



'''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_		:





    def 					__snake_case       (    self    :    Tuple     ):



       '''simple docstring'''







       snake_case  ,    snake_case   :							int						  =self.prepare_init_args_and_inputs_for_common()

       snake_case   :							List[Any]						  =self.model_class(**_snake_case     )
       snake_case   :							Optional[Any]						  =model.init(inputs_dict['''prng_key'''],    inputs_dict['''sample''']     )
       jax.lax.stop_gradient(_snake_case     )

       snake_case   :							Any						  =model.apply(_snake_case,    inputs_dict['''sample''']     )

       if isinstance(_snake_case,    _snake_case     ):
          snake_case   :							Union[str, Any]						  =output.sample

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





    def 					__snake_case       (    self    :    Any     ):



       '''simple docstring'''







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

       snake_case   :							str						  =16
       snake_case   :							Tuple						  =(16, 32)

       snake_case   :							str						  =self.model_class(**_snake_case     )
       snake_case   :							str						  =model.init(inputs_dict['''prng_key'''],    inputs_dict['''sample''']     )
       jax.lax.stop_gradient(_snake_case     )

       snake_case   :							Any						  =model.apply(_snake_case,    inputs_dict['''sample''']     )

       if isinstance(_snake_case,    _snake_case     ):
          snake_case   :							str						  =output.sample

       self.assertIsNotNone(_snake_case     )
       snake_case   :							Any						  =inputs_dict['''sample'''].shape
       self.assertEqual(output.shape,    _snake_case,    '''Input and output shapes do not match'''     )






    def 					__snake_case       (    self    :    Dict     ):



       '''simple docstring'''







       snake_case   :							Union[str, Any]						  ='''kwargs''' in inspect.signature(self.model_class.__init__     ).parameters
       snake_case   :							int						  =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>]`'''     )










'''simple docstring'''





def 		_a   (  lowerCamelCase_							):
   return "".join(chr(ord(lowerCamelCase_							) + 32							) if '''A''' <= char <= '''Z''' else char for char in word							)


if __name__ == "__main__":
      from doctest import testmod

      testmod()





