


'''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      UpperCamelCase	(   self      )->			List[str]:
            _A		,							_A				=       self.prepare_init_args_and_inputs_for_common()

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

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

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

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






       def      UpperCamelCase	(   self      )->			int:
            _A		,							_A				=       self.prepare_init_args_and_inputs_for_common()

            _A				=       16
            _A				=       (16, 32)

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

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

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

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






       def      UpperCamelCase	(   self      )->			Tuple:
            _A				=       'kwargs' in inspect.signature(self.model_class.__init__      ).parameters
            _A				=       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'''
from itertools import permutations

def 				lowerCamelCase_   (   )				->  Optional[int]:







     """simple docstring"""
     _A				=       list(map(''.join       ,						permutations('0123456789'		)		)		)
     return result[9_9_9_9_9_9]


if __name__ == "__main__":
    print(solution())





