





'''simple docstring'''






import argparse
from collections import defaultdict

import yaml


snake_case_     =	"""docs/source/en/_toctree.yml"""
def 							_lowerCamelCase(  UpperCamelCase__    : Optional[Any]		)		->  str:
    A       :       Optional[int]							=						defaultdict(UpperCamelCase__		)
    for doc in model_doc:
        counts[doc["local"]] += 1
    A       :       Optional[int]							=						[key for key, value in counts.items() if value > 1]

    A       :       List[Any]							=						[]
    for duplicate_key in duplicates:
        A       :       int							=						list({doc['''title'''] for doc in model_doc if doc['''local'''] == duplicate_key}		)
        if len(UpperCamelCase__		) > 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(UpperCamelCase__    ,       key=lambda UpperCamelCase__		: s["title"].lower()		)
def 							_lowerCamelCase(  UpperCamelCase__    : Dict=False		)		->  Tuple:
    with open(UpperCamelCase__    ,       encoding='''utf-8'''		) as f:
        A       :       Optional[Any]							=						yaml.safe_load(f.read()		)

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

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

    A       :       List[str]							=						api_doc[model_idx]['''sections''']

    A       :       Tuple							=						[(idx, section) for idx, section in enumerate(UpperCamelCase__		) if '''sections''' in section]
    A       :       Any							=						False
    for idx, modality_doc in modalities_docs:
        A       :       int							=						modality_doc['''sections''']
        A       :       str							=						clean_model_doc_toc(UpperCamelCase__		)

        if old_modality_doc != new_modality_doc:
            A       :       Tuple							=						True
            if overwrite:
                A       :       Union[str, Any]							=						new_modality_doc

    if diff:
        if overwrite:
            A       :       Optional[int]							=						model_doc
            A       :       List[str]							=						api_doc
            with open(UpperCamelCase__    ,       '''w'''    ,       encoding='''utf-8'''		) as f:
                f.write(yaml.dump(UpperCamelCase__    ,       allow_unicode=UpperCamelCase__		)		)
        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__":
     snake_case_     =	argparse.ArgumentParser()
     parser.add_argument("""--fix_and_overwrite""", action="""store_true""", help="""Whether to fix inconsistencies.""")
     snake_case_     =	parser.parse_args()

     check_model_doc(args.fix_and_overwrite)







'''simple docstring'''






import warnings
from typing import Dict, List, Optional, Tuple

from ...tokenization_utils import AddedToken, PreTrainedTokenizer
from ...utils import logging


snake_case_     =	logging.get_logger(__name__)


class   _lowercase						(							a				):
   _UpperCamelCase       		=   ["""input_ids""", """attention_mask"""]


   def __init__( self    ,   _UpperCAmelCase="</s>"    ,   _UpperCAmelCase="<unk>"    ,   _UpperCAmelCase="<pad>"    ,   _UpperCAmelCase=125    ,   _UpperCAmelCase=None    ,   **_UpperCAmelCase    ,   ):
       # Add extra_ids to the special token list
       if extra_ids > 0 and additional_special_tokens is None:
           A       :       str							=						[f'''<extra_id_{i}>''' for i in range(_UpperCAmelCase					)]
       elif extra_ids > 0 and additional_special_tokens is not None:
           # Check that we have the right number of extra_id special tokens
           A       :       List[str]							=						len(set(filter(lambda _UpperCAmelCase					: bool('''extra_id''' in str(_UpperCAmelCase					)					)    ,   _UpperCAmelCase					)					)					)
           if extra_tokens != extra_ids:
               raise ValueError(
                   f'''Both extra_ids ({extra_ids}) and additional_special_tokens ({additional_special_tokens}) are'''
                   ''' provided to ByT5Tokenizer. In this case the additional_special_tokens must include the'''
                   ''' extra_ids tokens'''					)

       A       :       str							=						AddedToken(_UpperCAmelCase    ,   lstrip=_UpperCAmelCase    ,   rstrip=_UpperCAmelCase					) if isinstance(_UpperCAmelCase    ,   _UpperCAmelCase					) else pad_token
       A       :       Any							=						AddedToken(_UpperCAmelCase    ,   lstrip=_UpperCAmelCase    ,   rstrip=_UpperCAmelCase					) if isinstance(_UpperCAmelCase    ,   _UpperCAmelCase					) else eos_token
       A       :       Optional[Any]							=						AddedToken(_UpperCAmelCase    ,   lstrip=_UpperCAmelCase    ,   rstrip=_UpperCAmelCase					) if isinstance(_UpperCAmelCase    ,   _UpperCAmelCase					) else unk_token

       super().__init__(
           eos_token=_UpperCAmelCase    ,   unk_token=_UpperCAmelCase    ,   pad_token=_UpperCAmelCase    ,   extra_ids=_UpperCAmelCase    ,   additional_special_tokens=_UpperCAmelCase    ,   **_UpperCAmelCase    ,   )

