





'''simple docstring'''







import os
import re
from shutil import copyfile
from typing import Any, Dict, List, Optional, Tuple

import sentencepiece as spm

from ...tokenization_utils import AddedToken, PreTrainedTokenizer
from ...utils import logging


snake_case_     :       Dict						=  logging.get_logger(__name__)

snake_case_     :       Optional[Any]						=  {"vocab_file": "spiece.model"}

snake_case_     :       Union[str, Any]						=  {
    "vocab_file": {
        "google/bigbird-roberta-base": "https://huggingface.co/google/bigbird-roberta-base/resolve/main/spiece.model",
        "google/bigbird-roberta-large": (
            "https://huggingface.co/google/bigbird-roberta-large/resolve/main/spiece.model"
        ),
        "google/bigbird-base-trivia-itc": (
            "https://huggingface.co/google/bigbird-base-trivia-itc/resolve/main/spiece.model"
        ),
    }
}

snake_case_     :       Any						=  {
    "google/bigbird-roberta-base": 40_96,
    "google/bigbird-roberta-large": 40_96,
    "google/bigbird-base-trivia-itc": 40_96,
}


class 					__a      (lowerCamelCase     ):
							__a					:   int									=       VOCAB_FILES_NAMES
							__a					:   Any									=       PRETRAINED_VOCAB_FILES_MAP
							__a					:   List[str]									=       PRETRAINED_POSITIONAL_EMBEDDINGS_SIZES
							__a					:   Any									=       ["input_ids", "attention_mask"]
							__a					:   List[int]									=       []

							def __init__(							self							:     Optional[int]       ,     __magic_name__							:     Optional[int]       ,     __magic_name__							:     List[Any]="<unk>"       ,     __magic_name__							:     int="<s>"       ,     __magic_name__							:     int="</s>"       ,     __magic_name__							:     Dict="<pad>"       ,     __magic_name__							:     Dict="[SEP]"       ,     __magic_name__							:     Dict="[MASK]"       ,     __magic_name__							:     List[str]="[CLS]"       ,     __magic_name__							:     Optional[Dict[str, Any]] = None       ,     **__magic_name__							:     Optional[int]       ,     )					->       None:







													"""simple docstring"""
													UpperCAmelCase_			:      Dict     						=  AddedToken(__magic_name__       ,     lstrip=__magic_name__       ,     rstrip=__magic_name__   ) if isinstance(__magic_name__       ,     __magic_name__   ) else bos_token
													UpperCAmelCase_			:      Optional[Any]     						=  AddedToken(__magic_name__       ,     lstrip=__magic_name__       ,     rstrip=__magic_name__   ) if isinstance(__magic_name__       ,     __magic_name__   ) else eos_token
													UpperCAmelCase_			:      int     						=  AddedToken(__magic_name__       ,     lstrip=__magic_name__       ,     rstrip=__magic_name__   ) if isinstance(__magic_name__       ,     __magic_name__   ) else unk_token
													UpperCAmelCase_			:      Any     						=  AddedToken(__magic_name__       ,     lstrip=__magic_name__       ,     rstrip=__magic_name__   ) if isinstance(__magic_name__       ,     __magic_name__   ) else pad_token
													UpperCAmelCase_			:      List[Any]     						=  AddedToken(__magic_name__       ,     lstrip=__magic_name__       ,     rstrip=__magic_name__   ) if isinstance(__magic_name__       ,     __magic_name__   ) else cls_token
													UpperCAmelCase_			:      Any     						=  AddedToken(__magic_name__       ,     lstrip=__magic_name__       ,     rstrip=__magic_name__   ) if isinstance(__magic_name__       ,     __magic_name__   ) else sep_token

													# Mask token behave like a normal word, i.e. include the space before it
													UpperCAmelCase_			:      List[Any]     						=  AddedToken(__magic_name__       ,     lstrip=__magic_name__       ,     rstrip=__magic_name__   ) if isinstance(__magic_name__       ,     __magic_name__   ) else mask_token

