
"""simple docstring"""

from ...configuration_utils import PretrainedConfig
from ...utils import logging
from ...utils.backbone_utils import BackboneConfigMixin, get_aligned_output_features_output_indices


UpperCamelCase	:				List[Any]  	= logging.get_logger(__name__)

UpperCamelCase	:				Union[str, Any]  	= {
    "shi-labs/dinat-mini-in1k-224": "https://huggingface.co/shi-labs/dinat-mini-in1k-224/resolve/main/config.json",
    # See all Dinat models at https://huggingface.co/models?filter=dinat
}

class __lowerCAmelCase		(      __SCREAMING_SNAKE_CASE			,  __SCREAMING_SNAKE_CASE			):
     lowercase						   =						"dinat"

     lowercase						   =						{
         "num_attention_heads": "num_heads",
         "num_hidden_layers": "num_layers",
     }





     def __init__(	self	,     __UpperCAmelCase=4	,     __UpperCAmelCase=3	,     __UpperCAmelCase=64	,     __UpperCAmelCase=[3, 4, 6, 5]	,     __UpperCAmelCase=[2, 4, 8, 16]	,     __UpperCAmelCase=7	,     __UpperCAmelCase=[[1, 8, 1], [1, 4, 1, 4], [1, 2, 1, 2, 1, 2], [1, 1, 1, 1, 1]]	,     __UpperCAmelCase=3.0	,     __UpperCAmelCase=True	,     __UpperCAmelCase=0.0	,     __UpperCAmelCase=0.0	,     __UpperCAmelCase=0.1	,     __UpperCAmelCase="gelu"	,     __UpperCAmelCase=0.0_2	,     __UpperCAmelCase=1E-5	,     __UpperCAmelCase=0.0	,     __UpperCAmelCase=None	,     __UpperCAmelCase=None	,     **__UpperCAmelCase	,     ):

      '''simple docstring'''




      super().__init__(**__lowerCAmelCase      )

      __UpperCamelCase				  =       patch_size
      __UpperCamelCase				  =       num_channels
      __UpperCamelCase				  =       embed_dim
      __UpperCamelCase				  =       depths
      __UpperCamelCase				  =       len(__lowerCAmelCase      )
      __UpperCamelCase				  =       num_heads
      __UpperCamelCase				  =       kernel_size
      __UpperCamelCase				  =       dilations
      __UpperCamelCase				  =       mlp_ratio
      __UpperCamelCase				  =       qkv_bias
      __UpperCamelCase				  =       hidden_dropout_prob
      __UpperCamelCase				  =       attention_probs_dropout_prob
      __UpperCamelCase				  =       drop_path_rate
      __UpperCamelCase				  =       hidden_act
      __UpperCamelCase				  =       layer_norm_eps
      __UpperCamelCase				  =       initializer_range
      # we set the hidden_size attribute in order to make Dinat work with VisionEncoderDecoderModel
      # this indicates the channel dimension after the last stage of the model
      __UpperCamelCase				  =       int(embed_dim * 2 ** (len(__lowerCAmelCase      ) - 1)      )
      __UpperCamelCase				  =       layer_scale_init_value
      __UpperCamelCase				  =       ['stem'] + [F'stage{idx}' for idx in range(1	,     len(__lowerCAmelCase      ) + 1      )]
      __UpperCamelCase  ,	__UpperCamelCase				  =       get_aligned_output_features_output_indices(
          out_features=__lowerCAmelCase	,     out_indices=__lowerCAmelCase	,     stage_names=self.stage_names      )










from __future__ import annotations

from random import random






class 					__A    :

			'''simple docstring'''







			def __init__(    self       ,  __lowerCAmelCase = None							):



				'''simple docstring'''







				lowerCamelCase__								=		value
				lowerCamelCase__								=		random()
				lowerCamelCase__								=		None
				lowerCamelCase__								=		None





			def __repr__(    self							):



				'''simple docstring'''







				from pprint import pformat

				if self.left is None and self.right is None:
					return F'\'{self.value}: {self.prior:.5}\''
				else:
					return pformat(
					    {F'{self.value}: {self.prior:.5}': (self.left, self.right)}       ,  indent=1							)





			def __str__(    self							):



				'''simple docstring'''







				lowerCamelCase__								=		str(self.value							) + ''' '''
				lowerCamelCase__								=		str(self.left or ''''''							)
				lowerCamelCase__								=		str(self.right or ''''''							)
				return value + left + right





def lowerCAmelCase__(__snake_case       ,__snake_case							)				->      tuple[Node | None, Node | None]:







	'''simple docstring'''







	if root is None:  # None tree is split into 2 Nones
		return None, None
	elif root.value is None:
		return None, None
	else:
		if value < root.value:
			lowerCamelCase__				,	lowerCamelCase__								=		split(root.left       ,__snake_case							)
			return left, root
		else:
			lowerCamelCase__				,	lowerCamelCase__								=		split(root.right       ,__snake_case							)
			return root, right





def lowerCAmelCase__(__snake_case       ,__snake_case							)				->      Node | None:







	'''simple docstring'''







	if (not left) or (not right):  # If one node is None, return the other
		return left or right
	elif left.prior < right.prior:
		lowerCamelCase__								=		merge(left.right       ,__snake_case							)
		return left
	else:
		lowerCamelCase__								=		merge(__snake_case       ,right.left							)
		return right





def lowerCAmelCase__(__snake_case       ,__snake_case							)				->      Node | None:







	'''simple docstring'''







	lowerCamelCase__								=		Node(__snake_case							)
	lowerCamelCase__				,	lowerCamelCase__								=		split(__snake_case       ,__snake_case							)
	return merge(merge(__snake_case       ,__snake_case							)       ,__snake_case							)





def lowerCAmelCase__(__snake_case       ,__snake_case							)				->      Node | None:







	'''simple docstring'''







	lowerCamelCase__				,	lowerCamelCase__								=		split(__snake_case       ,value - 1							)
	lowerCamelCase__				,	lowerCamelCase__								=		split(__snake_case       ,__snake_case							)
	return merge(__snake_case       ,__snake_case							)





def lowerCAmelCase__(__snake_case							)				->      None:







	'''simple docstring'''







	if not root:  # None
		return
	else:
		inorder(root.left							)
		print(root.value       ,end=''','''							)
		inorder(root.right							)





def lowerCAmelCase__(__snake_case       ,__snake_case							)				->      Node | None:







	'''simple docstring'''







	for arg in args.split():
		if arg[0] == "+":
			lowerCamelCase__								=		insert(__snake_case       ,int(arg[1:]							)							)

		elif arg[0] == "-":
			lowerCamelCase__								=		erase(__snake_case       ,int(arg[1:]							)							)

		else:
			print('''Unknown command'''							)

	return root





def lowerCAmelCase__()				->      None:







	'''simple docstring'''







	lowerCamelCase__								=		None
	print(
	    '''enter numbers to create a tree, + value to add value into treap, '''
	    '''- value to erase all nodes with value. \'q\' to quit. '''							)

	lowerCamelCase__								=		input()
	while args != "q":
		lowerCamelCase__								=		interact_treap(__snake_case       ,__snake_case							)
		print(__snake_case							)
		lowerCamelCase__								=		input()

	print('''good by!'''							)


if __name__ == "__main__":
			import doctest

			doctest.testmod()
			main()



