


import os
from string import ascii_letters

UpperCAmelCase     =       ascii_letters + """ \t\n"""






def 			__lowerCAmelCase       ()->    dict[str, None]:




      """simple docstring"""

      snake_case_			= os.path.split(os.path.realpath(SCREAMING_SNAKE_CASE   )   )
      snake_case_			= {}
      with open(path[0] + '''/dictionary.txt'''   ) as dictionary_file:
            for word in dictionary_file.read().split('''\n'''   ):
                  snake_case_			= None
      return english_words


UpperCAmelCase     =       load_dictionary()






def 			__lowerCAmelCase       (SCREAMING_SNAKE_CASE   )->    float:




      """simple docstring"""

      snake_case_			= message.upper()
      snake_case_			= remove_non_letters(SCREAMING_SNAKE_CASE   )
      snake_case_			= message.split()
      snake_case_			= len([word for word in possible_words if word in ENGLISH_WORDS]   )
      return float(SCREAMING_SNAKE_CASE   ) / len(SCREAMING_SNAKE_CASE   )






def 			__lowerCAmelCase       (SCREAMING_SNAKE_CASE   )->    str:




      """simple docstring"""

      return "".join(symbol for symbol in message if symbol in LETTERS_AND_SPACE   )






def 			__lowerCAmelCase       (SCREAMING_SNAKE_CASE   ,   SCREAMING_SNAKE_CASE = 20   ,   SCREAMING_SNAKE_CASE = 85   )->    bool:




      """simple docstring"""

      snake_case_			= get_english_count(SCREAMING_SNAKE_CASE   ) * 100 >= word_percentage
      snake_case_			= len(remove_non_letters(SCREAMING_SNAKE_CASE   )   )
      snake_case_			= (float(SCREAMING_SNAKE_CASE   ) / len(SCREAMING_SNAKE_CASE   )) * 100
      snake_case_			= message_letters_percentage >= letter_percentage
      return words_match and letters_match


if __name__ == "__main__":
   import doctest

   doctest.testmod()



from collections import OrderedDict
from dataclasses import fields
from typing import Any, Tuple

import numpy as np

from .import_utils import is_torch_available






def 			__lowerCAmelCase       (SCREAMING_SNAKE_CASE   )->    Union[str, Any]:




      """simple docstring"""

      if is_torch_available():
            import torch

            if isinstance(SCREAMING_SNAKE_CASE   ,   torch.Tensor   ):
                  return True

      return isinstance(SCREAMING_SNAKE_CASE   ,   np.ndarray   )







class lowerCAmelCase_		(					lowerCamelCase__			):

 '''simple docstring'''

 def 		UpperCamelCase__	(      self   ):
       snake_case_			= fields(self   )

       # Safety and consistency checks
       if not len(_UpperCAmelCase   ):
             raise ValueError(F'''{self.__class__.__name__} has no fields.'''   )

       snake_case_			= getattr(self						, class_fields[0].name   )
       snake_case_			= all(getattr(self						, field.name   ) is None for field in class_fields[1:]   )

       if other_fields_are_none and isinstance(_UpperCAmelCase						, _UpperCAmelCase   ):
             for key, value in first_field.items():
                   snake_case_			= value
       else:
             for field in class_fields:
                   snake_case_			= getattr(self						, field.name   )
                   if v is not None:
                         snake_case_			= v



 def __delitem__(      self						, *_UpperCAmelCase						, **_UpperCAmelCase   ):
       raise Exception(F'''You cannot use ``__delitem__`` on a {self.__class__.__name__} instance.'''   )



 def 		UpperCamelCase__	(      self						, *_UpperCAmelCase						, **_UpperCAmelCase   ):
       raise Exception(F'''You cannot use ``setdefault`` on a {self.__class__.__name__} instance.'''   )



 def 		UpperCamelCase__	(      self						, *_UpperCAmelCase						, **_UpperCAmelCase   ):
       raise Exception(F'''You cannot use ``pop`` on a {self.__class__.__name__} instance.'''   )



 def 		UpperCamelCase__	(      self						, *_UpperCAmelCase						, **_UpperCAmelCase   ):
       raise Exception(F'''You cannot use ``update`` on a {self.__class__.__name__} instance.'''   )



 def __getitem__(      self						, _UpperCAmelCase   ):
       if isinstance(_UpperCAmelCase						, _UpperCAmelCase   ):
             snake_case_			= dict(self.items()   )
             return inner_dict[k]
       else:
             return self.to_tuple()[k]



 def __setattr__(      self						, _UpperCAmelCase						, _UpperCAmelCase   ):
       if name in self.keys() and value is not None:
             # Don't call self.__setitem__ to avoid recursion errors
             super().__setitem__(_UpperCAmelCase						, _UpperCAmelCase   )
       super().__setattr__(_UpperCAmelCase						, _UpperCAmelCase   )



 def __setitem__(      self						, _UpperCAmelCase						, _UpperCAmelCase   ):
       # Will raise a KeyException if needed
       super().__setitem__(_UpperCAmelCase						, _UpperCAmelCase   )
       # Don't call self.__setattr__ to avoid recursion errors
       super().__setattr__(_UpperCAmelCase						, _UpperCAmelCase   )





 def 		UpperCamelCase__	(      self   ):
       return tuple(self[k] for k in self.keys()   )