






class  UpperCamelCase_      :



	'''simple docstring'''




	def __init__(       self       ,			a = ""       ,			a = False					)       ->    None:
								# Mapping from the first character of the prefix of the node
								snake_case_				=							{}

								# A node will be a leaf if the tree contains its word
								snake_case_				=							is_leaf

								snake_case_				=							prefix




	def 							_UpperCamelCase			(       self       ,			a					)       ->    tuple[str, str, str]:
								snake_case_				=							0
								for q, w in zip(self.prefix       ,			a					):
															if q != w:
																						break

															x += 1

								return self.prefix[:x], self.prefix[x:], word[x:]




	def 							_UpperCamelCase			(       self       ,			a					)       ->    None:
								for word in words:
															self.insert(a					)




	def 							_UpperCamelCase			(       self       ,			a					)       ->    None:
								# Case 1: If the word is the prefix of the node
								# Solution: We set the current node as leaf
								if self.prefix == word:
															snake_case_				=							True

								# Case 2: The node has no edges that have a prefix to the word
								# Solution: We create an edge from the current node to a new one
								# containing the word
								elif word[0] not in self.nodes:
															snake_case_				=							RadixNode(prefix=a       ,			is_leaf=a					)

								else:
															snake_case_				=							self.nodes[word[0]]
															snake_case_			,		snake_case_			,		snake_case_				=							incoming_node.match(
															    a					)

															# Case 3: The node prefix is equal to the matching
															# Solution: We insert remaining word on the next node
															if remaining_prefix == "":
																						self.nodes[matching_string[0]].insert(a					)

															# Case 4: The word is greater equal to the matching
															# Solution: Create a node in between both nodes, change
															# prefixes and add the new node for the remaining word
															else:
																						snake_case_				=							remaining_prefix

																						snake_case_				=							self.nodes[matching_string[0]]
																						snake_case_				=							RadixNode(a       ,			a					)
																						snake_case_				=							aux_node

																						if remaining_word == "":
																													snake_case_				=							True
																						else:
																													self.nodes[matching_string[0]].insert(a					)




	def 							_UpperCamelCase			(       self       ,			a					)       ->    bool:
								snake_case_				=							self.nodes.get(word[0]       ,			a					)
								if not incoming_node:
															return False
								else:
															snake_case_			,		snake_case_			,		snake_case_				=							incoming_node.match(
															    a					)
															# If there is remaining prefix, the word can't be on the tree
															if remaining_prefix != "":
																						return False
															# This applies when the word and the prefix are equal
															elif remaining_word == "":
																						return incoming_node.is_leaf
															# We have word remaining so we check the next node
															else:
																						return incoming_node.find(a					)




	def 							_UpperCamelCase			(       self       ,			a					)       ->    bool:
								snake_case_				=							self.nodes.get(word[0]       ,			a					)
								if not incoming_node:
															return False
								else:
															snake_case_			,		snake_case_			,		snake_case_				=							incoming_node.match(
															    a					)
															# If there is remaining prefix, the word can't be on the tree
															if remaining_prefix != "":
																						return False
															# We have word remaining so we check the next node
															elif remaining_word != "":
																						return incoming_node.delete(a					)
															else:
																						# If it is not a leaf, we don't have to delete
																						if not incoming_node.is_leaf:
																													return False
																						else:
																													# We delete the nodes if no edges go from it
																													if len(incoming_node.nodes					) == 0:
																																				del self.nodes[word[0]]
																																				# We merge the current node with its only child
																																				if len(self.nodes					) == 1 and not self.is_leaf:
																																											snake_case_				=							list(self.nodes.values()					)[0]
																																											snake_case_				=							merging_node.is_leaf
																																											self.prefix += merging_node.prefix
																																											snake_case_				=							merging_node.nodes
                    # If there is more than 1 edge, we just mark it as non-leaf
																													elif len(incoming_node.nodes					) > 1:
																																				snake_case_				=							False
																													# If there is 1 edge, we merge it with its child
																													else:
																																				snake_case_				=							list(incoming_node.nodes.values()					)[0]
																																				snake_case_				=							merging_node.is_leaf
																																				incoming_node.prefix += merging_node.prefix
																																				snake_case_				=							merging_node.nodes

																													return True






	def 							_UpperCamelCase			(       self       ,			a = 0					)       ->    None:
								if self.prefix != "":
															print('-' * height       ,			self.prefix       ,			'  (leaf)' if self.is_leaf else ''					)

								for value in self.nodes.values():
															value.print_tree(height + 1					)






def 						__UpperCAmelCase			(     ):
							snake_case_				=							'banana bananas bandana band apple all beast'.split()
							snake_case_				=							RadixNode()
							root.insert_many(a_)

							assert all(root.find(a_) for word in words)
							assert not root.find('bandanas')
							assert not root.find('apps')
							root.delete('all')
							assert not root.find('all')
							root.delete('banana')
							assert not root.find('banana')
							assert root.find('bananas')

							return True





def 						__UpperCAmelCase			(     ):
							assert test_trie()





def 						__UpperCAmelCase			(     ):
							snake_case_				=							RadixNode()
							snake_case_				=							'banana bananas bandanas bandana band apple all beast'.split()
							root.insert_many(a_)

							print('Words:'							,     a_)
							print('Tree:')
							root.print_tree()


if __name__ == "__main__":
	main()













import logging
from dataclasses import dataclass, field
from typing import Optional

from seqaseq_trainer import arg_to_scheduler

from transformers import TrainingArguments


lowercase  							=					logging.getLogger(__name__)




@dataclass
class  UpperCamelCase_      (			snake_case_				):



	'''simple docstring'''




	lowerCAmelCase													= field(
	    default=0.0       ,					metadata={'''help''': '''The label smoothing epsilon to apply (if not zero).'''}				)
	lowerCAmelCase													= field(default=snake_case_       ,					metadata={'''help''': '''Whether to SortishSamler or not.'''}				)
	lowerCAmelCase													= field(
	    default=snake_case_       ,					metadata={'''help''': '''Whether to use generate to calculate generative metrics (ROUGE, BLEU).'''}				)
	lowerCAmelCase													= field(default=snake_case_       ,					metadata={'''help''': '''whether to use adafactor'''}				)
	lowerCAmelCase													= field(
	    default=snake_case_       ,					metadata={'''help''': '''Encoder layer dropout probability. Goes into model.config.'''}				)
	lowerCAmelCase													= field(
	    default=snake_case_       ,					metadata={'''help''': '''Decoder layer dropout probability. Goes into model.config.'''}				)
	lowerCAmelCase													= field(default=snake_case_       ,					metadata={'''help''': '''Dropout probability. Goes into model.config.'''}				)
	lowerCAmelCase													= field(
	    default=snake_case_       ,					metadata={'''help''': '''Attention dropout probability. Goes into model.config.'''}				)
	lowerCAmelCase													= field(
	    default='''linear'''       ,					metadata={'''help''': F'''Which lr scheduler to use. Selected in {sorted(arg_to_scheduler.keys()				)}'''}       ,					)





