from collections import OrderedDict
from typing import List, Mapping

from packaging import version

from ...configuration_utils import PretrainedConfig
from ...onnx import OnnxConfig
from ...utils import logging


_a     						=			logging.get_logger(__name__)

_a     						=			{
    'google/efficientnet-b7': 'https://huggingface.co/google/efficientnet-b7/resolve/main/config.json',
}
class     a_			(						lowerCamelCase__						):






 '''simple docstring'''






 UpperCAmelCase_     			= """efficientnet"""




 def __init__(      self :  Optional[Any]      ,   lowercase__ :  str = 3      ,   lowercase__ :  Tuple = 600      ,   lowercase__ :  int = 2.0      ,   lowercase__ :  int = 3.1      ,   lowercase__ :  Optional[int] = 8      ,   lowercase__ :  Union[str, Any] = [3, 3, 5, 3, 5, 5, 3]      ,   lowercase__ :  Any = [32, 16, 24, 40, 80, 112, 192]      ,   lowercase__ :  List[str] = [16, 24, 40, 80, 112, 192, 320]      ,   lowercase__ :  Dict = []      ,   lowercase__ :  List[str] = [1, 2, 2, 2, 1, 2, 1]      ,   lowercase__ :  List[Any] = [1, 2, 2, 3, 3, 4, 1]      ,   lowercase__ :  str = [1, 6, 6, 6, 6, 6, 6]      ,   lowercase__ :  Union[str, Any] = 0.25      ,   lowercase__ :  Tuple = "swish"      ,   lowercase__ :  Union[str, Any] = 2_560      ,   lowercase__ :  List[str] = "mean"      ,   lowercase__ :  int = 0.02      ,   lowercase__ :  Optional[int] = 0.001      ,   lowercase__ :  Dict = 0.99      ,   lowercase__ :  Dict = 0.5      ,   lowercase__ :  List[Any] = 0.2      ,   **lowercase__ :  Tuple      ,   ):







        '''simple docstring'''



        super().__init__(**snake_case__)

        lowerCAmelCase__					     = num_channels
        lowerCAmelCase__					     = image_size
        lowerCAmelCase__					     = width_coefficient
        lowerCAmelCase__					     = depth_coefficient
        lowerCAmelCase__					     = depth_divisor
        lowerCAmelCase__					     = kernel_sizes
        lowerCAmelCase__					     = in_channels
        lowerCAmelCase__					     = out_channels
        lowerCAmelCase__					     = depthwise_padding
        lowerCAmelCase__					     = strides
        lowerCAmelCase__					     = num_block_repeats
        lowerCAmelCase__					     = expand_ratios
        lowerCAmelCase__					     = squeeze_expansion_ratio
        lowerCAmelCase__					     = hidden_act
        lowerCAmelCase__					     = hidden_dim
        lowerCAmelCase__					     = pooling_type
        lowerCAmelCase__					     = initializer_range
        lowerCAmelCase__					     = batch_norm_eps
        lowerCAmelCase__					     = batch_norm_momentum
        lowerCAmelCase__					     = dropout_rate
        lowerCAmelCase__					     = drop_connect_rate
        lowerCAmelCase__					     = sum(snake_case__) * 4






class     a_			(						lowerCamelCase__						):






 '''simple docstring'''






 UpperCAmelCase_     			= version.parse('1.11'						)




 @property
 def 		__snake_case						(      self :  int):







        '''simple docstring'''



        return OrderedDict(
            [
                ('pixel_values', {0: 'batch', 1: 'num_channels', 2: 'height', 3: 'width'}),
            ])




 @property
 def 		__snake_case						(      self :  Union[str, Any]):







        '''simple docstring'''



        return 1e-5

import argparse
from collections import defaultdict

import yaml


lowerCAmelCase__     						=			'docs/source/en/_toctree.yml'






def 				__lowerCamelCase		(						lowerCAmelCase__     ):
       lowerCAmelCase__					     = defaultdict(lowerCAmelCase__     )
       for doc in model_doc:
              counts[doc["local"]] += 1
       lowerCAmelCase__					     = [key for key, value in counts.items() if value > 1]

       lowerCAmelCase__					     = []
       for duplicate_key in duplicates:
              lowerCAmelCase__					     = list({doc['title'] for doc in model_doc if doc['local'] == duplicate_key}     )
              if len(lowerCAmelCase__     ) > 1:
                     raise ValueError(
                         F"""{duplicate_key} is present several times in the documentation table of content at """
                         '`docs/source/en/_toctree.yml` with different *Title* values. Choose one of those and remove the '
                         'others.'     )
              # Only add this once
              new_doc.append({'local': duplicate_key, 'title': titles[0]}     )

       # Add none duplicate-keys
       new_doc.extend([doc for doc in model_doc if counts[doc['local']] == 1]     )

       # Sort
       return sorted(lowerCAmelCase__     ,  key=lambda lowerCAmelCase__     : s["title"].lower()     )






def 				__lowerCamelCase		(						lowerCAmelCase__=False     ):
       with open(lowerCAmelCase__     ,  encoding='utf-8'     ) as f:
              lowerCAmelCase__					     = yaml.safe_load(f.read()     )

       # Get to the API doc
       lowerCAmelCase__					     = 0
       while content[api_idx]["title"] != "API":
              api_idx += 1
       lowerCAmelCase__					     = content[api_idx]['sections']

       # Then to the model doc
       lowerCAmelCase__					     = 0
       while api_doc[model_idx]["title"] != "Models":
              model_idx += 1

       lowerCAmelCase__					     = api_doc[model_idx]['sections']

       lowerCAmelCase__					     = [(idx, section) for idx, section in enumerate(lowerCAmelCase__     ) if 'sections' in section]
       lowerCAmelCase__					     = False
       for idx, modality_doc in modalities_docs:
              lowerCAmelCase__					     = modality_doc['sections']
              lowerCAmelCase__					     = clean_model_doc_toc(lowerCAmelCase__     )

              if old_modality_doc != new_modality_doc:
                     lowerCAmelCase__					     = True
                     if overwrite:
                            lowerCAmelCase__					     = new_modality_doc

       if diff:
              if overwrite:
                     lowerCAmelCase__					     = model_doc
                     lowerCAmelCase__					     = api_doc
                     with open(lowerCAmelCase__     ,  'w'     ,  encoding='utf-8'     ) as f:
                            f.write(yaml.dump(lowerCAmelCase__     ,  allow_unicode=lowerCAmelCase__     )     )
              else:
                     raise ValueError(
                         'The model doc part of the table of content is not properly sorted, run `make style` to fix this.'     )


if __name__ == "__main__":
    lowerCAmelCase__     						=			argparse.ArgumentParser()
    parser.add_argument('--fix_and_overwrite', action='store_true', help='Whether to fix inconsistencies.')
    lowerCAmelCase__     						=			parser.parse_args()

    check_model_doc(args.fix_and_overwrite)
