


import copy
import random

from transformers import CLIPTokenizer





class      lowercase__    (							snake_case_  ):







  def __init__(	self    ,						*_lowercase    ,						**_lowercase						):
       super().__init__(*_lowercase    ,						**_lowercase						)
       lowerCAmelCase_					:       int    =		{}







  def 	UpperCAmelCase__		(	self    ,						_lowercase    ,						*_lowercase    ,						**_lowercase						):
       lowerCAmelCase_					:       str    =		super().add_tokens(_lowercase    ,						*_lowercase    ,						**_lowercase						)
       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 	UpperCAmelCase__		(	self    ,						_lowercase    ,						*_lowercase    ,						_lowercase=1    ,						**_lowercase						):
       lowerCAmelCase_					:       int    =		[]
       if num_vec_per_token == 1:
            self.try_adding_tokens(_lowercase    ,						*_lowercase    ,						**_lowercase						)
            output.append(_lowercase						)
       else:
            lowerCAmelCase_					:       str    =		[]
            for i in range(_lowercase						):
                 lowerCAmelCase_					:       List[str]    =		placeholder_token + F'_{i}'
                 self.try_adding_tokens(_lowercase    ,						*_lowercase    ,						**_lowercase						)
                 output.append(_lowercase						)
        # 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'						)
       lowerCAmelCase_					:       Tuple    =		output







  def 	UpperCAmelCase__		(	self    ,						_lowercase    ,						_lowercase=False    ,						_lowercase=1.0						):
       if isinstance(_lowercase    ,						_lowercase						):
            lowerCAmelCase_					:       List[Any]    =		[]
            for i in range(len(_lowercase						)						):
                 output.append(self.replace_placeholder_tokens_in_text(text[i]    ,						vector_shuffle=_lowercase						)						)
            return output
       for placeholder_token in self.token_map:
            if placeholder_token in text:
                 lowerCAmelCase_					:       str    =		self.token_map[placeholder_token]
                 lowerCAmelCase_					:       List[Any]    =		tokens[: 1 + int(len(_lowercase						) * prop_tokens_to_load						)]
                 if vector_shuffle:
                      lowerCAmelCase_					:       str    =		copy.copy(_lowercase						)
                      random.shuffle(_lowercase						)
                 lowerCAmelCase_					:       Optional[Any]    =		text.replace(_lowercase    ,						""" """.join(_lowercase						)						)
       return text







  def __call__(	self    ,						_lowercase    ,						*_lowercase    ,						_lowercase=False    ,						_lowercase=1.0    ,						**_lowercase						):
       return super().__call__(
           self.replace_placeholder_tokens_in_text(
               _lowercase    ,						vector_shuffle=_lowercase    ,						prop_tokens_to_load=_lowercase						)    ,						*_lowercase    ,						**_lowercase    ,						)







  def 	UpperCAmelCase__		(	self    ,						_lowercase    ,						*_lowercase    ,						_lowercase=False    ,						_lowercase=1.0    ,						**_lowercase						):
       return super().encode(
           self.replace_placeholder_tokens_in_text(
               _lowercase    ,						vector_shuffle=_lowercase    ,						prop_tokens_to_load=_lowercase						)    ,						*_lowercase    ,						**_lowercase    ,						)







from __future__ import annotations






def 							_lowerCAmelCase (  _a   :					list[int]			)	->			list[int]:  # This function is recursive
     lowerCAmelCase_					:       List[Any]    =		len(_a			)
     # If the array contains only one element, we return it (it's the stop condition of
     # recursion)
     if array_length <= 1:
          return array
          # Else
     lowerCAmelCase_					:       Union[str, Any]    =		array[0]
     lowerCAmelCase_					:       str    =		False
     lowerCAmelCase_					:       Optional[int]    =		1
     lowerCAmelCase_					:       list[int]    =		[]
     while not is_found and i < array_length:
          if array[i] < pivot:
               lowerCAmelCase_					:       Optional[Any]    =		True
               lowerCAmelCase_					:       Tuple    =		[element for element in array[i:] if element >= array[i]]
               lowerCAmelCase_					:       Any    =		longest_subsequence(_a			)
               if len(_a			) > len(_a			):
                    lowerCAmelCase_					:       List[Any]    =		temp_array
          else:
               i += 1

     lowerCAmelCase_					:       Tuple    =		[element for element in array[1:] if element >= pivot]
     lowerCAmelCase_					:       List[Any]    =		[pivot, *longest_subsequence(_a			)]
     if len(_a			) > len(_a			):
          return temp_array
     else:
          return longest_subseq


if __name__ == "__main__":
      import doctest

      doctest.testmod()
