


"""simple docstring"""


from ...configuration_utils import PretrainedConfig
from ...utils import logging


__snake_case    					=					logging.get_logger(__name__)

__snake_case    					=					{
    'caidas/swin2sr-classicalsr-x2-64': (
        'https://huggingface.co/caidas/swin2sr-classicalsr-x2-64/resolve/main/config.json'
    ),
}

class 				_SCREAMING_SNAKE_CASE				(							__UpperCAmelCase  ):
   """simple docstring"""



   _a   :       int									=    '''swin2sr'''

   _a   :       int									=    {
       '''hidden_size''': '''embed_dim''',
       '''num_attention_heads''': '''num_heads''',
       '''num_hidden_layers''': '''num_layers''',
   }


   def __init__(						self ,     lowerCamelCase__=64 ,     lowerCamelCase__=1 ,     lowerCamelCase__=3 ,     lowerCamelCase__=180 ,     lowerCamelCase__=[6, 6, 6, 6, 6, 6] ,     lowerCamelCase__=[6, 6, 6, 6, 6, 6] ,     lowerCamelCase__=8 ,     lowerCamelCase__=2.0 ,     lowerCamelCase__=True ,     lowerCamelCase__=0.0 ,     lowerCamelCase__=0.0 ,     lowerCamelCase__=0.1 ,     lowerCamelCase__="gelu" ,     lowerCamelCase__=False ,     lowerCamelCase__=0.02 ,     lowerCamelCase__=1E-5 ,     lowerCamelCase__=2 ,     lowerCamelCase__=1.0 ,     lowerCamelCase__="1conv" ,     lowerCamelCase__="pixelshuffle" ,     **lowerCamelCase__ ,     )      ->							str:
    super().__init__(**lowerCamelCase__						)

    lowercase__       :       str				=						image_size
    lowercase__       :       int				=						patch_size
    lowercase__       :       List[Any]				=						num_channels
    lowercase__       :       int				=						embed_dim
    lowercase__       :       int				=						depths
    lowercase__       :       int				=						len(lowerCamelCase__						)
    lowercase__       :       List[Any]				=						num_heads
    lowercase__       :       str				=						window_size
    lowercase__       :       Dict				=						mlp_ratio
    lowercase__       :       Optional[Any]				=						qkv_bias
    lowercase__       :       List[str]				=						hidden_dropout_prob
    lowercase__       :       Dict				=						attention_probs_dropout_prob
    lowercase__       :       Optional[int]				=						drop_path_rate
    lowercase__       :       Any				=						hidden_act
    lowercase__       :       Tuple				=						use_absolute_embeddings
    lowercase__       :       Any				=						layer_norm_eps
    lowercase__       :       Optional[int]				=						initializer_range
    lowercase__       :       Any				=						upscale
    lowercase__       :       str				=						img_range
    lowercase__       :       Optional[Any]				=						resi_connection
    lowercase__       :       Tuple				=						upsampler



"""simple docstring"""


import random


def    _lowerCamelCase   (     lowerCamelCase__	:							Tuple       ,		lowerCamelCase__	:							Dict       ,		lowerCamelCase__	:							str  ):
 lowercase__       :       List[Any]				=						a[left_index]
 lowercase__       :       List[Any]				=						left_index + 1
 for j in range(left_index + 1       ,		lowerCamelCase__  ):
  if a[j] < pivot:
   lowercase__	,       lowercase__       :       Dict				=						a[i], a[j]
   i += 1
 lowercase__	,       lowercase__       :       Any				=						a[i - 1], a[left_index]
 return i - 1


def    _lowerCamelCase   (     lowerCamelCase__	:							int       ,		lowerCamelCase__	:							Tuple       ,		lowerCamelCase__	:							Optional[int]  ):
 if left < right:
  lowercase__       :       str				=						random.randint(lowerCamelCase__       ,		right - 1  )
  lowercase__	,       lowercase__       :       Any				=						(
      a[left],
      a[pivot],
  )  # switches the pivot with the left most bound
  lowercase__       :       str				=						partition(lowerCamelCase__       ,		lowerCamelCase__       ,		lowerCamelCase__  )
  quick_sort_random(
      lowerCamelCase__       ,		lowerCamelCase__       ,		lowerCamelCase__  )  # recursive quicksort to the left of the pivot point
  quick_sort_random(
      lowerCamelCase__       ,		pivot_index + 1       ,		lowerCamelCase__  )  # recursive quicksort to the right of the pivot point


def    _lowerCamelCase   (     ):
 lowercase__       :       List[Any]				=						input("""Enter numbers separated by a comma:\n"""  ).strip()
 lowercase__       :       int				=						[int(lowerCamelCase__  ) for item in user_input.split(""","""  )]

 quick_sort_random(lowerCamelCase__       ,		0       ,		len(lowerCamelCase__  )  )

 print(lowerCamelCase__  )


if __name__ == "__main__":
   main()