
from dataclasses import asdict, dataclass
from typing import Optional

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


__lowerCAmelCase					   =       logging.get_logger(__name__)

# TODO Update this
__lowerCAmelCase					   =       {
    'facebook/esm-1b': 'https://huggingface.co/facebook/esm-1b/resolve/main/config.json',
    # See all ESM models at https://huggingface.co/models?filter=esm
}





class     lowerCamelCase      (       __lowerCamelCase					):
	UpperCamelCase_  :					Optional[int]    		=	'esm'







	def __init__(     self      :Union[str, Any]   ,     lowercase      :List[Any]=None   ,     lowercase      :int=None   ,     lowercase      :List[str]=None   ,     lowercase      :Union[str, Any]=7_6_8   ,     lowercase      :Optional[Any]=1_2   ,     lowercase      :Dict=1_2   ,     lowercase      :int=3_0_7_2   ,     lowercase      :Tuple=0.1   ,     lowercase      :Union[str, Any]=0.1   ,     lowercase      :Tuple=1_0_2_6   ,     lowercase      :Any=0.02   ,     lowercase      :Tuple=1e-12   ,     lowercase      :Dict="absolute"   ,     lowercase      :Any=True   ,     lowercase      :Union[str, Any]=None   ,     lowercase      :List[str]=False   ,     lowercase      :int=False   ,     lowercase      :Any=None   ,     lowercase      :str=None   ,     **lowercase      :Tuple   ,     )		->      Union[str, Any]:







				"""simple docstring"""






				super().__init__(pad_token_id=lowercase   ,     mask_token_id=lowercase   ,     **lowercase			)

				SCREAMING_SNAKE_CASE     						= vocab_size
				SCREAMING_SNAKE_CASE     						= hidden_size
				SCREAMING_SNAKE_CASE     						= num_hidden_layers
				SCREAMING_SNAKE_CASE     						= num_attention_heads
				SCREAMING_SNAKE_CASE     						= intermediate_size
				SCREAMING_SNAKE_CASE     						= hidden_dropout_prob
				SCREAMING_SNAKE_CASE     						= attention_probs_dropout_prob
				SCREAMING_SNAKE_CASE     						= max_position_embeddings
				SCREAMING_SNAKE_CASE     						= initializer_range
				SCREAMING_SNAKE_CASE     						= layer_norm_eps
				SCREAMING_SNAKE_CASE     						= position_embedding_type
				SCREAMING_SNAKE_CASE     						= use_cache
				SCREAMING_SNAKE_CASE     						= emb_layer_norm_before
				SCREAMING_SNAKE_CASE     						= token_dropout
				SCREAMING_SNAKE_CASE     						= is_folding_model
				if is_folding_model:
							if esmfold_config is None:
										logger.info('''No esmfold_config supplied for folding model, using default values.'''			)
										SCREAMING_SNAKE_CASE     						= EsmFoldConfig()
							elif isinstance(lowercase   ,     lowercase			):
										SCREAMING_SNAKE_CASE     						= EsmFoldConfig(**lowercase			)
							SCREAMING_SNAKE_CASE     						= esmfold_config
							if vocab_list is None:
										logger.warning('''No vocab_list supplied for folding model, assuming the ESM-2 vocabulary!'''			)
										SCREAMING_SNAKE_CASE     						= get_default_vocab_list()
							else:
										SCREAMING_SNAKE_CASE     						= vocab_list
				else:
							SCREAMING_SNAKE_CASE     						= None
							SCREAMING_SNAKE_CASE     						= None
				if self.esmfold_config is not None and getattr(self.esmfold_config   ,     '''use_esm_attn_map'''   ,     lowercase			):
							raise ValueError('''The HuggingFace port of ESMFold does not support use_esm_attn_map at this time!'''			)







	def  snake_case__     (     self      :Tuple			)		->      str:







				"""simple docstring"""






				SCREAMING_SNAKE_CASE     						= super().to_dict()
				if isinstance(self.esmfold_config   ,     lowercase			):
							SCREAMING_SNAKE_CASE     						= self.esmfold_config.to_dict()
				return output





@dataclass
class     lowerCamelCase      :
	UpperCamelCase_  :					str    		=	None
	UpperCamelCase_  :					bool    		=	True
	UpperCamelCase_  :					bool    		=	False
	UpperCamelCase_  :					bool    		=	False
	UpperCamelCase_  :					bool    		=	False
	UpperCamelCase_  :					float    		=	0

	UpperCamelCase_  :					bool    		=	True
	UpperCamelCase_  :					bool    		=	False

