




'''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   SCREAMING_SNAKE_CASE_		:



 def    SCREAMING_SNAKE_CASE(  self ):






        '''simple docstring'''




        lowercase,     lowercase  :		List[str]						=      self.prepare_init_args_and_inputs_for_common()

        lowercase  :		Any						=      self.model_class(**A )
        lowercase  :		Union[str, Any]						=      model.init(inputs_dict['''prng_key''']   ,		inputs_dict['''sample'''] )
        jax.lax.stop_gradient(A )

        lowercase  :		List[str]						=      model.apply(A   ,		inputs_dict['''sample'''] )

        if isinstance(A   ,		A ):
               lowercase  :		Tuple						=      output.sample

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



 def    SCREAMING_SNAKE_CASE(  self ):






        '''simple docstring'''




        lowercase,     lowercase  :		Tuple						=      self.prepare_init_args_and_inputs_for_common()

        lowercase  :		Optional[Any]						=      16
        lowercase  :		Any						=      (16, 32)

        lowercase  :		Optional[int]						=      self.model_class(**A )
        lowercase  :		Any						=      model.init(inputs_dict['''prng_key''']   ,		inputs_dict['''sample'''] )
        jax.lax.stop_gradient(A )

        lowercase  :		str						=      model.apply(A   ,		inputs_dict['''sample'''] )

        if isinstance(A   ,		A ):
               lowercase  :		Any						=      output.sample

        self.assertIsNotNone(A )
        lowercase  :		List[Any]						=      inputs_dict['''sample'''].shape
        self.assertEqual(output.shape   ,		A   ,		'''Input and output shapes do not match''' )





 def    SCREAMING_SNAKE_CASE(  self ):






        '''simple docstring'''




        lowercase  :		str						=      '''kwargs''' in inspect.signature(self.model_class.__init__ ).parameters
        lowercase  :		List[Any]						=      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'''






class   SCREAMING_SNAKE_CASE_		:



 def __init__(  self ):






        '''simple docstring'''




        lowercase  :		List[str]						=      [0, 1]





 def    SCREAMING_SNAKE_CASE(  self   ,		A ):






        '''simple docstring'''




        if (difference := index - (len(self.sequence ) - 2)) >= 1:
               for _ in range(A ):
                      self.sequence.append(self.sequence[-1] + self.sequence[-2] )
        return self.sequence[:index]






def 		a_( )				->None:






       '''simple docstring'''




       print(
           '''Fibonacci Series Using Dynamic Programming\n'''   ,				'''Enter the index of the Fibonacci number you want to calculate '''   ,				'''in the prompt below. (To exit enter exit or Ctrl-C)\n'''   ,				sep=''''''   ,				)
       lowercase  :		Optional[int]						=      Fibonacci()

       while True:
              lowercase  :		str						=      input('''>> '''      )
              if prompt in {"exit", "quit"}:
                     break

              try:
                     lowercase  :		int						=      int(lowerCamelCase      )
              except ValueError:
                     print('''Enter a number or \'exit\''''      )
                     continue

              print(fibonacci.get(lowerCamelCase      )      )


if __name__ == "__main__":
      main()




