





import copy
import random

from transformers import CLIPTokenizer







class   __lowerCAmelCase			(					_UpperCamelCase  ):





   def __init__( self					,			*snake_case					,			**snake_case      )				->  Optional[Any]:
      """simple docstring"""





      super().__init__(*snake_case					,			**snake_case      )
      a__	:						Optional[Any]      		=  {}





   def 	_snake_case ( self					,			snake_case					,			*snake_case					,			**snake_case      )				->  str:
      """simple docstring"""





      a__	:						List[Any]      		=  super().add_tokens(snake_case					,			*snake_case					,			**snake_case      )
      if num_added_tokens == 0:
         raise ValueError(
             F"""The tokenizer already contains the token {placeholder_token}. Please pass a different"""
             " `placeholder_token` that is not already in the tokenizer."      )





   def 	_snake_case ( self					,			snake_case					,			*snake_case					,			snake_case=1					,			**snake_case      )				->  str:
      """simple docstring"""





      a__	:						List[str]      		=  []
      if num_vec_per_token == 1:
         self.try_adding_tokens(snake_case					,			*snake_case					,			**snake_case      )
         output.append(snake_case      )
      else:
         a__	:						int      		=  []
         for i in range(snake_case      ):
            a__	:						List[Any]      		=  placeholder_token + F"""_{i}"""
            self.try_adding_tokens(snake_case					,			*snake_case					,			**snake_case      )
            output.append(snake_case      )
        # handle cases where there is a new placeholder token that contains the current placeholder token but is larger
      for token in self.token_map:
         if token in placeholder_token:
            raise ValueError(
                F"""The tokenizer already has placeholder token {token} that can get confused with"""
                F""" {placeholder_token}keep placeholder tokens independent"""      )
      a__	:						Any      		=  output





   def 	_snake_case ( self					,			snake_case					,			snake_case=False					,			snake_case=1.0      )				->  Dict:
      """simple docstring"""





      if isinstance(snake_case					,			snake_case      ):
         a__	:						Any      		=  []
         for i in range(len(snake_case      )      ):
            output.append(self.replace_placeholder_tokens_in_text(text[i]					,			vector_shuffle=snake_case      )      )
         return output
      for placeholder_token in self.token_map:
         if placeholder_token in text:
            a__	:						Tuple      		=  self.token_map[placeholder_token]
            a__	:						Optional[Any]      		=  tokens[: 1 + int(len(snake_case      ) * prop_tokens_to_load      )]
            if vector_shuffle:
               a__	:						Dict      		=  copy.copy(snake_case      )
               random.shuffle(snake_case      )
            a__	:						Optional[int]      		=  text.replace(snake_case					,			" ".join(snake_case      )      )
      return text





   def __call__( self					,			snake_case					,			*snake_case					,			snake_case=False					,			snake_case=1.0					,			**snake_case      )				->  Optional[Any]:
      """simple docstring"""





      return super().__call__(
          self.replace_placeholder_tokens_in_text(
              snake_case					,			vector_shuffle=snake_case					,			prop_tokens_to_load=snake_case      )					,			*snake_case					,			**snake_case					,			)





   def 	_snake_case ( self					,			snake_case					,			*snake_case					,			snake_case=False					,			snake_case=1.0					,			**snake_case      )				->  Tuple:
      """simple docstring"""





      return super().encode(
          self.replace_placeholder_tokens_in_text(
              snake_case					,			vector_shuffle=snake_case					,			prop_tokens_to_load=snake_case      )					,			*snake_case					,			**snake_case					,			)








# Lint as: python3
import itertools
import os
import re


SCREAMING_SNAKE_CASE__       :			Tuple			      =						re.compile(R"""([A-Z]+)([A-Z][a-z])""")
SCREAMING_SNAKE_CASE__       :			List[str]			      =						re.compile(R"""([a-z\d])([A-Z])""")

SCREAMING_SNAKE_CASE__       :			Tuple			      =						re.compile(R"""(?<!_)_(?!_)""")
SCREAMING_SNAKE_CASE__       :			Dict			      =						re.compile(R"""(_{2,})""")

SCREAMING_SNAKE_CASE__       :			List[Any]			      =						R"""^\w+(\.\w+)*$"""

SCREAMING_SNAKE_CASE__       :			Union[str, Any]			      =						R"""<>:/\|?*"""






def       _A  (      lowerCamelCase   ):
   a__	:						List[str]      		=  _uppercase_uppercase_re.sub(r"\1_\2"							, lowerCamelCase   )
   a__	:						Dict      		=  _lowercase_uppercase_re.sub(r"\1_\2"							, lowerCamelCase   )
   return name.lower()






def       _A  (      lowerCamelCase   ):
   a__	:						Tuple      		=  _single_underscore_re.split(lowerCamelCase   )
   a__	:						Any      		=  [_multiple_underscores_re.split(lowerCamelCase   ) for n in name]
   return "".join(n.capitalize() for n in itertools.chain.from_iterable(lowerCamelCase   ) if n != ""   )






def       _A  (      lowerCamelCase   ):
   if os.path.basename(lowerCamelCase   ) != name:
      raise ValueError(F"""Should be a dataset name, not a path: {name}"""   )
   return camelcase_to_snakecase(lowerCamelCase   )






def       _A  (      lowerCamelCase							, lowerCamelCase   ):
   if os.path.basename(lowerCamelCase   ) != name:
      raise ValueError(F"""Should be a dataset name, not a path: {name}"""   )
   if not re.match(_split_re							, lowerCamelCase   ):
      raise ValueError(F"""Split name should match '{_split_re}'' but got '{split}'."""   )
   return F"""{filename_prefix_for_name(lowerCamelCase   )}-{split}"""






def       _A  (      lowerCamelCase							, lowerCamelCase							, lowerCamelCase							, lowerCamelCase=None   ):
   a__	:						Union[str, Any]      		=  filename_prefix_for_split(lowerCamelCase							, lowerCamelCase   )
   if filetype_suffix:
      prefix += F""".{filetype_suffix}"""
   a__	:						Any      		=  os.path.join(lowerCamelCase							, lowerCamelCase   )
   return F"""{filepath}*"""






def       _A  (      lowerCamelCase							, lowerCamelCase							, lowerCamelCase							, lowerCamelCase=None							, lowerCamelCase=None   ):
   a__	:						List[str]      		=  filename_prefix_for_split(lowerCamelCase							, lowerCamelCase   )
   a__	:						Tuple      		=  os.path.join(lowerCamelCase							, lowerCamelCase   )

   if shard_lengths:
      a__	:						List[str]      		=  len(lowerCamelCase   )
      a__	:						str      		=  [F"""{prefix}-{shard_id:05d}-of-{num_shards:05d}""" for shard_id in range(lowerCamelCase   )]
      if filetype_suffix:
         a__	:						Optional[Any]      		=  [filename + F""".{filetype_suffix}""" for filename in filenames]
      return filenames
   else:
      a__	:						Optional[int]      		=  prefix
      if filetype_suffix:
         filename += F""".{filetype_suffix}"""
      return [filename]

