

import warnings

from transformers import AutoTokenizer
from transformers.utils import is_torch_available
from transformers.utils.generic import ExplicitEnum

from ...processing_utils import ProcessorMixin


if is_torch_available():
       import torch







class 						__magic_name__			(							lowerCAmelCase_							):

   '''simple docstring'''




   lowerCamelCase__ :	Dict    =   'char'
   lowerCamelCase__ :	Tuple    =   'bpe'
   lowerCamelCase__ :	List[str]    =   'wp'





lowerCamelCase           =					(DecodeType.CHARACTER, DecodeType.BPE, DecodeType.WORDPIECE)







class 						__magic_name__			(							lowerCAmelCase_							):

   '''simple docstring'''




   lowerCamelCase__ :	Any    =   ['image_processor', 'char_tokenizer']
   lowerCamelCase__ :	Any    =   'ViTImageProcessor'
   lowerCamelCase__ :	Optional[Any]    =   'MgpstrTokenizer'



   def __init__(				self,    lowercase_=None,    lowercase_=None,    **lowercase_       )							->    int:






     """simple docstring"""






     a__  =None
     if "feature_extractor" in kwargs:
       warnings.warn(
           '''The `feature_extractor` argument is deprecated and will be removed in v5, use `image_processor`'''
           ''' instead.''',    __a,    )
       a__  =kwargs.pop('''feature_extractor'''       )

     a__  =image_processor if image_processor is not None else feature_extractor
     if image_processor is None:
       raise ValueError('''You need to specify an `image_processor`.'''       )
     if tokenizer is None:
       raise ValueError('''You need to specify a `tokenizer`.'''       )

     a__  =tokenizer
     a__  =AutoTokenizer.from_pretrained('''gpt2'''       )
     a__  =AutoTokenizer.from_pretrained('''bert-base-uncased'''       )

     super().__init__(__a,    __a       )



   def __call__(				self,    lowercase_=None,    lowercase_=None,    lowercase_=None,    **lowercase_       )							->    Optional[Any]:






     """simple docstring"""






     if images is None and text is None:
       raise ValueError('''You need to specify either an `images` or `text` input to process.'''       )

     if images is not None:
       a__  =self.image_processor(__a,    return_tensors=__a,    **__a       )
     if text is not None:
       a__  =self.char_tokenizer(__a,    return_tensors=__a,    **__a       )

     if text is None:
       return inputs
     elif images is None:
       return encodings
     else:
       a__  =encodings['input_ids']
       return inputs



   def  _UpperCAmelCase (				self,    lowercase_       )							->    Dict:






     """simple docstring"""






     a__  =sequences
     a__  =char_preds.size(0       )

     a__  =self._decode_helper(__a,    '''char'''       )
     a__  =self._decode_helper(__a,    '''bpe'''       )
     a__  =self._decode_helper(__a,    '''wp'''       )

     a__  =[]
     a__  =[]
     for i in range(__a       ):
       a__  =[char_scores[i], bpe_scores[i], wp_scores[i]]
       a__  =[char_strs[i], bpe_strs[i], wp_strs[i]]
       a__  =scores.index(max(__a       )       )
       final_strs.append(strs[max_score_index]       )
       final_scores.append(scores[max_score_index]       )

     a__  ={}
     a__  =final_strs
     a__  =final_scores
     a__  =char_strs
     a__  =bpe_strs
     a__  =wp_strs
     return out



   def  _UpperCAmelCase (				self,    lowercase_,    lowercase_       )							->    Optional[int]:






