




"""simple docstring"""







def      __snake_case (				_lowercase			,_lowercase    ):


    """simple docstring"""







    assert x is not None
    assert y is not None

    UpperCamelCase              =	len(_lowercase    )
    UpperCamelCase              =	len(_lowercase    )

    # declaring the array for storing the dp values
    UpperCamelCase              =	[[0] * (n + 1) for _ in range(m + 1    )]  # noqa: E741

    for i in range(1			,m + 1    ):
        for j in range(1			,n + 1    ):
            UpperCamelCase              =	1 if x[i - 1] == y[j - 1] else 0

            UpperCamelCase              =	max(l[i - 1][j]			,l[i][j - 1]			,l[i - 1][j - 1] + match    )

    UpperCamelCase              =	''''''
    UpperCamelCase       ,	UpperCamelCase              =	m, n
    while i > 0 and j > 0:
        UpperCamelCase              =	1 if x[i - 1] == y[j - 1] else 0

        if l[i][j] == l[i - 1][j - 1] + match:
            if match == 1:
                UpperCamelCase              =	x[i - 1] + seq
            i -= 1
            j -= 1
        elif l[i][j] == l[i - 1][j]:
            i -= 1
        else:
            j -= 1

    return l[m][n], seq


if __name__ == "__main__":
  SCREAMING_SNAKE_CASE_	     =       'AGGTAB'
  SCREAMING_SNAKE_CASE_	     =       'GXTXAYB'
  SCREAMING_SNAKE_CASE_	     =       4
  SCREAMING_SNAKE_CASE_	     =       'GTAB'

  SCREAMING_SNAKE_CASE_     ,    SCREAMING_SNAKE_CASE_	     =       longest_common_subsequence(a, b)
  print('len =', ln, ', sub-sequence =', subseq)
  import doctest

  doctest.testmod()


'''simple docstring'''




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


_a					:			str							=    logging.get_logger(__name__)

_a					:			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_						(		a			):

  '''simple docstring'''





  __lowerCAmelCase       :			List[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_ ,			)				->					Union[str, Any]:


    """simple docstring"""
    super().__init__(**a_  )
    UpperCAmelCase    				=						num_channels
    UpperCAmelCase    				=						patch_sizes
    UpperCAmelCase    				=						patch_stride
    UpperCAmelCase    				=						patch_padding
    UpperCAmelCase    				=						embed_dim
    UpperCAmelCase    				=						num_heads
    UpperCAmelCase    				=						depth
    UpperCAmelCase    				=						mlp_ratio
    UpperCAmelCase    				=						attention_drop_rate
    UpperCAmelCase    				=						drop_rate
    UpperCAmelCase    				=						drop_path_rate
    UpperCAmelCase    				=						qkv_bias
    UpperCAmelCase    				=						cls_token
    UpperCAmelCase    				=						qkv_projection_method
    UpperCAmelCase    				=						kernel_qkv
    UpperCAmelCase    				=						padding_kv
    UpperCAmelCase    				=						stride_kv
    UpperCAmelCase    				=						padding_q
    UpperCAmelCase    				=						stride_q
    UpperCAmelCase    				=						initializer_range
    UpperCAmelCase    				=						layer_norm_eps