       A       :       int							=						extra_ids

       A       :       Any							=						2**8  # utf is 8 bits

       # define special tokens dict
       A       :       Dict[int, str]							=						{
           self.pad_token: 0,
           self.eos_token: 1,
           self.unk_token: 2,
       }
       A       :       Tuple							=						len(self.special_tokens_encoder					)
       A       :       Union[str, Any]							=						len(_UpperCAmelCase					)
       for i, token in enumerate(_UpperCAmelCase					):
           A       :       Optional[Any]							=						self.vocab_size + i - n
       A       :       Dict[str, int]							=						{v: k for k, v in self.special_tokens_encoder.items()}


   @property
   def 					snake_case				( self					):
       return self._utf_vocab_size + self._num_special_tokens + self._extra_ids


   def 					snake_case				( self    ,   _UpperCAmelCase    ,   _UpperCAmelCase = None    ,   _UpperCAmelCase = False					):
       if already_has_special_tokens:
           return super().get_special_tokens_mask(
               token_ids_a=_UpperCAmelCase    ,   token_ids_a=_UpperCAmelCase    ,   already_has_special_tokens=_UpperCAmelCase					)

       # normal case: some special tokens
       if token_ids_a is None:
           return ([0] * len(_UpperCAmelCase					)) + [1]
       return ([0] * len(_UpperCAmelCase					)) + [1] + ([0] * len(_UpperCAmelCase					)) + [1]


   def 					snake_case				( self    ,   _UpperCAmelCase					):
       if len(_UpperCAmelCase					) > 0 and token_ids[-1] == self.eos_token_id:
           warnings.warn(
               f'''This sequence already has {self.eos_token}. In future versions this behavior may lead to duplicated'''
               ''' eos tokens being added.'''					)
           return token_ids
       else:
           return token_ids + [self.eos_token_id]


   def 					snake_case				( self    ,   _UpperCAmelCase    ,   _UpperCAmelCase = None					):
       A       :       Optional[Any]							=						[self.eos_token_id]

       if token_ids_a is None:
           return len(token_ids_a + eos					) * [0]
       return len(token_ids_a + eos + token_ids_a + eos					) * [0]


   def 					snake_case				( self    ,   _UpperCAmelCase    ,   _UpperCAmelCase = None					):
       A       :       Union[str, Any]							=						self._add_eos_if_not_present(_UpperCAmelCase					)
       if token_ids_a is None:
           return token_ids_a
       else:
           A       :       Tuple							=						self._add_eos_if_not_present(_UpperCAmelCase					)
           return token_ids_a + token_ids_a


   def 					snake_case				( self    ,   _UpperCAmelCase					):
       A       :       str							=						[chr(_UpperCAmelCase					) for i in text.encode('''utf-8'''					)]
       return tokens


   def 					snake_case				( self    ,   _UpperCAmelCase					):
       if token in self.special_tokens_encoder:
           A       :       Union[str, Any]							=						self.special_tokens_encoder[token]
       elif token in self.added_tokens_encoder:
           A       :       int							=						self.added_tokens_encoder[token]
       elif len(_UpperCAmelCase					) != 1:
           A       :       Union[str, Any]							=						self.unk_token_id
       else:
           A       :       Union[str, Any]							=						ord(_UpperCAmelCase					) + self._num_special_tokens
       return token_id


   def 					snake_case				( self    ,   _UpperCAmelCase					):
       if index in self.special_tokens_decoder:
           A       :       Optional[Any]							=						self.special_tokens_decoder[index]
       else:
           A       :       Dict							=						chr(index - self._num_special_tokens					)
       return token


   def 					snake_case				( self    ,   _UpperCAmelCase					):
       A       :       List[str]							=						B''''''
       for token in tokens:
           if token in self.special_tokens_decoder:
               A       :       List[str]							=						self.special_tokens_decoder[token].encode('''utf-8'''					)
           elif token in self.added_tokens_decoder:
               A       :       Optional[int]							=						self.special_tokens_decoder[token].encode('''utf-8'''					)
           elif token in self.special_tokens_encoder:
               A       :       Union[str, Any]							=						token.encode('''utf-8'''					)
           elif token in self.added_tokens_encoder:
               A       :       str							=						token.encode('''utf-8'''					)
           else:
               A       :       Tuple							=						bytes([ord(_UpperCAmelCase					)]					)
           bstring += tok_string
       A       :       List[Any]							=						bstring.decode('''utf-8'''    ,   errors='''ignore'''					)
       return string


   def 					snake_case				( self    ,   _UpperCAmelCase    ,   _UpperCAmelCase = None					):
       return ()
