

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


_SCREAMING_SNAKE_CASE  :						Dict         =    logging.get_logger(__name__)

_SCREAMING_SNAKE_CASE  :						Any         =    {
    '''microsoft/cvt-13''': '''https://huggingface.co/microsoft/cvt-13/resolve/main/config.json''',
    # See all Cvt models at https://huggingface.co/models?filter=cvt
}






class  UpperCAmelCase__	( A__ ):






		"""simple docstring"""


		a     =      "cvt"






		def __init__(							self		:	int			,     __lowerCamelCase		:	Dict=3			,     __lowerCamelCase		:	int=[7, 3, 3]			,     __lowerCamelCase		:	Optional[int]=[4, 2, 2]			,     __lowerCamelCase		:	Dict=[2, 1, 1]			,     __lowerCamelCase		:	Union[str, Any]=[64, 192, 384]			,     __lowerCamelCase		:	str=[1, 3, 6]			,     __lowerCamelCase		:	str=[1, 2, 10]			,     __lowerCamelCase		:	int=[4.0, 4.0, 4.0]			,     __lowerCamelCase		:	Optional[Any]=[0.0, 0.0, 0.0]			,     __lowerCamelCase		:	int=[0.0, 0.0, 0.0]			,     __lowerCamelCase		:	Dict=[0.0, 0.0, 0.1]			,     __lowerCamelCase		:	Union[str, Any]=[True, True, True]			,     __lowerCamelCase		:	Optional[int]=[False, False, True]			,     __lowerCamelCase		:	Union[str, Any]=["dw_bn", "dw_bn", "dw_bn"]			,     __lowerCamelCase		:	Any=[3, 3, 3]			,     __lowerCamelCase		:	Tuple=[1, 1, 1]			,     __lowerCamelCase		:	Tuple=[2, 2, 2]			,     __lowerCamelCase		:	Dict=[1, 1, 1]			,     __lowerCamelCase		:	str=[1, 1, 1]			,     __lowerCamelCase		:	int=0.02			,     __lowerCamelCase		:	int=1e-12			,     **__lowerCamelCase		:	Dict			,     )	->							Dict:
							super().__init__(**__lowerCamelCase      )
							SCREAMING_SNAKE_CASE__					=					num_channels
							SCREAMING_SNAKE_CASE__					=					patch_sizes
							SCREAMING_SNAKE_CASE__					=					patch_stride
							SCREAMING_SNAKE_CASE__					=					patch_padding
							SCREAMING_SNAKE_CASE__					=					embed_dim
							SCREAMING_SNAKE_CASE__					=					num_heads
							SCREAMING_SNAKE_CASE__					=					depth
							SCREAMING_SNAKE_CASE__					=					mlp_ratio
							SCREAMING_SNAKE_CASE__					=					attention_drop_rate
							SCREAMING_SNAKE_CASE__					=					drop_rate
							SCREAMING_SNAKE_CASE__					=					drop_path_rate
							SCREAMING_SNAKE_CASE__					=					qkv_bias
							SCREAMING_SNAKE_CASE__					=					cls_token
							SCREAMING_SNAKE_CASE__					=					qkv_projection_method
							SCREAMING_SNAKE_CASE__					=					kernel_qkv
							SCREAMING_SNAKE_CASE__					=					padding_kv
							SCREAMING_SNAKE_CASE__					=					stride_kv
							SCREAMING_SNAKE_CASE__					=					padding_q
							SCREAMING_SNAKE_CASE__					=					stride_q
							SCREAMING_SNAKE_CASE__					=					initializer_range
							SCREAMING_SNAKE_CASE__					=					layer_norm_eps





import random
def        UpperCAmelCase_     (		_A   ,	_A   ,	_A       ):





     '''simple docstring'''




     SCREAMING_SNAKE_CASE__					=					a[left_index]
     SCREAMING_SNAKE_CASE__					=					left_index + 1
     for j in range(left_index + 1   ,	_A       ):
          if a[j] < pivot:
               SCREAMING_SNAKE_CASE__,SCREAMING_SNAKE_CASE__					=					a[i], a[j]
               i += 1
     SCREAMING_SNAKE_CASE__,SCREAMING_SNAKE_CASE__					=					a[i - 1], a[left_index]
     return i - 1
def        UpperCAmelCase_     (		_A   ,	_A   ,	_A       ):





     '''simple docstring'''




     if left < right:
          SCREAMING_SNAKE_CASE__					=					random.randint(_A   ,	right - 1       )
          SCREAMING_SNAKE_CASE__,SCREAMING_SNAKE_CASE__					=					(
              a[left],
              a[pivot],
          )  # switches the pivot with the left most bound
          SCREAMING_SNAKE_CASE__					=					partition(_A   ,	_A   ,	_A       )
          quick_sort_random(
              _A   ,	_A   ,	_A       )  # recursive quicksort to the left of the pivot point
          quick_sort_random(
              _A   ,	pivot_index + 1   ,	_A       )  # recursive quicksort to the right of the pivot point
def        UpperCAmelCase_     (		):





     '''simple docstring'''




     SCREAMING_SNAKE_CASE__					=					input('''Enter numbers separated by a comma:\n'''       ).strip()
     SCREAMING_SNAKE_CASE__					=					[int(_A       ) for item in user_input.split(''','''       )]

     quick_sort_random(_A   ,	0   ,	len(_A       )       )

     print(_A       )


if __name__ == "__main__":
       main()