     """simple docstring"""






     if format == DecodeType.CHARACTER:
       a__  =self.char_decode
       a__  =1
       a__  ='[s]'
     elif format == DecodeType.BPE:
       a__  =self.bpe_decode
       a__  =2
       a__  ='#'
     elif format == DecodeType.WORDPIECE:
       a__  =self.wp_decode
       a__  =102
       a__  ='[SEP]'
     else:
       raise ValueError(F"""Format {format} is not supported."""       )

     a__  =[], []
     a__  =pred_logits.size(0       )
     a__  =pred_logits.size(1       )
     a__  =pred_logits.topk(1,    dim=-1,    largest=__a,    sorted=__a       )
     a__  =preds_index.view(-1,    __a       )[:, 1:]
     a__  =decoder(__a       )
     a__  =torch.nn.functional.softmax(__a,    dim=2       ).max(dim=2       )
     a__  =preds_max_prob[:, 1:]

     for index in range(__a       ):
       a__  =preds_str[index].find(__a       )
       a__  =preds_str[index][:pred_eos]
       a__  =preds_index[index].cpu().tolist()
       a__  =pred_index.index(__a       ) if eos_token in pred_index else -1
       a__  =preds_max_prob[index][: pred_eos_index + 1]
       a__  =pred_max_prob.cumprod(dim=0       )[-1] if pred_max_prob.nelement() != 0 else 0.0
       dec_strs.append(__a       )
       conf_scores.append(__a       )

     return dec_strs, conf_scores



   def  _UpperCAmelCase (				self,    lowercase_       )							->    List[Any]:






     """simple docstring"""






     a__  =[seq.replace(''' ''',    ''''''       ) for seq in self.char_tokenizer.batch_decode(__a       )]
     return decode_strs



   def  _UpperCAmelCase (				self,    lowercase_       )							->    List[Any]:






     """simple docstring"""






     return self.bpe_tokenizer.batch_decode(__a       )



   def  _UpperCAmelCase (				self,    lowercase_       )							->    Tuple:






     """simple docstring"""






     a__  =[seq.replace(''' ''',    ''''''       ) for seq in self.wp_tokenizer.batch_decode(__a       )]
     return decode_strs




'''simple docstring'''



from __future__ import annotations

from fractions import Fraction
from math import gcd, sqrt






def   lowerCamelCase							(_SCREAMING_SNAKE_CASE      :   int   ):
					__a			:       int					    =  int(number**0.5   )
					return number == sq * sq






def   lowerCamelCase							(_SCREAMING_SNAKE_CASE      :   int						,      _SCREAMING_SNAKE_CASE      :   int						,      _SCREAMING_SNAKE_CASE      :   int						,      _SCREAMING_SNAKE_CASE      :   int						,      _SCREAMING_SNAKE_CASE      :   int						,      _SCREAMING_SNAKE_CASE      :   int   ):
					__a			:       int					    =  x_num * y_den * z_den + y_num * x_den * z_den + z_num * x_den * y_den
					__a			:       int					    =  x_den * y_den * z_den
					__a			:       int					    =  gcd(_SCREAMING_SNAKE_CASE						,      _SCREAMING_SNAKE_CASE   )
					top //= hcf
					bottom //= hcf
					return top, bottom






def   lowerCamelCase							(_SCREAMING_SNAKE_CASE      :   int = 35   ):
					__a			:       set					    =  set()
					__a			:       int
					__a			:       Fraction					    =  Fraction(0   )
					__a			:       tuple[int, int]

					for x_num in range(1						,      order + 1   ):
										for x_den in range(x_num + 1						,      order + 1   ):
															for y_num in range(1						,      order + 1   ):
																				for y_den in range(y_num + 1						,      order + 1   ):
																									# n=1
																									__a			:       Union[str, Any]					    =  x_num * y_den + x_den * y_num
																									__a			:       Optional[Any]					    =  x_den * y_den
																									__a			:       int					    =  gcd(_SCREAMING_SNAKE_CASE						,      _SCREAMING_SNAKE_CASE   )
																									z_num //= hcf
																									z_den //= hcf
																									if 0 < z_num < z_den <= order:
																														__a			:       Any					    =  add_three(
																														    _SCREAMING_SNAKE_CASE						,      _SCREAMING_SNAKE_CASE						,      _SCREAMING_SNAKE_CASE						,      _SCREAMING_SNAKE_CASE						,      _SCREAMING_SNAKE_CASE						,      _SCREAMING_SNAKE_CASE   )
																														unique_s.add(_SCREAMING_SNAKE_CASE   )

