



"""simple docstring"""






class     A__     :




	'''simple docstring'''





	def __init__(  self:	List[str])       -> None:

				"""simple docstring"""

				__lowerCAmelCase   :						dict[str, TrieNode]				= {}  # Mapping from char to TrieNode
				__lowerCAmelCase   :						List[str]				= False

	def 							_SCREAMING_SNAKE_CASE     (  self:	Optional[int] ,    _SCREAMING_SNAKE_CASE:	list[str])       -> None:

				"""simple docstring"""

				for word in words:
							self.insert(_SCREAMING_SNAKE_CASE)

	def 							_SCREAMING_SNAKE_CASE     (  self:	Union[str, Any] ,    _SCREAMING_SNAKE_CASE:	str)       -> None:

				"""simple docstring"""

				__lowerCAmelCase   :						int				= self
				for char in word:
							if char not in curr.nodes:
										__lowerCAmelCase   :						Any				= TrieNode()
							__lowerCAmelCase   :						Optional[Any]				= curr.nodes[char]
				__lowerCAmelCase   :						str				= True

	def 							_SCREAMING_SNAKE_CASE     (  self:	List[Any] ,    _SCREAMING_SNAKE_CASE:	str)       -> bool:

				"""simple docstring"""

				__lowerCAmelCase   :						Dict				= self
				for char in word:
							if char not in curr.nodes:
										return False
							__lowerCAmelCase   :						Tuple				= curr.nodes[char]
				return curr.is_leaf







	def 							_SCREAMING_SNAKE_CASE     (  self:	Optional[int] ,    _SCREAMING_SNAKE_CASE:	str)       -> None:

				"""simple docstring"""

				def _delete(_SCREAMING_SNAKE_CASE:	TrieNode ,    _SCREAMING_SNAKE_CASE:	str ,    _SCREAMING_SNAKE_CASE:	int) -> bool:
							if index == len(_SCREAMING_SNAKE_CASE):
										# If word does not exist
										if not curr.is_leaf:
													return False
										__lowerCAmelCase   :						Optional[int]				= False
										return len(curr.nodes) == 0
							__lowerCAmelCase   :						Any				= word[index]
							__lowerCAmelCase   :						List[Any]				= curr.nodes.get(_SCREAMING_SNAKE_CASE)
							# If char not in current trie node
							if not char_node:
										return False
							# Flag to check if node can be deleted
							__lowerCAmelCase   :						str				= _delete(_SCREAMING_SNAKE_CASE ,    _SCREAMING_SNAKE_CASE ,    index + 1)
							if delete_curr:
										del curr.nodes[char]
										return len(curr.nodes) == 0
							return delete_curr

				_delete(self ,    _SCREAMING_SNAKE_CASE ,    0)






def     _lowercase       (						__snake_case      ,__snake_case			)		->     None:
			if node.is_leaf:
						print(__snake_case      ,end=" "			)

			for key, value in node.nodes.items():
						print_words(__snake_case      ,word + key			)


def     _lowercase       (						)		->     bool:
			__lowerCAmelCase   :						List[Any]				= "banana bananas bandana band apple all beast".split()
			__lowerCAmelCase   :						int				= TrieNode()
			root.insert_many(__snake_case			)
			# print_words(root, "")
			assert all(root.find(__snake_case			) for word in words			)
			assert root.find("banana"			)
			assert not root.find("bandanas"			)
			assert not root.find("apps"			)
			assert root.find("apple"			)
			assert root.find("all"			)
			root.delete("all"			)
			assert not root.find("all"			)
			root.delete("banana"			)
			assert not root.find("banana"			)
			assert root.find("bananas"			)
			return True


def     _lowercase       (						__snake_case      ,__snake_case			)		->     None:
			print(str(__snake_case			)      ,"works!" if passes else "doesn't work :("			)


def     _lowercase       (						)		->     None:
			assert test_trie()


def     _lowercase       (						)		->     None:
			print_results("Testing trie functionality"      ,test_trie()			)


if __name__ == "__main__":
	main()




"""simple docstring"""






import logging

from transformers.configuration_utils import PretrainedConfig


__snake_case							:     Tuple   =					logging.getLogger(__name__)



class     A__     (						__SCREAMING_SNAKE_CASE							):




	'''simple docstring'''





	SCREAMING_SNAKE_CASE					   =			'masked_bert'

	def __init__(  self:	str ,    _SCREAMING_SNAKE_CASE:	Tuple=3_0522 ,    _SCREAMING_SNAKE_CASE:	Optional[int]=768 ,    _SCREAMING_SNAKE_CASE:	List[str]=12 ,    _SCREAMING_SNAKE_CASE:	Any=12 ,    _SCREAMING_SNAKE_CASE:	Optional[int]=3072 ,    _SCREAMING_SNAKE_CASE:	List[str]="gelu" ,    _SCREAMING_SNAKE_CASE:	List[str]=0.1 ,    _SCREAMING_SNAKE_CASE:	str=0.1 ,    _SCREAMING_SNAKE_CASE:	Dict=512 ,    _SCREAMING_SNAKE_CASE:	List[Any]=2 ,    _SCREAMING_SNAKE_CASE:	Tuple=0.02 ,    _SCREAMING_SNAKE_CASE:	int=1e-12 ,    _SCREAMING_SNAKE_CASE:	int=0 ,    _SCREAMING_SNAKE_CASE:	Tuple="topK" ,    _SCREAMING_SNAKE_CASE:	Any="constant" ,    _SCREAMING_SNAKE_CASE:	int=0.0 ,    **_SCREAMING_SNAKE_CASE:	Any ,    )       -> List[str]:

				"""simple docstring"""

				super().__init__(pad_token_id=_SCREAMING_SNAKE_CASE ,    **_SCREAMING_SNAKE_CASE)

				__lowerCAmelCase   :						Union[str, Any]				= vocab_size
				__lowerCAmelCase   :						List[str]				= hidden_size
				__lowerCAmelCase   :						Any				= num_hidden_layers
				__lowerCAmelCase   :						Dict				= num_attention_heads
				__lowerCAmelCase   :						Union[str, Any]				= hidden_act
				__lowerCAmelCase   :						Optional[Any]				= intermediate_size
				__lowerCAmelCase   :						int				= hidden_dropout_prob
				__lowerCAmelCase   :						List[Any]				= attention_probs_dropout_prob
				__lowerCAmelCase   :						int				= max_position_embeddings
				__lowerCAmelCase   :						str				= type_vocab_size
				__lowerCAmelCase   :						Any				= initializer_range
				__lowerCAmelCase   :						Optional[int]				= layer_norm_eps
				__lowerCAmelCase   :						Tuple				= pruning_method
				__lowerCAmelCase   :						Union[str, Any]				= mask_init
				__lowerCAmelCase   :						str				= mask_scale