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    :



     def       a__	(       self							):
            _A,      _A=						self.prepare_init_args_and_inputs_for_common()

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

            _A=						model.apply(snake_case__					,   inputs_dict['sample']							)

            if isinstance(snake_case__					,   snake_case__							):
                   _A=						output.sample

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



     def       a__	(       self							):
            _A,      _A=						self.prepare_init_args_and_inputs_for_common()

            _A=						16
            _A=						(16, 32)

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

            _A=						model.apply(snake_case__					,   inputs_dict['sample']							)

            if isinstance(snake_case__					,   snake_case__							):
                   _A=						output.sample

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





     def       a__	(       self							):
            _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>]`'							)







import math
def 							UpperCAmelCase   ( _lowercase   ):


    '''simple docstring'''



    _lowercase     			=						math.log(2,   10   ) * number
    _lowercase     			=						round((log_number - int(_lowercase   )),   15   )

    return difference
def 							UpperCAmelCase   ( _lowercase = 678910   ):


    '''simple docstring'''



    _lowercase     			=						90
    _lowercase     			=						0

    _lowercase     			=						math.log(1.23,   10   )
    _lowercase     			=						math.log(1.24,   10   )
    _lowercase     			=						0

    while position < number:
        _lowercase     			=						log_difference(_lowercase   )

        if difference >= upper_limit:
            power_iterator += 93

        elif difference < lower_limit:
            power_iterator += 196

        else:
            _lowercase     			=						power_iterator
            power_iterator += 196
            position += 1

    return previous_power


if __name__ == "__main__":
   import doctest

   doctest.testmod()

   print(f"{solution() = }")