																									# n=2
																									__a			:       Optional[int]					    =  (
																									    x_num * x_num * y_den * y_den + x_den * x_den * y_num * y_num
																									)
																									__a			:       Union[str, Any]					    =  x_den * x_den * y_den * y_den
																									if is_sq(_SCREAMING_SNAKE_CASE   ) and is_sq(_SCREAMING_SNAKE_CASE   ):
																														__a			:       List[Any]					    =  int(sqrt(_SCREAMING_SNAKE_CASE   )   )
																														__a			:       Any					    =  int(sqrt(_SCREAMING_SNAKE_CASE   )   )
																														__a			:       Optional[int]					    =  gcd(_SCREAMING_SNAKE_CASE						,      _SCREAMING_SNAKE_CASE   )
																														z_num //= hcf
																														z_den //= hcf
																														if 0 < z_num < z_den <= order:
																																			__a			:       List[Any]					    =  add_three(
																																			    _SCREAMING_SNAKE_CASE						,      _SCREAMING_SNAKE_CASE						,      _SCREAMING_SNAKE_CASE						,      _SCREAMING_SNAKE_CASE						,      _SCREAMING_SNAKE_CASE						,      _SCREAMING_SNAKE_CASE   )
																																			unique_s.add(_SCREAMING_SNAKE_CASE   )

                    # n=-1
																									__a			:       int					    =  x_num * y_num
																									__a			:       Optional[Any]					    =  x_den * y_num + x_num * y_den
																									__a			:       Tuple					    =  gcd(_SCREAMING_SNAKE_CASE						,      _SCREAMING_SNAKE_CASE   )
																									z_num //= hcf
																									z_den //= hcf
																									if 0 < z_num < z_den <= order:
																														__a			:       Any					    =  add_three(
																														    _SCREAMING_SNAKE_CASE						,      _SCREAMING_SNAKE_CASE						,      _SCREAMING_SNAKE_CASE						,      _SCREAMING_SNAKE_CASE						,      _SCREAMING_SNAKE_CASE						,      _SCREAMING_SNAKE_CASE   )
																														unique_s.add(_SCREAMING_SNAKE_CASE   )

																									# n=2
																									__a			:       List[Any]					    =  x_num * x_num * y_num * y_num
																									__a			:       List[Any]					    =  (
																									    x_den * x_den * y_num * y_num + x_num * x_num * y_den * y_den
																									)
																									if is_sq(_SCREAMING_SNAKE_CASE   ) and is_sq(_SCREAMING_SNAKE_CASE   ):
																														__a			:       Optional[Any]					    =  int(sqrt(_SCREAMING_SNAKE_CASE   )   )
																														__a			:       Union[str, Any]					    =  int(sqrt(_SCREAMING_SNAKE_CASE   )   )
																														__a			:       int					    =  gcd(_SCREAMING_SNAKE_CASE						,      _SCREAMING_SNAKE_CASE   )
																														z_num //= hcf
																														z_den //= hcf
																														if 0 < z_num < z_den <= order:
																																			__a			:       List[str]					    =  add_three(
																																			    _SCREAMING_SNAKE_CASE						,      _SCREAMING_SNAKE_CASE						,      _SCREAMING_SNAKE_CASE						,      _SCREAMING_SNAKE_CASE						,      _SCREAMING_SNAKE_CASE						,      _SCREAMING_SNAKE_CASE   )
																																			unique_s.add(_SCREAMING_SNAKE_CASE   )

					for num, den in unique_s:
										total += Fraction(_SCREAMING_SNAKE_CASE						,      _SCREAMING_SNAKE_CASE   )

					return total.denominator + total.numerator


if __name__ == "__main__":
	print(f'''{solution() = }''')



