





"""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 	__snake_case      :





 """simple docstring"""


 def       UpperCamelCase__(					self						):



     '''simple docstring'''




     __A				, __A					:		Any						=  self.prepare_init_args_and_inputs_for_common()

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

     __A					:		int						=  model.apply(__lowerCamelCase      ,		inputs_dict['''sample''']						)

     if isinstance(__lowerCamelCase      ,		__lowerCamelCase						):
         __A					:		List[Any]						=  output.sample

     self.assertIsNotNone(__lowerCamelCase						)
     __A					:		Tuple						=  inputs_dict['''sample'''].shape
     self.assertEqual(output.shape      ,		__lowerCamelCase      ,		'''Input and output shapes do not match'''						)

 def       UpperCamelCase__(					self						):



     '''simple docstring'''




     __A				, __A					:		int						=  self.prepare_init_args_and_inputs_for_common()

     __A					:		Tuple						=  16
     __A					:		str						=  (16, 32)

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

     __A					:		List[str]						=  model.apply(__lowerCamelCase      ,		inputs_dict['''sample''']						)

     if isinstance(__lowerCamelCase      ,		__lowerCamelCase						):
         __A					:		Optional[int]						=  output.sample

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







 def       UpperCamelCase__(					self						):



     '''simple docstring'''




     __A					:		str						=  '''kwargs''' in inspect.signature(self.model_class.__init__						).parameters
     __A					:		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"""



def 	__lowercase  (     snake_case_						:						Union[str, Any]		)     ->Optional[int]:



    '''simple docstring'''







    __A					:		Dict						=  [701, 301, 132, 57, 23, 10, 4, 1]
    for gap in gaps:
        for i in range(snake_case_       ,len(snake_case_		)		):
            __A					:		Tuple						=  collection[i]
            __A					:		Union[str, Any]						=  i
            while j >= gap and collection[j - gap] > insert_value:
                __A					:		Optional[int]						=  collection[j - gap]
                j -= gap
            if j != i:
                __A					:		Optional[int]						=  insert_value
    return collection


if __name__ == "__main__":
       from doctest import testmod

       testmod()
       a_				=    input("""Enter numbers separated by a comma:\n""").strip()
       a_				=    [int(item) for item in user_input.split(""",""")]
       print(shell_sort(unsorted))




