





'''simple docstring'''

def       a__       (       lowercase      :  List[Any]   )	->	str:





     """simple docstring"""

     _UpperCamelCase       					= word.upper()
     _UpperCamelCase       					= 0
     _UpperCamelCase       					= {}
     _UpperCamelCase       					= []

     for letter in word:
          if letter not in letter_nums:
               _UpperCamelCase       					= str(__lowerCAmelCase   )
               next_num += 1
          word_pattern.append(letter_nums[letter]   )
     return ".".join(__lowerCAmelCase   )


if __name__ == "__main__":
   import pprint
   import time

   lowercase__		:    Union[str, Any] =       time.time()
   with open('dictionary.txt') as in_file:
      lowercase__		:    int =       in_file.read().splitlines()

   lowercase__		:    dict =       {}
   for word in word_list:
      lowercase__		:    List[Any] =       get_word_pattern(word)
      if pattern in all_patterns:
         all_patterns[pattern].append(word)
      else:
         lowercase__		:    int =       [word]

   with open('word_patterns.txt', 'w') as out_file:
      out_file.write(pprint.pformat(all_patterns))

   lowercase__		:    int =       round(time.time() - start_time, 2)
   print(F"""Done!  {len(all_patterns):,} word patterns found in {total_time} seconds.""")
   # Done!  9,581 word patterns found in 0.58 seconds.








'''simple docstring'''

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        __lowerCAmelCase  :






       """simple docstring"""





       def snake_case__		(							self     :	str  )					->  Any:

            '''simple docstring'''




            _UpperCamelCase					,       _UpperCamelCase       					= self.prepare_init_args_and_inputs_for_common()

            _UpperCamelCase       					= self.model_class(**lowerCAmelCase__  )
            _UpperCamelCase       					= model.init(inputs_dict['''prng_key'''] ,				inputs_dict['''sample''']  )
            jax.lax.stop_gradient(lowerCAmelCase__  )

            _UpperCamelCase       					= model.apply(lowerCAmelCase__ ,				inputs_dict['''sample''']  )

            if isinstance(lowerCAmelCase__ ,				lowerCAmelCase__  ):
                 _UpperCamelCase       					= output.sample

            self.assertIsNotNone(lowerCAmelCase__  )
            _UpperCamelCase       					= inputs_dict['''sample'''].shape
            self.assertEqual(output.shape ,				lowerCAmelCase__ ,				'''Input and output shapes do not match'''  )





       def snake_case__		(							self     :	Any  )					->  int:

            '''simple docstring'''




            _UpperCamelCase					,       _UpperCamelCase       					= self.prepare_init_args_and_inputs_for_common()

            _UpperCamelCase       					= 16
            _UpperCamelCase       					= (16, 32)

            _UpperCamelCase       					= self.model_class(**lowerCAmelCase__  )
            _UpperCamelCase       					= model.init(inputs_dict['''prng_key'''] ,				inputs_dict['''sample''']  )
            jax.lax.stop_gradient(lowerCAmelCase__  )

            _UpperCamelCase       					= model.apply(lowerCAmelCase__ ,				inputs_dict['''sample''']  )

            if isinstance(lowerCAmelCase__ ,				lowerCAmelCase__  ):
                 _UpperCamelCase       					= output.sample

            self.assertIsNotNone(lowerCAmelCase__  )
            _UpperCamelCase       					= inputs_dict['''sample'''].shape
            self.assertEqual(output.shape ,				lowerCAmelCase__ ,				'''Input and output shapes do not match'''  )







       def snake_case__		(							self     :	int  )					->  int:

            '''simple docstring'''




            _UpperCamelCase       					= '''kwargs''' in inspect.signature(self.model_class.__init__  ).parameters
            _UpperCamelCase       					= 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>]`'''  )



