






"""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 			a	:







    def      UpperCamelCase_ (     self			):
      lowercase				       =			self.prepare_init_args_and_inputs_for_common()

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

      lowercase				       =			model.apply(_SCREAMING_SNAKE_CASE				,						inputs_dict['sample']			)

      if isinstance(_SCREAMING_SNAKE_CASE				,						_SCREAMING_SNAKE_CASE			):
        lowercase				       =			output.sample

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







    def      UpperCamelCase_ (     self			):
      lowercase				       =			self.prepare_init_args_and_inputs_for_common()

      lowercase				       =			1_6
      lowercase				       =			(1_6, 3_2)

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

      lowercase				       =			model.apply(_SCREAMING_SNAKE_CASE				,						inputs_dict['sample']			)

      if isinstance(_SCREAMING_SNAKE_CASE				,						_SCREAMING_SNAKE_CASE			):
        lowercase				       =			output.sample

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







    def      UpperCamelCase_ (     self			):
      lowercase				       =			"""kwargs""" in inspect.signature(self.model_class.__init__			).parameters
      lowercase				       =			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'''


__SCREAMING_SNAKE_CASE						=      {hex(i)[2:]: i for i in range(16)}  # Use [:2] to strip off the leading '0x'
def 					__magic_name__(       UpperCAmelCase__ :       str	):
						UpperCamelCase_     :	str					     =     hex_string.strip().lower()
						if not hex_string:
												raise ValueError("""Empty string was passed to the function"""	)
						UpperCamelCase_     :	Dict					     =     hex_string[0] == """-"""
						if is_negative:
												UpperCamelCase_     :	List[str]					     =     hex_string[1:]
						if not all(char in hex_table for char in hex_string	):
												raise ValueError("""Non-hexadecimal value was passed to the function"""	)
						UpperCamelCase_     :	int					     =     0
						for char in hex_string:
												UpperCamelCase_     :	Any					     =     16 * decimal_number + hex_table[char]
						return -decimal_number if is_negative else decimal_number


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

	testmod()