													UpperCAmelCase_			:      List[Any]     						=  {} if sp_model_kwargs is None else sp_model_kwargs

													super().__init__(
													    bos_token=__magic_name__       ,     eos_token=__magic_name__       ,     unk_token=__magic_name__       ,     pad_token=__magic_name__       ,     sep_token=__magic_name__       ,     mask_token=__magic_name__       ,     cls_token=__magic_name__       ,     sp_model_kwargs=self.sp_model_kwargs       ,     **__magic_name__       ,     )

													UpperCAmelCase_			:      Optional[Any]     						=  vocab_file

													UpperCAmelCase_			:      str     						=  spm.SentencePieceProcessor(**self.sp_model_kwargs   )
													self.sp_model.Load(__magic_name__   )

							@property
							def     UpperCAmelCase__	(							self							:     Optional[Any]   )					->       Union[str, Any]:







													"""simple docstring"""
													return self.sp_model.get_piece_size()

							def     UpperCAmelCase__	(							self							:     List[Any]   )					->       int:







													"""simple docstring"""
													UpperCAmelCase_			:      Union[str, Any]     						=  {self.convert_ids_to_tokens(__magic_name__   ): i for i in range(self.vocab_size   )}
													vocab.update(self.added_tokens_encoder   )
													return vocab

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







													"""simple docstring"""
													UpperCAmelCase_			:      List[str]     						=  self.__dict__.copy()
													UpperCAmelCase_			:      Optional[Any]     						=  None
													return state

							def __setstate__(							self							:     int       ,     __magic_name__							:     List[str]   )					->       List[str]:







													"""simple docstring"""
													UpperCAmelCase_			:      int     						=  d

													# for backward compatibility
													if not hasattr(self       ,     '''sp_model_kwargs'''   ):
																			UpperCAmelCase_			:      Any     						=  {}

													UpperCAmelCase_			:      Tuple     						=  spm.SentencePieceProcessor(**self.sp_model_kwargs   )
													self.sp_model.Load(self.vocab_file   )

							def     UpperCAmelCase__	(							self							:     Any       ,     __magic_name__							:     str   )					->       List[str]:







													"""simple docstring"""
													return self.sp_model.encode(__magic_name__       ,     out_type=__magic_name__   )

							def     UpperCAmelCase__	(							self							:     Optional[int]       ,     __magic_name__							:     List[str]   )					->       Optional[int]:







													"""simple docstring"""
													return self.sp_model.piece_to_id(__magic_name__   )

							def     UpperCAmelCase__	(							self							:     List[str]       ,     __magic_name__							:     Optional[int]   )					->       str:







													"""simple docstring"""
													UpperCAmelCase_			:      str     						=  self.sp_model.IdToPiece(__magic_name__   )
													return token

							def     UpperCAmelCase__	(							self							:     Optional[Any]       ,     __magic_name__							:     str   )					->       Any:







													"""simple docstring"""
													UpperCAmelCase_			:      Any     						=  []
													UpperCAmelCase_			:      List[str]     						=  ''''''
													UpperCAmelCase_			:      Optional[int]     						=  False
													for token in tokens:
																			# make sure that special tokens are not decoded using sentencepiece model
																			if token in self.all_special_tokens:
																									if not prev_is_special:
																															out_string += " "
																									out_string += self.sp_model.decode(__magic_name__   ) + token
																									UpperCAmelCase_			:      Tuple     						=  True
																									UpperCAmelCase_			:      List[str]     						=  []
																			else:
																									current_sub_tokens.append(__magic_name__   )
																									UpperCAmelCase_			:      Any     						=  False
													out_string += self.sp_model.decode(__magic_name__   )
													return out_string.strip()

							def     UpperCAmelCase__	(							self							:     List[str]       ,     __magic_name__							:     List[int]       ,     __magic_name__							:     bool = False       ,     __magic_name__							:     bool = None       ,     __magic_name__							:     bool = True       ,     **__magic_name__							:     List[Any]       ,     )					->       str:







