
"""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 SCREAMING_SNAKE_CASE       :






	'''simple docstring'''







	def    _UpperCamelCase							(  self :Optional[int]			)			->   str:

			'''simple docstring'''






			a__   		=     self.prepare_init_args_and_inputs_for_common()

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

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

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

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


	def    _UpperCamelCase							(  self :Any			)			->   Optional[Any]:

			'''simple docstring'''






			a__   		=     self.prepare_init_args_and_inputs_for_common()

			a__   		=     16
			a__   		=     (16, 32)

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

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

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

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






	def    _UpperCamelCase							(  self :int			)			->   List[Any]:

			'''simple docstring'''






			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>]`'''			)








def   snake_case_	(    snake_case	)    ->							str:
       lowercase__:  Optional[Any]         =  1
       lowercase__:  Optional[Any]         =  0
       lowercase__:  int         =  1
       lowercase__:  Any         =  1
       lowercase__:  Optional[Any]         =  3
       lowercase__:  List[str]         =  3
       lowercase__:  Optional[Any]         =  limit
       lowercase__:  List[Any]         =  0

       lowercase__:  int         =  ''
       while counter != decimal + 1:
              if 4 * q + r - t < n * t:
                     result += str(snake_case	)
                     if counter == 0:
                            result += "."

                     if decimal == counter:
                            break

                     counter += 1
                     lowercase__:  List[Any]         =  10 * (r - n * t)
                     lowercase__:  int         =  ((10 * (3 * q + r)) // t) - 10 * n
                     q *= 10
                     lowercase__:  Any         =  nr
              else:
                     lowercase__:  List[str]         =  (2 * q + r) * l
                     lowercase__:  Tuple         =  (q * (7 * k) + 2 + (r * l)) // (t * l)
                     q *= k
                     t *= l
                     l += 2
                     k += 1
                     lowercase__:  Dict         =  nn
                     lowercase__:  Optional[int]         =  nr
       return result




def   snake_case_	(    )    ->							None:
       print(f'{calculate_pi(50	) = }'	)
       import doctest

       doctest.testmod()


if __name__ == "__main__":
 main()


