


'''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    lowercase_	:


    def   __a				(	self       ):
          UpperCamelCase__      =							self.prepare_init_args_and_inputs_for_common()

          UpperCamelCase__      =							self.model_class(**_a       )
          UpperCamelCase__      =							model.init(inputs_dict["prng_key"]    ,   inputs_dict["sample"]       )
          jax.lax.stop_gradient(_a       )

          UpperCamelCase__      =							model.apply(_a    ,   inputs_dict["sample"]       )

          if isinstance(_a    ,   _a       ):
                UpperCamelCase__      =							output.sample

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


    def   __a				(	self       ):
          UpperCamelCase__      =							self.prepare_init_args_and_inputs_for_common()

          UpperCamelCase__      =							16
          UpperCamelCase__      =							(16, 32)

          UpperCamelCase__      =							self.model_class(**_a       )
          UpperCamelCase__      =							model.init(inputs_dict["prng_key"]    ,   inputs_dict["sample"]       )
          jax.lax.stop_gradient(_a       )

          UpperCamelCase__      =							model.apply(_a    ,   inputs_dict["sample"]       )

          if isinstance(_a    ,   _a       ):
                UpperCamelCase__      =							output.sample

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


    def   __a				(	self       ):
          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>]`"       )






'''simple docstring'''




def _UpperCamelCase (							SCREAMING_SNAKE_CASE_				):
     return " ".join([word[::-1] for word in input_str.split()]				)


if __name__ == "__main__":
 import doctest

 doctest.testmod()




