


'''simple docstring'''

import argparse
from collections import defaultdict

import yaml


lowerCamelCase							:   Optional[Any]  						=	'docs/source/en/_toctree.yml'

def _SCREAMING_SNAKE_CASE      (A       )       ->       List[Any]:






       """simple docstring"""







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

       lowercase__      			= []
       for duplicate_key in duplicates:
              lowercase__      			= list({doc['''title'''] for doc in model_doc if doc['''local'''] == duplicate_key}       )
              if len(A       ) > 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(A  , key=lambda A       : s["title"].lower()       )

def _SCREAMING_SNAKE_CASE      (A=False       )       ->       Optional[Any]:






       """simple docstring"""







       with open(A  , encoding='''utf-8'''       ) as f:
              lowercase__      			= yaml.safe_load(f.read()       )

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

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

       lowercase__      			= api_doc[model_idx]['''sections''']

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

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

       if diff:
              if overwrite:
                     lowercase__      			= model_doc
                     lowercase__      			= api_doc
                     with open(A  , '''w'''  , encoding='''utf-8'''       ) as f:
                            f.write(yaml.dump(A  , allow_unicode=A       )       )
              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							:   Dict  						=	argparse.ArgumentParser()
 parser.add_argument('--fix_and_overwrite', action='store_true', help='Whether to fix inconsistencies.')
 lowerCamelCase							:   Optional[Any]  						=	parser.parse_args()

 check_model_doc(args.fix_and_overwrite)








'''simple docstring'''

from ...configuration_utils import PretrainedConfig
from ...utils import logging


lowerCamelCase							:   Dict  						=	logging.get_logger(__name__)

lowerCamelCase							:   Union[str, Any]  						=	{
    # See all MEGATRON_BERT models at https://huggingface.co/models?filter=bert
}
class   __lowerCAmelCase						(lowercase_     ):





      '''simple docstring'''






      lowerCAmelCase__					:     List[str]  					=							"""megatron-bert"""



      def __init__(self    :    Tuple   ,						UpperCamelCase    :    Optional[int]=29056   ,						UpperCamelCase    :    Optional[Any]=1024   ,						UpperCamelCase    :    Any=24   ,						UpperCamelCase    :    int=16   ,						UpperCamelCase    :    Optional[int]=4096   ,						UpperCamelCase    :    int="gelu"   ,						UpperCamelCase    :    int=0.1   ,						UpperCamelCase    :    Tuple=0.1   ,						UpperCamelCase    :    Any=512   ,						UpperCamelCase    :    int=2   ,						UpperCamelCase    :    Dict=0.02   ,						UpperCamelCase    :    Dict=1E-12   ,						UpperCamelCase    :    List[Any]=0   ,						UpperCamelCase    :    Optional[int]="absolute"   ,						UpperCamelCase    :    List[Any]=True   ,						**UpperCamelCase    :    str   ,						):

             '''simple docstring'''







             super().__init__(pad_token_id=UpperCamelCase   ,						**UpperCamelCase )

             lowercase__      			= vocab_size
             lowercase__      			= hidden_size
             lowercase__      			= num_hidden_layers
             lowercase__      			= num_attention_heads
             lowercase__      			= hidden_act
             lowercase__      			= intermediate_size
             lowercase__      			= hidden_dropout_prob
             lowercase__      			= attention_probs_dropout_prob
             lowercase__      			= max_position_embeddings
             lowercase__      			= type_vocab_size
             lowercase__      			= initializer_range
             lowercase__      			= layer_norm_eps
             lowercase__      			= position_embedding_type
             lowercase__      			= use_cache




