



"""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   lowerCAmelCase_							(			self:				Optional[Any]		)  ->      Optional[Any]:
											snake_case_,			snake_case_					:Dict		=     self.prepare_init_args_and_inputs_for_common()

											snake_case_					:int		=     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_					:List[Any]		=     model.apply(snake_case		,	inputs_dict["""sample"""]		)

											if isinstance(snake_case		,	snake_case		):
																	snake_case_					:Optional[Any]		=     output.sample

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






					def   lowerCAmelCase_							(			self:				List[Any]		)  ->      str:
											snake_case_,			snake_case_					:Tuple		=     self.prepare_init_args_and_inputs_for_common()

											snake_case_					:Tuple		=     16
											snake_case_					:Optional[int]		=     (16, 32)

											snake_case_					:Any		=     self.model_class(**snake_case		)
											snake_case_					:Optional[int]		=     model.init(inputs_dict["""prng_key"""]		,	inputs_dict["""sample"""]		)
											jax.lax.stop_gradient(snake_case		)

											snake_case_					:List[str]		=     model.apply(snake_case		,	inputs_dict["""sample"""]		)

											if isinstance(snake_case		,	snake_case		):
																	snake_case_					:Optional[Any]		=     output.sample

											self.assertIsNotNone(snake_case		)
											snake_case_					:List[str]		=     inputs_dict["""sample"""].shape
											self.assertEqual(output.shape		,	snake_case		,	"""Input and output shapes do not match"""		)






					def   lowerCAmelCase_							(			self:				Optional[Any]		)  ->      Optional[int]:
											snake_case_					:Dict		=     """kwargs""" in inspect.signature(self.model_class.__init__		).parameters
											snake_case_					:Optional[Any]		=     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 					SCREAMING_SNAKE_CASE  (   __UpperCamelCase			:    list[int]							)			->							int:

				"""simple docstring"""







				if not isinstance(__UpperCamelCase				,    __UpperCamelCase							) or not all(
				    isinstance(__UpperCamelCase				,    __UpperCamelCase							) and item >= 0 for item in citations							):
								raise ValueError('''The citations should be a list of non negative integers.'''							)

				citations.sort()
				A__	:						str								=				len(__UpperCamelCase							)

				for i in range(__UpperCamelCase							):
								if citations[len_citations - 1 - i] <= i:
												return i

				return len_citations


if __name__ == "__main__":
					import doctest

					doctest.testmod()