
'''simple docstring'''


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


__lowercase				: List[str]											=  logging.get_logger(__name__)

__lowercase				: Dict											=  {
    '''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 						__lowercase					(	__UpperCAmelCase     ):
			lowerCamelCase      :		Any						   =      '''cvt'''

			def __init__(self      , A=3      , A=[7, 3, 3]      , A=[4, 2, 2]      , A=[2, 1, 1]      , A=[6_4, 1_9_2, 3_8_4]      , A=[1, 3, 6]      , A=[1, 2, 1_0]      , A=[4.0, 4.0, 4.0]      , A=[0.0, 0.0, 0.0]      , A=[0.0, 0.0, 0.0]      , A=[0.0, 0.0, 0.1]      , A=[True, True, True]      , A=[False, False, True]      , A=["dw_bn", "dw_bn", "dw_bn"]      , A=[3, 3, 3]      , A=[1, 1, 1]      , A=[2, 2, 2]      , A=[1, 1, 1]      , A=[1, 1, 1]      , A=0.02      , A=1E-12      , **A      , ):
								super().__init__(**lowerCamelCase__   )
								lowerCamelCase_       :   Dict  =		num_channels
								lowerCamelCase_       :   Optional[Any]  =		patch_sizes
								lowerCamelCase_       :   List[str]  =		patch_stride
								lowerCamelCase_       :   str  =		patch_padding
								lowerCamelCase_       :   Optional[int]  =		embed_dim
								lowerCamelCase_       :   Tuple  =		num_heads
								lowerCamelCase_       :   Optional[int]  =		depth
								lowerCamelCase_       :   Optional[int]  =		mlp_ratio
								lowerCamelCase_       :   Union[str, Any]  =		attention_drop_rate
								lowerCamelCase_       :   int  =		drop_rate
								lowerCamelCase_       :   Dict  =		drop_path_rate
								lowerCamelCase_       :   Dict  =		qkv_bias
								lowerCamelCase_       :   str  =		cls_token
								lowerCamelCase_       :   Any  =		qkv_projection_method
								lowerCamelCase_       :   int  =		kernel_qkv
								lowerCamelCase_       :   Dict  =		padding_kv
								lowerCamelCase_       :   Optional[int]  =		stride_kv
								lowerCamelCase_       :   List[str]  =		padding_q
								lowerCamelCase_       :   Any  =		stride_q
								lowerCamelCase_       :   int  =		initializer_range
								lowerCamelCase_       :   int  =		layer_norm_eps






"""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()