	UpperCamelCase_  :					int    		=	1_2_8
	UpperCamelCase_  :					"TrunkConfig"    		=	None







	def  snake_case__     (     self      :Union[str, Any]			)		->      Dict:







				"""simple docstring"""






				if self.trunk is None:
							SCREAMING_SNAKE_CASE     						= TrunkConfig()
				elif isinstance(self.trunk   ,     lowercase			):
							SCREAMING_SNAKE_CASE     						= TrunkConfig(**self.trunk			)







	def  snake_case__     (     self      :Dict			)		->      Dict:







				"""simple docstring"""






				SCREAMING_SNAKE_CASE     						= asdict(self			)
				SCREAMING_SNAKE_CASE     						= self.trunk.to_dict()
				return output





@dataclass
class     lowerCamelCase      :
	UpperCamelCase_  :					int    		=	4_8
	UpperCamelCase_  :					int    		=	1_0_2_4
	UpperCamelCase_  :					int    		=	1_2_8
	UpperCamelCase_  :					int    		=	3_2
	UpperCamelCase_  :					int    		=	3_2
	UpperCamelCase_  :					int    		=	3_2
	UpperCamelCase_  :					float    		=	0
	UpperCamelCase_  :					float    		=	0
	UpperCamelCase_  :					bool    		=	False
	UpperCamelCase_  :					int    		=	4
	UpperCamelCase_  :					Optional[int]    		=	1_2_8
	UpperCamelCase_  :					"StructureModuleConfig"    		=	None







	def  snake_case__     (     self      :Union[str, Any]			)		->      int:







				"""simple docstring"""






				if self.structure_module is None:
							SCREAMING_SNAKE_CASE     						= StructureModuleConfig()
				elif isinstance(self.structure_module   ,     lowercase			):
							SCREAMING_SNAKE_CASE     						= StructureModuleConfig(**self.structure_module			)

				if self.max_recycles <= 0:
							raise ValueError(f"""`max_recycles` should be positive, got {self.max_recycles}."""			)
				if self.sequence_state_dim % self.sequence_state_dim != 0:
							raise ValueError(
							    '''`sequence_state_dim` should be a round multiple of `sequence_state_dim`, got'''
							    f""" {self.sequence_state_dim} and {self.sequence_state_dim}."""			)
				if self.pairwise_state_dim % self.pairwise_state_dim != 0:
							raise ValueError(
							    '''`pairwise_state_dim` should be a round multiple of `pairwise_state_dim`, got'''
							    f""" {self.pairwise_state_dim} and {self.pairwise_state_dim}."""			)

				SCREAMING_SNAKE_CASE     						= self.sequence_state_dim // self.sequence_head_width
				SCREAMING_SNAKE_CASE     						= self.pairwise_state_dim // self.pairwise_head_width

				if self.sequence_state_dim != sequence_num_heads * self.sequence_head_width:
							raise ValueError(
							    '''`sequence_state_dim` should be equal to `sequence_num_heads * sequence_head_width, got'''
							    f""" {self.sequence_state_dim} != {sequence_num_heads} * {self.sequence_head_width}."""			)
				if self.pairwise_state_dim != pairwise_num_heads * self.pairwise_head_width:
							raise ValueError(
							    '''`pairwise_state_dim` should be equal to `pairwise_num_heads * pairwise_head_width, got'''
							    f""" {self.pairwise_state_dim} != {pairwise_num_heads} * {self.pairwise_head_width}."""			)
				if self.pairwise_state_dim % 2 != 0:
							raise ValueError(f"""`pairwise_state_dim` should be even, got {self.pairwise_state_dim}."""			)

				if self.dropout >= 0.4:
							raise ValueError(f"""`dropout` should not be greater than 0.4, got {self.dropout}."""			)







	def  snake_case__     (     self      :List[Any]			)		->      Union[str, Any]:







				"""simple docstring"""






				SCREAMING_SNAKE_CASE     						= asdict(self			)
				SCREAMING_SNAKE_CASE     						= self.structure_module.to_dict()
				return output





