


"""simple docstring"""



class 					__magic_name__		:






       def __init__(   self  :    str				):

              '''simple docstring'''






              lowercase		:Dict       							=				{}






       def  __snake_case						(   self  :    Optional[int]				):

              '''simple docstring'''






              print(self.vertex				)
              for i in self.vertex:
                     print(snake_case__  ,     ''' -> '''  ,     ''' -> '''.join([str(snake_case__				) for j in self.vertex[i]]				)				)






       def  __snake_case						(   self  :    str  ,     snake_case__  :    int  ,     snake_case__  :    int				):

              '''simple docstring'''






              if from_vertex in self.vertex:
                     self.vertex[from_vertex].append(snake_case__				)
              else:
                     # else make a new vertex
                     lowercase		:List[Any]       							=				[to_vertex]






       def  __snake_case						(   self  :    Union[str, Any]				):

              '''simple docstring'''






              lowercase		:List[Any]       							=				[False] * len(self.vertex				)

              # call the recursive helper function
              for i in range(len(self.vertex				)				):
                     if not visited[i]:
                            self.dfs_recursive(snake_case__  ,     snake_case__				)







       def  __snake_case						(   self  :    List[Any]  ,     snake_case__  :    int  ,     snake_case__  :    list				):

              '''simple docstring'''






              lowercase		:int       							=				True

              print(snake_case__  ,     end=''' '''				)

              # Recur for all the vertices that are adjacent to this node
              for i in self.vertex:
                     if not visited[i]:
                            self.dfs_recursive(snake_case__  ,     snake_case__				)


if __name__ == "__main__":
 UpperCAmelCase      		=			Graph()
 g.add_edge(0, 1)
 g.add_edge(0, 2)
 g.add_edge(1, 2)
 g.add_edge(2, 0)
 g.add_edge(2, 3)
 g.add_edge(3, 3)

 g.print_graph()
 print('''DFS:''')
 g.dfs()

 # OUTPUT:
 # 0  ->  1 -> 2
 # 1  ->  2
 # 2  ->  0 -> 3
 # 3  ->  3
 # DFS:
 #  0 1 2 3





"""simple docstring"""



from collections import OrderedDict
from typing import Mapping

from packaging import version

from ...configuration_utils import PretrainedConfig
from ...onnx import OnnxConfig
from ...utils import logging


UpperCAmelCase      		=			logging.get_logger(__name__)

UpperCAmelCase      		=			{
    '''facebook/deit-base-distilled-patch16-224''': (
        '''https://huggingface.co/facebook/deit-base-patch16-224/resolve/main/config.json'''
    ),
    # See all DeiT models at https://huggingface.co/models?filter=deit
}
class 					__magic_name__		(			__UpperCAmelCase     ):
       __A			:      Tuple        =   "deit"






       def __init__(   self  :    List[str]  ,     snake_case__  :    int=7_6_8  ,     snake_case__  :    List[Any]=1_2  ,     snake_case__  :    Dict=1_2  ,     snake_case__  :    List[Any]=3_0_7_2  ,     snake_case__  :    Optional[int]="gelu"  ,     snake_case__  :    Dict=0.0  ,     snake_case__  :    str=0.0  ,     snake_case__  :    List[str]=0.02  ,     snake_case__  :    Optional[int]=1e-1_2  ,     snake_case__  :    Any=2_2_4  ,     snake_case__  :    Optional[int]=1_6  ,     snake_case__  :    int=3  ,     snake_case__  :    str=True  ,     snake_case__  :    Optional[int]=1_6  ,     **snake_case__  :    List[Any]  ,     ):

              '''simple docstring'''






              super().__init__(**snake_case__				)

              lowercase		:List[str]       							=				hidden_size
              lowercase		:Union[str, Any]       							=				num_hidden_layers
              lowercase		:Optional[Any]       							=				num_attention_heads
              lowercase		:Optional[Any]       							=				intermediate_size
              lowercase		:int       							=				hidden_act
              lowercase		:int       							=				hidden_dropout_prob
              lowercase		:Dict       							=				attention_probs_dropout_prob
              lowercase		:Optional[int]       							=				initializer_range
              lowercase		:Tuple       							=				layer_norm_eps
              lowercase		:Optional[int]       							=				image_size
              lowercase		:Union[str, Any]       							=				patch_size
              lowercase		:Optional[Any]       							=				num_channels
              lowercase		:Tuple       							=				qkv_bias
              lowercase		:Optional[Any]       							=				encoder_stride







class 					__magic_name__		(			__UpperCAmelCase     ):
       __A			:      Optional[int]        =   version.parse("1.11"     )






       @property
       def  __snake_case						(   self  :    int				):

              '''simple docstring'''






              return OrderedDict(
                  [
                      ('''pixel_values''', {0: '''batch''', 1: '''num_channels''', 2: '''height''', 3: '''width'''}),
                  ]				)







       @property
       def  __snake_case						(   self  :    Optional[int]				):

              '''simple docstring'''






              return 1e-4

