpoint` is a tuple of a checkpoint name and a checkpoint link. # For example, `('bert-base-uncased', 'https://huggingface.co/bert-base-uncased')` ckpt_name, ckpt_link = checkpoint # verify the checkpoint name corresponds to the checkpoint link ckpt_link_from_name = f"https://huggingface.co/{ckpt_name}" if ckpt_link == ckpt_link_from_name: checkpoint_found = True break name = config_class.__name__ if not checkpoint_found and name not in CONFIG_CLASSES_TO_IGNORE_FOR_DOCSTRING_CHECKPOINT_CHECK: configs_without_checkpoint.append(name) if len(configs_without_checkpoint) > 0: message = "\n".join(sorted(configs_without_checkpoint)) raise ValueError(f"The following configurations don't contain any valid checkpoint:\n{message}") if __name__ == "__main__": check_config_docstrings_have_checkpoints()