





'''simple docstring'''

def       a__       (       lowercase      :  int   )	->	str:





     """simple docstring"""

     if not isinstance(lowercase,      lowercase   ):
          _UpperCamelCase       					= (
              '''operation can not be conducted on a object of type '''
              F"""{type(lowercase   ).__name__}"""
          )
          raise TypeError(lowercase   )
     _UpperCamelCase       					= ''''''
     for _ in range(0,      32   ):
          bit_string += str(number % 2   )
          _UpperCamelCase       					= number >> 1
     return bit_string







def       a__       (       lowercase      :  int   )	->	str:





     """simple docstring"""

     if number < 0:
          raise ValueError('''the value of input must be positive'''   )
     elif isinstance(lowercase,      lowercase   ):
          raise TypeError('''Input value must be a \'int\' type'''   )
     elif isinstance(lowercase,      lowercase   ):
          raise TypeError('''\'<\' not supported between instances of \'str\' and \'int\''''   )
     _UpperCamelCase       					= 0
     # iterator over [1 to 32],since we are dealing with 32 bit integer
     for _ in range(1,      33   ):
          # left shift the bits by unity
          _UpperCamelCase       					= result << 1
          # get the end bit
          _UpperCamelCase       					= number % 2
          # right shift the bits by unity
          _UpperCamelCase       					= number >> 1
          # add that bit to our ans
          _UpperCamelCase       					= result | end_bit
     return get_reverse_bit_string(lowercase   )


if __name__ == "__main__":
   import doctest

   doctest.testmod()








'''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 snake_case__		(							self     :	str  )					->  Any:

            '''simple docstring'''




            _UpperCamelCase					,       _UpperCamelCase       					= self.prepare_init_args_and_inputs_for_common()

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

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

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

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





       def snake_case__		(							self     :	Any  )					->  int:

            '''simple docstring'''




            _UpperCamelCase					,       _UpperCamelCase       					= self.prepare_init_args_and_inputs_for_common()

            _UpperCamelCase       					= 16
            _UpperCamelCase       					= (16, 32)

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

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

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

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







       def snake_case__		(							self     :	int  )					->  int:

            '''simple docstring'''




            _UpperCamelCase       					= '''kwargs''' in inspect.signature(self.model_class.__init__  ).parameters
            _UpperCamelCase       					= 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>]`'''  )