@dataclass
class     lowerCamelCase      :
	UpperCamelCase_  :					int    		=	3_8_4
	UpperCamelCase_  :					int    		=	1_2_8
	UpperCamelCase_  :					int    		=	1_6
	UpperCamelCase_  :					int    		=	1_2_8
	UpperCamelCase_  :					int    		=	1_2
	UpperCamelCase_  :					int    		=	4
	UpperCamelCase_  :					int    		=	8
	UpperCamelCase_  :					float    		=	0.1
	UpperCamelCase_  :					int    		=	8
	UpperCamelCase_  :					int    		=	1
	UpperCamelCase_  :					int    		=	2
	UpperCamelCase_  :					int    		=	7
	UpperCamelCase_  :					int    		=	1_0
	UpperCamelCase_  :					float    		=	1e-8
	UpperCamelCase_  :					float    		=	1e5







	def  snake_case__     (     self      :Optional[Any]			)		->      Union[str, Any]:







				"""simple docstring"""






				return asdict(self			)



def    a      ( )     ->int:




			'''simple docstring'''


			return (
			    "<cls>",
			    "<pad>",
			    "<eos>",
			    "<unk>",
			    "L",
			    "A",
			    "G",
			    "V",
			    "S",
			    "E",
			    "R",
			    "T",
			    "I",
			    "D",
			    "P",
			    "K",
			    "Q",
			    "N",
			    "F",
			    "Y",
			    "M",
			    "H",
			    "W",
			    "C",
			    "X",
			    "B",
			    "U",
			    "Z",
			    "O",
			    ".",
			    "-",
			    "<null_1>",
			    "<mask>",
			)

from collections.abc import Iterable
from typing import Any





class     lowerCamelCase      :







	def __init__(     self      :Optional[int]   ,     lowercase      :int | None = None			)		->      Optional[Any]:







				"""simple docstring"""






				SCREAMING_SNAKE_CASE     						= value
				SCREAMING_SNAKE_CASE     						= None  # Added in order to delete a node easier
				SCREAMING_SNAKE_CASE     						= None
				SCREAMING_SNAKE_CASE     						= None







	def __repr__(     self      :Tuple			)		->      str:







				"""simple docstring"""






				from pprint import pformat

				if self.left is None and self.right is None:
							return str(self.value			)
				return pformat({f"""{self.value}""": (self.left, self.right)}   ,     indent=1			)





class     lowerCamelCase      :







	def __init__(     self      :Union[str, Any]   ,     lowercase      :Node | None = None			)		->      Dict:







				"""simple docstring"""






				SCREAMING_SNAKE_CASE     						= root







	def __str__(     self      :int			)		->      str:







				"""simple docstring"""






				return str(self.root			)







	def  snake_case__     (     self      :Optional[Any]   ,     lowercase      :Node   ,     lowercase      :Node | None			)		->      None:







				"""simple docstring"""






				if new_children is not None:  # reset its kids
							SCREAMING_SNAKE_CASE     						= node.parent
				if node.parent is not None:  # reset its parent
							if self.is_right(lowercase			):  # If it is the right children
										SCREAMING_SNAKE_CASE     						= new_children
							else:
										SCREAMING_SNAKE_CASE     						= new_children
				else:
							SCREAMING_SNAKE_CASE     						= new_children







	def  snake_case__     (     self      :List[str]   ,     lowercase      :Node			)		->      bool:







				"""simple docstring"""






				if node.parent and node.parent.right:
							return node == node.parent.right
				return False







	def  snake_case__     (     self      :Tuple			)		->      bool:







				"""simple docstring"""






				return self.root is None







	def  snake_case__     (     self      :Union[str, Any]   ,     lowercase      :List[Any]			)		->      None:







				"""simple docstring"""






				SCREAMING_SNAKE_CASE     						= Node(lowercase			)  # create a new Node
				if self.empty():  # if Tree is empty
							SCREAMING_SNAKE_CASE     						= new_node  # set its root
				else:  # Tree is not empty
							SCREAMING_SNAKE_CASE     						= self.root  # from root
							if parent_node is None:
										return
							while True:  # While we don't get to a leaf
										if value < parent_node.value:  # We go left
													if parent_node.left is None:
																SCREAMING_SNAKE_CASE     						= new_node  # We insert the new node in a leaf
																break
													else:
																SCREAMING_SNAKE_CASE     						= parent_node.left
										else:
													if parent_node.right is None:
																SCREAMING_SNAKE_CASE     						= new_node
																break
													else:
																SCREAMING_SNAKE_CASE     						= parent_node.right
							SCREAMING_SNAKE_CASE     						= parent_node







	def  snake_case__     (     self      :Union[str, Any]   ,     *lowercase      :Optional[int]			)		->      None:







				"""simple docstring"""






				for value in values:
							self.__insert(lowercase			)







	def  snake_case__     (     self      :Union[str, Any]   ,     lowercase      :Any			)		->      Node | None:







