code: 
  
  
  
  
  
  
  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       __lowercase      (	self      :     int		):
  
  
        '''simple docstring'''
  
  
  
  
  
  
        UpperCamelCase__       ,  UpperCamelCase__    :     Optional[Any]        =						self.prepare_init_args_and_inputs_for_common()
  
        UpperCamelCase__    :     Any        =						self.model_class(**SCREAMING_SNAKE_CASE		)
        UpperCamelCase__    :     Optional[Any]        =						model.init(inputs_dict["prng_key"]							,     inputs_dict["sample"]		)
        jax.lax.stop_gradient(SCREAMING_SNAKE_CASE		)
  
        UpperCamelCase__    :     List[str]        =						model.apply(SCREAMING_SNAKE_CASE							,     inputs_dict["sample"]		)
  
        if isinstance(SCREAMING_SNAKE_CASE							,     SCREAMING_SNAKE_CASE		):
             UpperCamelCase__    :     Any        =						output.sample
  
        self.assertIsNotNone(SCREAMING_SNAKE_CASE		)
        UpperCamelCase__    :     Any        =						inputs_dict["sample"].shape
        self.assertEqual(output.shape							,     SCREAMING_SNAKE_CASE							,     "Input and output shapes do not match"		)
  
  
  
  
  
  
  
   def       __lowercase      (	self      :     List[str]		):
  
  
        '''simple docstring'''
  
  
  
  
  
  
        UpperCamelCase__       ,  UpperCamelCase__    :     List[Any]        =						self.prepare_init_args_and_inputs_for_common()
  
        UpperCamelCase__    :     List[str]        =						16
        UpperCamelCase__    :     Optional[int]        =						(16, 32)
  
        UpperCamelCase__    :     Optional[Any]        =						self.model_class(**SCREAMING_SNAKE_CASE		)
        UpperCamelCase__    :     Tuple        =						model.init(inputs_dict["prng_key"]							,     inputs_dict["sample"]		)
        jax.lax.stop_gradient(SCREAMING_SNAKE_CASE		)
  
        UpperCamelCase__    :     Any        =						model.apply(SCREAMING_SNAKE_CASE							,     inputs_dict["sample"]		)
  
        if isinstance(SCREAMING_SNAKE_CASE							,     SCREAMING_SNAKE_CASE		):
             UpperCamelCase__    :     List[Any]        =						output.sample
  
        self.assertIsNotNone(SCREAMING_SNAKE_CASE		)
        UpperCamelCase__    :     str        =						inputs_dict["sample"].shape
        self.assertEqual(output.shape							,     SCREAMING_SNAKE_CASE							,     "Input and output shapes do not match"		)
  
  
  
  
  
  
  
   def       __lowercase      (	self      :     List[str]		):
  
  
        '''simple docstring'''
  
  
  
  
  
  
        UpperCamelCase__    :     Tuple        =						"kwargs" in inspect.signature(self.model_class.__init__		).parameters
        UpperCamelCase__    :     Optional[int]        =						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>]`"		)
style_context: 
  
  
  
  
  
  
  from __future__ import annotations
  
  
  
  
  
  
  
  def 	SCREAMING_SNAKE_CASE							(      __lowerCAmelCase    )				->			list[int]:
       if not list_of_ints:
            return []
  
       if min(__lowerCAmelCase    ) < 0:
            raise ValueError("All numbers must be positive"    )
  
       UpperCamelCase__    :     Dict        =						max(len(bin(__lowerCAmelCase    )[2:]    ) for x in list_of_ints    )
       return _msd_radix_sort(__lowerCAmelCase      ,					__lowerCAmelCase    )
  
  
  
  
  
  
  
  def 	SCREAMING_SNAKE_CASE							(      __lowerCAmelCase      ,					__lowerCAmelCase    )				->			list[int]:
       if bit_position == 0 or len(__lowerCAmelCase    ) in [0, 1]:
            return list_of_ints
  
       UpperCamelCase__    :     Union[str, Any]        =						[]
       UpperCamelCase__    :     Dict        =						[]
       # Split numbers based on bit at bit_position from the right
       for number in list_of_ints:
            if (number >> (bit_position - 1)) & 1:
                 # number has a one at bit bit_position
                 ones.append(__lowerCAmelCase    )
            else:
                 # number has a zero at bit bit_position
                 zeros.append(__lowerCAmelCase    )
  
      # recursively split both lists further
       UpperCamelCase__    :     str        =						_msd_radix_sort(__lowerCAmelCase      ,					bit_position - 1    )
       UpperCamelCase__    :     Optional[Any]        =						_msd_radix_sort(__lowerCAmelCase      ,					bit_position - 1    )
  
       # recombine lists
       UpperCamelCase__    :     Optional[int]        =						zeros
       res.extend(__lowerCAmelCase    )
  
       return res
  
  
  
  
  
  
  
  def 	SCREAMING_SNAKE_CASE							(      __lowerCAmelCase    )				->			Dict:
       UpperCamelCase__    :     Optional[int]        =						len(__lowerCAmelCase    )
       if not list_of_ints or length == 1:
            return
  
       if min(__lowerCAmelCase    ) < 0:
            raise ValueError("All numbers must be positive"    )
  
       UpperCamelCase__    :     int        =						max(len(bin(__lowerCAmelCase    )[2:]    ) for x in list_of_ints    )
       _msd_radix_sort_inplace(__lowerCAmelCase      ,					__lowerCAmelCase      ,					0      ,					__lowerCAmelCase    )
  
  
  
  
  
  
  
  def 	SCREAMING_SNAKE_CASE							(      __lowerCAmelCase      ,					__lowerCAmelCase      ,					__lowerCAmelCase      ,					__lowerCAmelCase    )				->			List[str]:
       if bit_position == 0 or end_index - begin_index <= 1:
            return
  
       bit_position -= 1
  
       UpperCamelCase__    :     Any        =						begin_index
       UpperCamelCase__    :     List[str]        =						end_index - 1
       while i <= j:
            UpperCamelCase__    :     Tuple        =						False
            if not (list_of_ints[i] >> bit_position) & 1:
                 # found zero at the beginning
                 i += 1
                 UpperCamelCase__    :     Any        =						True
            if (list_of_ints[j] >> bit_position) & 1:
                 # found one at the end
                 j -= 1
                 UpperCamelCase__    :     Dict        =						True
  
            if changed:
                 continue
  
            UpperCamelCase__       ,  UpperCamelCase__    :     Any        =						list_of_ints[j], list_of_ints[i]
            j -= 1
            if j != i:
                 i += 1
  
       _msd_radix_sort_inplace(__lowerCAmelCase      ,					__lowerCAmelCase      ,					__lowerCAmelCase      ,					__lowerCAmelCase    )
       _msd_radix_sort_inplace(__lowerCAmelCase      ,					__lowerCAmelCase      ,					__lowerCAmelCase      ,					__lowerCAmelCase    )
  
  
  if __name__ == "__main__":
   import doctest
  
   doctest.testmod()