													"""simple docstring"""
													UpperCAmelCase_			:      Tuple     						=  kwargs.pop('''use_source_tokenizer'''       ,     __magic_name__   )

													UpperCAmelCase_			:      str     						=  self.convert_ids_to_tokens(__magic_name__       ,     skip_special_tokens=__magic_name__   )

													# To avoid mixing byte-level and unicode for byte-level BPT
													# we need to build string separately for added tokens and byte-level tokens
													# cf. https://github.com/huggingface/transformers/issues/1133
													UpperCAmelCase_			:      int     						=  []
													UpperCAmelCase_			:      Dict     						=  []
													for token in filtered_tokens:
																			if skip_special_tokens and token in self.all_special_ids:
																									continue
																			if token in self.added_tokens_encoder:
																									if current_sub_text:
																															sub_texts.append(self.convert_tokens_to_string(__magic_name__   )   )
																															UpperCAmelCase_			:      List[Any]     						=  []
																									sub_texts.append(__magic_name__   )
																			else:
																									current_sub_text.append(__magic_name__   )
													if current_sub_text:
																			sub_texts.append(self.convert_tokens_to_string(__magic_name__   )   )

													# Mimic the behavior of the Rust tokenizer:
													# No space before [MASK] and [SEP]
													if spaces_between_special_tokens:
																			UpperCAmelCase_			:      List[str]     						=  re.sub(R''' (\[(MASK|SEP)\])'''       ,     R'''\1'''       ,     ''' '''.join(__magic_name__   )   )
													else:
																			UpperCAmelCase_			:      Union[str, Any]     						=  ''''''.join(__magic_name__   )

													UpperCAmelCase_			:      Optional[int]     						=  (
													    clean_up_tokenization_spaces
													    if clean_up_tokenization_spaces is not None
													    else self.clean_up_tokenization_spaces
													)
													if clean_up_tokenization_spaces:
																			UpperCAmelCase_			:      Any     						=  self.clean_up_tokenization(__magic_name__   )
																			return clean_text
													else:
																			return text

							def     UpperCAmelCase__	(							self							:     str       ,     __magic_name__							:     str       ,     __magic_name__							:     Optional[str] = None   )					->       Tuple[str]:







													"""simple docstring"""
													if not os.path.isdir(__magic_name__   ):
																			logger.error(F"""Vocabulary path ({save_directory}) should be a directory"""   )
																			return
													UpperCAmelCase_			:      Tuple     						=  os.path.join(
													    __magic_name__       ,     (filename_prefix + '''-''' if filename_prefix else '''''') + VOCAB_FILES_NAMES['''vocab_file''']   )

													if os.path.abspath(self.vocab_file   ) != os.path.abspath(__magic_name__   ) and os.path.isfile(self.vocab_file   ):
																			copyfile(self.vocab_file       ,     __magic_name__   )
													elif not os.path.isfile(self.vocab_file   ):
																			with open(__magic_name__       ,     '''wb'''   ) as fi:
																									UpperCAmelCase_			:      int     						=  self.sp_model.serialized_model_proto()
																									fi.write(__magic_name__   )

													return (out_vocab_file,)

							def     UpperCAmelCase__	(							self							:     Tuple       ,     __magic_name__							:     List[int]       ,     __magic_name__							:     Optional[List[int]] = None   )					->       List[int]:







													"""simple docstring"""
													if token_ids_a is None:
																			return [self.cls_token_id] + token_ids_a + [self.sep_token_id]
													UpperCAmelCase_			:      List[Any]     						=  [self.cls_token_id]
													UpperCAmelCase_			:      List[str]     						=  [self.sep_token_id]
													return cls + token_ids_a + sep + token_ids_a + sep

							def     UpperCAmelCase__	(							self							:     List[str]       ,     __magic_name__							:     List[int]       ,     __magic_name__							:     Optional[List[int]] = None       ,     __magic_name__							:     bool = False   )					->       List[int]:







