




import os
from string import ascii_letters

A__:  Tuple       					=					ascii_letters + ''' \t\n'''



def 							lowerCAmelCase_				(    ):
    UpperCamelCase__:					Union[str, Any]												=      os.path.split(os.path.realpath(A_))
    UpperCamelCase__:					dict[str, None]												=      {}
    with open(path[0] + "/dictionary.txt") as dictionary_file:
        for word in dictionary_file.read().split("\n"):
            UpperCamelCase__:					str												=      None
    return english_words


A__:  int       					=					load_dictionary()



def 							lowerCAmelCase_				(    A_):
    UpperCamelCase__:					Any												=      message.upper()
    UpperCamelCase__:					Dict												=      remove_non_letters(A_)
    UpperCamelCase__:					List[str]												=      message.split()
    UpperCamelCase__:					List[Any]												=      len([word for word in possible_words if word in ENGLISH_WORDS])
    return float(A_) / len(A_)



def 							lowerCAmelCase_				(    A_):
    return "".join(symbol for symbol in message if symbol in LETTERS_AND_SPACE)



def 							lowerCAmelCase_				(    A_  ,A_ = 20  ,A_ = 85):
    UpperCamelCase__:					Optional[int]												=      get_english_count(A_) * 1_00 >= word_percentage
    UpperCamelCase__:					Any												=      len(remove_non_letters(A_))
    UpperCamelCase__:					Dict												=      (float(A_) / len(A_)) * 1_00
    UpperCamelCase__:					Any												=      message_letters_percentage >= letter_percentage
    return words_match and letters_match


if __name__ == "__main__":
   import doctest

   doctest.testmod()








import inspect

from diffusers.utils import is_flax_available
from diffusers.utils.testing_utils import require_flax


if is_flax_available():
   import jax




@require_flax
class    _a  :

      """simple docstring"""


      def 	UpperCAmelCase_   (						self:	int			):
          '''simple docstring'''


          UpperCamelCase__							,				UpperCamelCase__:					Optional[int]												=      self.prepare_init_args_and_inputs_for_common()

          UpperCamelCase__:					Tuple												=      self.model_class(**__lowerCamelCase			)
          UpperCamelCase__:					Union[str, Any]												=      model.init(inputs_dict["prng_key"]					,  inputs_dict["sample"]			)
          jax.lax.stop_gradient(__lowerCamelCase			)

          UpperCamelCase__:					int												=      model.apply(__lowerCamelCase					,  inputs_dict["sample"]			)

          if isinstance(__lowerCamelCase					,  __lowerCamelCase			):
              UpperCamelCase__:					str												=      output.sample

          self.assertIsNotNone(__lowerCamelCase			)
          UpperCamelCase__:					Union[str, Any]												=      inputs_dict["sample"].shape
          self.assertEqual(output.shape					,  __lowerCamelCase					,  "Input and output shapes do not match"			)






      def 	UpperCAmelCase_   (						self:	Union[str, Any]			):
          '''simple docstring'''


          UpperCamelCase__							,				UpperCamelCase__:					List[str]												=      self.prepare_init_args_and_inputs_for_common()

          UpperCamelCase__:					List[Any]												=      16
          UpperCamelCase__:					int												=      (16, 32)

          UpperCamelCase__:					Tuple												=      self.model_class(**__lowerCamelCase			)
          UpperCamelCase__:					Union[str, Any]												=      model.init(inputs_dict["prng_key"]					,  inputs_dict["sample"]			)
          jax.lax.stop_gradient(__lowerCamelCase			)

          UpperCamelCase__:					Union[str, Any]												=      model.apply(__lowerCamelCase					,  inputs_dict["sample"]			)

          if isinstance(__lowerCamelCase					,  __lowerCamelCase			):
              UpperCamelCase__:					Dict												=      output.sample

          self.assertIsNotNone(__lowerCamelCase			)
          UpperCamelCase__:					Optional[Any]												=      inputs_dict["sample"].shape
          self.assertEqual(output.shape					,  __lowerCamelCase					,  "Input and output shapes do not match"			)






      def 	UpperCAmelCase_   (						self:	Tuple			):
          '''simple docstring'''


          UpperCamelCase__:					List[str]												=      "kwargs" in inspect.signature(self.model_class.__init__			).parameters
          UpperCamelCase__:					Any												=      len(self.model_class._deprecated_kwargs			) > 0

          if has_kwarg_in_model_class and not has_deprecated_kwarg:
              raise ValueError(
                  F"{self.model_class} has `**kwargs` in its __init__ method but has not defined any deprecated kwargs"
                  " under the `_deprecated_kwargs` class attribute. Make sure to either remove `**kwargs` if there are"
                  " no deprecated arguments or add the deprecated argument with `_deprecated_kwargs ="
                  " [<deprecated_argument>]`"			)

          if not has_kwarg_in_model_class and has_deprecated_kwarg:
              raise ValueError(
                  F"{self.model_class} doesn't have `**kwargs` in its __init__ method but has defined deprecated kwargs"
                  " under the `_deprecated_kwargs` class attribute. Make sure to either add the `**kwargs` argument to"
                  F" {self.model_class}.__init__ if there are deprecated arguments or remove the deprecated argument"
                  " from `_deprecated_kwargs = [<deprecated_argument>]`"			)

