





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        __snake_case			:





       '''simple docstring'''







       def 				UpperCAmelCase__					(    self					:       Optional[int]						):
         __snake_case    ,  __snake_case:		int					    =		self.prepare_init_args_and_inputs_for_common()

         __snake_case:		int					    =		self.model_class(**A						)
         __snake_case:		List[str]					    =		model.init(inputs_dict["""prng_key"""]				,							inputs_dict["""sample"""]						)
         jax.lax.stop_gradient(A						)

         __snake_case:		Any					    =		model.apply(A				,							inputs_dict["""sample"""]						)

         if isinstance(A				,							A						):
           __snake_case:		int					    =		output.sample

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




       def 				UpperCAmelCase__					(    self					:       Any						):
         __snake_case    ,  __snake_case:		Optional[Any]					    =		self.prepare_init_args_and_inputs_for_common()

         __snake_case:		Optional[int]					    =		16
         __snake_case:		Union[str, Any]					    =		(16, 32)

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

         __snake_case:		str					    =		model.apply(A				,							inputs_dict["""sample"""]						)

         if isinstance(A				,							A						):
           __snake_case:		int					    =		output.sample

         self.assertIsNotNone(A						)
         __snake_case:		Dict					    =		inputs_dict["""sample"""].shape
         self.assertEqual(output.shape				,							A				,							"""Input and output shapes do not match"""						)






       def 				UpperCAmelCase__					(    self					:       Tuple						):
         __snake_case:		Optional[Any]					    =		"""kwargs""" in inspect.signature(self.model_class.__init__						).parameters
         __snake_case:		List[str]					    =		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>]`"""						)













from functools import lru_cache







@lru_cache
def      A__				(       SCREAMING_SNAKE_CASE__)  ->       int:
  if not isinstance(SCREAMING_SNAKE_CASE__   ,   SCREAMING_SNAKE_CASE__):
    raise TypeError("""k must be an integer.""")
  if k < 0:
    raise ValueError("""k integer must be greater or equal to zero.""")
  if k == 0:
    return 0
  elif k == 1:
    return 1
  else:
    return fibonacci(k - 1) + fibonacci(k - 2)







def      A__				(       SCREAMING_SNAKE_CASE__   ,   SCREAMING_SNAKE_CASE__)  ->       int:
  __snake_case:		str					    =		len(SCREAMING_SNAKE_CASE__)
  # Find m such that F_m >= n where F_i is the i_th fibonacci number.
  __snake_case:		Optional[int]					    =		0
  while True:
    if fibonacci(SCREAMING_SNAKE_CASE__) >= len_list:
      __snake_case:		str					    =		i
      break
    i += 1
  __snake_case:		Tuple					    =		0
  while fibb_k > 0:
    __snake_case:		str					    =		min(
        offset + fibonacci(fibb_k - 1)   ,   len_list - 1)  # Prevent out of range
    __snake_case:		List[Any]					    =		arr[index_k]
    if item_k_1 == val:
      return index_k
    elif val < item_k_1:
      fibb_k -= 1
    elif val > item_k_1:
      offset += fibonacci(fibb_k - 1)
      fibb_k -= 2
  else:
    return -1


if __name__ == "__main__":
      import doctest

      doctest.testmod()