													"""simple docstring"""
													if already_has_special_tokens:
																			return super().get_special_tokens_mask(
																			    token_ids_a=__magic_name__       ,     token_ids_a=__magic_name__       ,     already_has_special_tokens=__magic_name__   )

													if token_ids_a is None:
																			return [1] + ([0] * len(__magic_name__   )) + [1]
													return [1] + ([0] * len(__magic_name__   )) + [1] + ([0] * len(__magic_name__   )) + [1]



							def     UpperCAmelCase__	(							self							:     Optional[int]       ,     __magic_name__							:     List[int]       ,     __magic_name__							:     Optional[List[int]] = None   )					->       List[int]:







													"""simple docstring"""
													UpperCAmelCase_			:      Optional[int]     						=  [self.sep_token_id]
													UpperCAmelCase_			:      Dict     						=  [self.cls_token_id]
													if token_ids_a is None:
																			return len(cls + token_ids_a + sep   ) * [0]
													return len(cls + token_ids_a + sep   ) * [0] + len(token_ids_a + sep   ) * [1]












'''simple docstring'''







from collections.abc import Iterable
from typing import Any


class 					__a      :

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







													"""simple docstring"""
													UpperCAmelCase_			:      List[str]     						=  value
													UpperCAmelCase_			:      Node | None     						=  None  # Added in order to delete a node easier
													UpperCAmelCase_			:      Node | None     						=  None
													UpperCAmelCase_			:      Node | None     						=  None



							def __repr__(							self							:     List[str]   )					->       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 					__a      :

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







													"""simple docstring"""
													UpperCAmelCase_			:      str     						=  root

							def __str__(							self							:     Any   )					->       str:







													"""simple docstring"""
													return str(self.root   )

							def     UpperCAmelCase__	(							self							:     Any       ,     __magic_name__							:     Node       ,     __magic_name__							:     Node | None   )					->       None:







													"""simple docstring"""
													if new_children is not None:  # reset its kids
																			UpperCAmelCase_			:      Dict     						=  node.parent
													if node.parent is not None:  # reset its parent
																			if self.is_right(__magic_name__   ):  # If it is the right children
																									UpperCAmelCase_			:      Optional[Any]     						=  new_children
																			else:
																									UpperCAmelCase_			:      Optional[int]     						=  new_children
													else:
																			UpperCAmelCase_			:      List[str]     						=  new_children

							def     UpperCAmelCase__	(							self							:     List[str]       ,     __magic_name__							:     Node   )					->       bool:







													"""simple docstring"""
													if node.parent and node.parent.right:
																			return node == node.parent.right
													return False

							def     UpperCAmelCase__	(							self							:     Union[str, Any]   )					->       bool:







													"""simple docstring"""
													return self.root is None

							def     UpperCAmelCase__	(							self							:     Any       ,     __magic_name__							:     str   )					->       None:







													"""simple docstring"""
													UpperCAmelCase_			:      Tuple     						=  Node(__magic_name__   )  # create a new Node
													if self.empty():  # if Tree is empty
																			UpperCAmelCase_			:      List[Any]     						=  new_node  # set its root
													else:  # Tree is not empty
																			UpperCAmelCase_			:      str     						=  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:
																																					UpperCAmelCase_			:      Union[str, Any]     						=  new_node  # We insert the new node in a leaf
																																					break
																															else:
																																					UpperCAmelCase_			:      List[Any]     						=  parent_node.left
																									else:
																															if parent_node.right is None:
																																					UpperCAmelCase_			:      List[Any]     						=  new_node
																																					break
																															else:
																																					UpperCAmelCase_			:      Union[str, Any]     						=  parent_node.right
																			UpperCAmelCase_			:      Union[str, Any]     						=  parent_node

							def     UpperCAmelCase__	(							self							:     Optional[Any]       ,     *__magic_name__							:     List[str]   )					->       None:







