



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 							UpperCAmelCase   :




	'''simple docstring'''





	def        UpperCamelCase_						( self      :				Optional[Any]				):
					__A    ,							__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      :				Tuple				):
					__A    ,							__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      :				Dict				):
					__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 		UpperCAmelCase    (			a_		)	->			int:







				"""simple docstring"""



				__A         =				str(a_		).strip()
				if not oct_string:
								raise ValueError("Empty string was passed to the function"		)
				__A         =				oct_string[0] == "-"
				if is_negative:
								__A         =				oct_string[1:]
				if not oct_string.isdigit() or not all(0 <= int(a_		) <= 7 for char in oct_string		):
								raise ValueError("Non-octal value was passed to the function"		)
				__A         =				0
				for char in oct_string:
								__A         =				8 * decimal_number + int(a_		)
				if is_negative:
								__A         =				-decimal_number
				return decimal_number


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

					testmod()
