


"""simple docstring"""



from __future__ import annotations






def       lowerCamelCase					(a_						:list				,				a_						:int				,				a_						:int				,				a_						:int)     ->							list:
       lowercase		:List[Any]       							=				[]
       lowercase							,  lowercase		:List[str]       							=				input_list[low:mid], input_list[mid : high + 1]
       while left and right:
              result.append((left if left[0] <= right[0] else right).pop(0))
       lowercase		:Optional[int]       							=				result + left + right
       return input_list






def       lowerCamelCase					(a_						:list)     ->							list:
       if len(a_) <= 1:
              return input_list
       lowercase		:Optional[Any]       							=				list(a_)

       # iteration for two-way merging
       lowercase		:Optional[Any]       							=				2
       while p <= len(a_):
              # getting low, high and middle value for merge-sort of single list
              for i in range(0				,				len(a_)				,				a_):
                     lowercase		:Any       							=				i
                     lowercase		:List[Any]       							=				i + p - 1
                     lowercase		:Dict       							=				(low + high + 1) // 2
                     lowercase		:Union[str, Any]       							=				merge(a_				,				a_				,				a_				,				a_)
              # final merge of last two parts
              if p * 2 >= len(a_):
                     lowercase		:Optional[Any]       							=				i
                     lowercase		:int       							=				merge(a_				,				0				,				a_				,				len(a_) - 1)
                     break
              p *= 2

       return input_list


if __name__ == "__main__":
 UpperCAmelCase      		=			input('''Enter numbers separated by a comma:\n''').strip()
 if user_input == "":
  UpperCAmelCase      		=			[]
 else:
  UpperCAmelCase      		=			[int(item.strip()) for item in user_input.split(''',''')]
 print(iter_merge_sort(unsorted))





"""simple docstring"""



import unittest

from diffusers import FlaxAutoencoderKL
from diffusers.utils import is_flax_available
from diffusers.utils.testing_utils import require_flax

from .test_modeling_common_flax import FlaxModelTesterMixin


if is_flax_available():
 import jax
@require_flax
class 					__magic_name__		(			__UpperCAmelCase			,						unittest.TestCase     ):
       __A			:      str        =   FlaxAutoencoderKL






       @property
       def  __snake_case						(   self  :    List[str]				):

              '''simple docstring'''






              lowercase		:Dict       							=				4
              lowercase		:Optional[int]       							=				3
              lowercase		:Any       							=				(3_2, 3_2)

              lowercase		:Optional[int]       							=				jax.random.PRNGKey(0				)
              lowercase		:Any       							=				jax.random.uniform(snake_case__  ,     ((batch_size, num_channels) + sizes)				)

              return {"sample": image, "prng_key": prng_key}







       def  __snake_case						(   self  :    Union[str, Any]				):

              '''simple docstring'''






              lowercase		:List[Any]       							=				{
                  '''block_out_channels''': [3_2, 6_4],
                  '''in_channels''': 3,
                  '''out_channels''': 3,
                  '''down_block_types''': ['''DownEncoderBlock2D''', '''DownEncoderBlock2D'''],
                  '''up_block_types''': ['''UpDecoderBlock2D''', '''UpDecoderBlock2D'''],
                  '''latent_channels''': 4,
              }
              lowercase		:Optional[int]       							=				self.dummy_input
              return init_dict, inputs_dict