				"""simple docstring"""






				if self.empty():
							raise IndexError('''Warning: Tree is empty! please use another.'''			)
				else:
							SCREAMING_SNAKE_CASE     						= self.root
							# use lazy evaluation here to avoid NoneType Attribute error
							while node is not None and node.value is not value:
										SCREAMING_SNAKE_CASE     						= node.left if value < node.value else node.right
							return node







	def  snake_case__     (     self      :str   ,     lowercase      :Node | None = None			)		->      Node | None:







				"""simple docstring"""






				if node is None:
							if self.root is None:
										return None
							SCREAMING_SNAKE_CASE     						= self.root

				if not self.empty():
							while node.right is not None:
										SCREAMING_SNAKE_CASE     						= node.right
				return node







	def  snake_case__     (     self      :int   ,     lowercase      :Node | None = None			)		->      Node | None:







				"""simple docstring"""






				if node is None:
							SCREAMING_SNAKE_CASE     						= self.root
				if self.root is None:
							return None
				if not self.empty():
							SCREAMING_SNAKE_CASE     						= self.root
							while node.left is not None:
										SCREAMING_SNAKE_CASE     						= node.left
				return node







	def  snake_case__     (     self      :Optional[int]   ,     lowercase      :int			)		->      None:







				"""simple docstring"""






				SCREAMING_SNAKE_CASE     						= self.search(lowercase			)  # Look for the node with that label
				if node is not None:
							if node.left is None and node.right is None:  # If it has no children
										self.__reassign_nodes(lowercase   ,     lowercase			)
							elif node.left is None:  # Has only right children
										self.__reassign_nodes(lowercase   ,     node.right			)
							elif node.right is None:  # Has only left children
										self.__reassign_nodes(lowercase   ,     node.left			)
							else:
										SCREAMING_SNAKE_CASE     						= self.get_max(
										    node.left			)  # Gets the max value of the left branch
										self.remove(tmp_node.value			)  # type: ignore
										SCREAMING_SNAKE_CASE     						= (
										    tmp_node.value  # type: ignore
										)  # Assigns the value to the node to delete and keep tree structure







	def  snake_case__     (     self      :Dict   ,     lowercase      :Node | None			)		->      Iterable:







				"""simple docstring"""






				if node is not None:
							yield node  # Preorder Traversal
							yield from self.preorder_traverse(node.left			)
							yield from self.preorder_traverse(node.right			)







	def  snake_case__     (     self      :Tuple   ,     lowercase      :List[str]=None			)		->      Any:







				"""simple docstring"""






				if traversal_function is None:
							return self.preorder_traverse(self.root			)
				else:
							return traversal_function(self.root			)







	def  snake_case__     (     self      :Optional[Any]   ,     lowercase      :list   ,     lowercase      :Node | None			)		->      None:







				"""simple docstring"""






				if node:
							self.inorder(lowercase   ,     node.left			)
							arr.append(node.value			)
							self.inorder(lowercase   ,     node.right			)







	def  snake_case__     (     self      :Tuple   ,     lowercase      :int   ,     lowercase      :Node			)		->      int:







				"""simple docstring"""






				SCREAMING_SNAKE_CASE     						= []
				self.inorder(lowercase   ,     lowercase			)  # append all values to list using inorder traversal
				return arr[k - 1]



def    a      ( a	)     ->list[Node]:




			'''simple docstring'''


			SCREAMING_SNAKE_CASE     						= []
			if curr_node is not None:
						SCREAMING_SNAKE_CASE     						= postorder(curr_node.left	) + postorder(curr_node.right	) + [curr_node]
			return node_list


def    a      ( )     ->None:




			'''simple docstring'''


			SCREAMING_SNAKE_CASE     						= (8, 3, 6, 1, 10, 14, 13, 4, 7)
			SCREAMING_SNAKE_CASE     						= BinarySearchTree()
			for i in testlist:
						t.insert(a	)

			# Prints all the elements of the list in order traversal
			print(a	)

			if t.search(6	) is not None:
						print('''The value 6 exists'''	)
			else:
						print('''The value 6 doesn\'t exist'''	)

			if t.search(-1	) is not None:
						print('''The value -1 exists'''	)
			else:
						print('''The value -1 doesn\'t exist'''	)

			if not t.empty():
						print('''Max Value: '''		,						t.get_max().value	)  # type: ignore
						print('''Min Value: '''		,						t.get_min().value	)  # type: ignore

			for i in testlist:
						t.remove(a	)
						print(a	)


if __name__ == "__main__":
							import doctest

							doctest.testmod(verbose=True)