






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


UpperCAmelCase__				   =		logging.get_logger(__name__)

UpperCAmelCase__				   =		{
    "facebook/timesformer": "https://huggingface.co/facebook/timesformer/resolve/main/config.json",
}






class 		lowercase_					(	lowercase   ):






      '''simple docstring'''




      __snake_case       =  '''timesformer'''







      def __init__(      self      :						Optional[int] ,					__UpperCAmelCase      :						int=224 ,					__UpperCAmelCase      :						Tuple=16 ,					__UpperCAmelCase      :						List[str]=3 ,					__UpperCAmelCase      :						Union[str, Any]=8 ,					__UpperCAmelCase      :						List[str]=768 ,					__UpperCAmelCase      :						List[Any]=12 ,					__UpperCAmelCase      :						Optional[Any]=12 ,					__UpperCAmelCase      :						Union[str, Any]=3_072 ,					__UpperCAmelCase      :						int="gelu" ,					__UpperCAmelCase      :						Dict=0.0 ,					__UpperCAmelCase      :						str=0.0 ,					__UpperCAmelCase      :						Any=0.02 ,					__UpperCAmelCase      :						List[str]=1e-6 ,					__UpperCAmelCase      :						int=True ,					__UpperCAmelCase      :						Tuple="divided_space_time" ,					__UpperCAmelCase      :						Any=0 ,					**__UpperCAmelCase      :						List[str] ,					)    ->str:




       """simple docstring"""


       super().__init__(**__UpperCAmelCase  )

       a		  =      image_size
       a		  =      patch_size
       a		  =      num_channels
       a		  =      num_frames

       a		  =      hidden_size
       a		  =      num_hidden_layers
       a		  =      num_attention_heads
       a		  =      intermediate_size
       a		  =      hidden_act
       a		  =      hidden_dropout_prob
       a		  =      attention_probs_dropout_prob
       a		  =      initializer_range
       a		  =      layer_norm_eps
       a		  =      qkv_bias

       a		  =      attention_type
       a		  =      drop_path_rate










def 						_a    (      a :int )							->			list:

 # bit count represents no. of bits in the gray code
 if bit_count < 0:
  raise ValueError('''The given input must be positive''' )

 # get the generated string sequence
 a		  =      gray_code_sequence_string(a )
 #
 # convert them to integers
 for i in range(len(a ) ):
  a		  =      int(sequence[i]	,							2 )

 return sequence
def 						_a    (      a :int )							->			list:

 # The approach is a recursive one
 # Base case achieved when either n = 0 or n=1
 if bit_count == 0:
  return ["0"]

 if bit_count == 1:
  return ["0", "1"]

 a		  =      1 << bit_count  # defines the length of the sequence
 # 1<< n is equivalent to 2^n

 # recursive answer will generate answer for n-1 bits
 a		  =      gray_code_sequence_string(bit_count - 1 )

 a		  =      []

 # append 0 to first half of the smaller sequence generated
 for i in range(seq_len // 2 ):
  a		  =      '''0''' + smaller_sequence[i]
  sequence.append(a )

 # append 1 to second half ... start from the end of the list
 for i in reversed(range(seq_len // 2 ) ):
  a		  =      '''1''' + smaller_sequence[i]
  sequence.append(a )

 return sequence


if __name__ == "__main__":
     import doctest

     doctest.testmod()