													"""simple docstring"""
													for value in values:
																			self.__insert(__magic_name__   )

							def     UpperCAmelCase__	(							self							:     Dict       ,     __magic_name__							:     int   )					->       Node | None:







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

							def     UpperCAmelCase__	(							self							:     Optional[int]       ,     __magic_name__							:     Node | None = None   )					->       Node | None:







													"""simple docstring"""
													if node is None:
																			if self.root is None:
																									return None
																			UpperCAmelCase_			:      Dict     						=  self.root

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

							def     UpperCAmelCase__	(							self							:     Dict       ,     __magic_name__							:     Node | None = None   )					->       Node | None:







													"""simple docstring"""
													if node is None:
																			UpperCAmelCase_			:      Optional[int]     						=  self.root
													if self.root is None:
																			return None
													if not self.empty():
																			UpperCAmelCase_			:      Union[str, Any]     						=  self.root
																			while node.left is not None:
																									UpperCAmelCase_			:      Dict     						=  node.left
													return node

							def     UpperCAmelCase__	(							self							:     Tuple       ,     __magic_name__							:     int   )					->       None:







													"""simple docstring"""
													UpperCAmelCase_			:      List[str]     						=  self.search(__magic_name__   )  # 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(__magic_name__       ,     __magic_name__   )
																			elif node.left is None:  # Has only right children
																									self.__reassign_nodes(__magic_name__       ,     node.right   )
																			elif node.right is None:  # Has only left children
																									self.__reassign_nodes(__magic_name__       ,     node.left   )
																			else:
																									UpperCAmelCase_			:      List[str]     						=  self.get_max(
																									    node.left   )  # Gets the max value of the left branch
																									self.remove(tmp_node.value   )  # type: ignore
																									UpperCAmelCase_			:      Optional[int]     						=  (
																									    tmp_node.value  # type: ignore
																									)  # Assigns the value to the node to delete and keep tree structure

							def     UpperCAmelCase__	(							self							:     List[Any]       ,     __magic_name__							:     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     UpperCAmelCase__	(							self							:     List[Any]       ,     __magic_name__							:     List[Any]=None   )					->       Any:







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

							def     UpperCAmelCase__	(							self							:     Optional[int]       ,     __magic_name__							:     list       ,     __magic_name__							:     Node | None   )					->       None:







													"""simple docstring"""
													if node:
																			self.inorder(__magic_name__       ,     node.left   )
																			arr.append(node.value   )
																			self.inorder(__magic_name__       ,     node.right   )



							def     UpperCAmelCase__	(							self							:     Tuple       ,     __magic_name__							:     int       ,     __magic_name__							:     Node   )					->       int:







													"""simple docstring"""
													UpperCAmelCase_			:      list[int]     						=  []
													self.inorder(__magic_name__       ,     __magic_name__   )  # append all values to list using inorder traversal
													return arr[k - 1]





def        lowerCamelCase_      (  SCREAMING_SNAKE_CASE__      :			Node | None   ) ->	list[Node]:
						UpperCAmelCase_			:      Any     						=  []
						if curr_node is not None:
												UpperCAmelCase_			:      Any     						=  postorder(curr_node.left   ) + postorder(curr_node.right   ) + [curr_node]
						return node_list





def        lowerCamelCase_      (  ) ->	None:
						UpperCAmelCase_			:      str     						=  (8, 3, 6, 1, 10, 14, 13, 4, 7)
						UpperCAmelCase_			:      Tuple     						=  BinarySearchTree()
						for i in testlist:
												t.insert(SCREAMING_SNAKE_CASE__   )

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

						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(SCREAMING_SNAKE_CASE__   )
												print(SCREAMING_SNAKE_CASE__   )


if __name__ == "__main__":
					import doctest

					doctest.testmod(verbose=True)





