


'''simple docstring'''

from __future__ import annotations

import unittest
from collections.abc import Iterator
class 						__lowerCAmelCase		:





      '''simple docstring'''






      def __init__(self					:					Union[str, Any]     ,		UpperCamelCase					:					int     ,		UpperCamelCase					:					Node | None				):

             '''simple docstring'''







             lowercase__       =				label
             lowercase__       =				parent
             lowercase__       =				None
             lowercase__       =				None






class 						__lowerCAmelCase		:





      '''simple docstring'''






      def __init__(self					:					Dict				):

             '''simple docstring'''







             lowercase__       =				None



      def    UpperCamelCase__	(self					:					str				):

             '''simple docstring'''







             lowercase__       =				None



      def    UpperCamelCase__	(self					:					Optional[int]				):

             '''simple docstring'''







             return self.root is None



      def    UpperCamelCase__	(self					:					Optional[Any]     ,		UpperCamelCase					:					int				):

             '''simple docstring'''







             lowercase__       =				self._put(self.root     ,		UpperCamelCase				)



      def    UpperCamelCase__	(self					:					Optional[Any]     ,		UpperCamelCase					:					Node | None     ,		UpperCamelCase					:					int     ,		UpperCamelCase					:					Node | None = None				):

             '''simple docstring'''







             if node is None:
                    lowercase__       =				Node(UpperCamelCase     ,		UpperCamelCase				)
             else:
                    if label < node.label:
                           lowercase__       =				self._put(node.left     ,		UpperCamelCase     ,		UpperCamelCase				)
                    elif label > node.label:
                           lowercase__       =				self._put(node.right     ,		UpperCamelCase     ,		UpperCamelCase				)
                    else:
                           lowercase__       =				f"Node with label {label} already exists"
                           raise Exception(UpperCamelCase				)

             return node



      def    UpperCamelCase__	(self					:					Tuple     ,		UpperCamelCase					:					int				):

             '''simple docstring'''







             return self._search(self.root     ,		UpperCamelCase				)



      def    UpperCamelCase__	(self					:					List[str]     ,		UpperCamelCase					:					Node | None     ,		UpperCamelCase					:					int				):

             '''simple docstring'''







             if node is None:
                    lowercase__       =				f"Node with label {label} does not exist"
                    raise Exception(UpperCamelCase				)
             else:
                    if label < node.label:
                           lowercase__       =				self._search(node.left     ,		UpperCamelCase				)
                    elif label > node.label:
                           lowercase__       =				self._search(node.right     ,		UpperCamelCase				)

             return node



      def    UpperCamelCase__	(self					:					Any     ,		UpperCamelCase					:					int				):

             '''simple docstring'''







             lowercase__       =				self.search(UpperCamelCase				)
             if node.right and node.left:
                    lowercase__       =				self._get_lowest_node(node.right				)
                    lowercase__       =				node.left
                    lowercase__       =				node.right
                    lowercase__       =				lowest_node
                    if node.right:
                           lowercase__       =				lowest_node
                    self._reassign_nodes(UpperCamelCase     ,		UpperCamelCase				)
             elif not node.right and node.left:
                    self._reassign_nodes(UpperCamelCase     ,		node.left				)
             elif node.right and not node.left:
                    self._reassign_nodes(UpperCamelCase     ,		node.right				)
             else:
                    self._reassign_nodes(UpperCamelCase     ,		UpperCamelCase				)



      def    UpperCamelCase__	(self					:					Tuple     ,		UpperCamelCase					:					Node     ,		UpperCamelCase					:					Node | None				):

             '''simple docstring'''







             if new_children:
                    lowercase__       =				node.parent

             if node.parent:
                    if node.parent.right == node:
                           lowercase__       =				new_children
                    else:
                           lowercase__       =				new_children
             else:
                    lowercase__       =				new_children



      def    UpperCamelCase__	(self					:					int     ,		UpperCamelCase					:					Node				):

             '''simple docstring'''







             if node.left:
                    lowercase__       =				self._get_lowest_node(node.left				)
             else:
                    lowercase__       =				node
                    self._reassign_nodes(UpperCamelCase     ,		node.right				)

             return lowest_node



      def    UpperCamelCase__	(self					:					int     ,		UpperCamelCase					:					int				):

             '''simple docstring'''







             try:
                    self.search(UpperCamelCase				)
                    return True
             except Exception:
                    return False



      def    UpperCamelCase__	(self					:					Union[str, Any]				):

             '''simple docstring'''







             if self.root is None:
                    raise Exception('''Binary search tree is empty'''				)

             lowercase__       =				self.root
             while node.right is not None:
                    lowercase__       =				node.right

             return node.label



      def    UpperCamelCase__	(self					:					Union[str, Any]				):

             '''simple docstring'''







             if self.root is None:
                    raise Exception('''Binary search tree is empty'''				)

             lowercase__       =				self.root
             while node.left is not None:
                    lowercase__       =				node.left

             return node.label



      def    UpperCamelCase__	(self					:					List[Any]				):

             '''simple docstring'''







             return self._inorder_traversal(self.root				)



      def    UpperCamelCase__	(self					:					str     ,		UpperCamelCase					:					Node | None				):

             '''simple docstring'''







             if node is not None:
                    yield from self._inorder_traversal(node.left				)
                    yield node
                    yield from self._inorder_traversal(node.right				)



      def    UpperCamelCase__	(self					:					Optional[Any]				):

             '''simple docstring'''







             return self._preorder_traversal(self.root				)






      def    UpperCamelCase__	(self					:					Any     ,		UpperCamelCase					:					Node | None				):

             '''simple docstring'''







             if node is not None:
                    yield node
                    yield from self._preorder_traversal(node.left				)
                    yield from self._preorder_traversal(node.right				)






class 						__lowerCAmelCase		(unittest.TestCase  ):





      '''simple docstring'''






      @staticmethod
      def    UpperCamelCase__	():

             '''simple docstring'''







             lowercase__       =				BinarySearchTree()
             t.put(8				)
             t.put(3				)
             t.put(6				)
             t.put(1				)
             t.put(10				)
             t.put(14				)
             t.put(13				)
             t.put(4				)
             t.put(7				)
             t.put(5				)

             return t



      def    UpperCamelCase__	(self					:					Dict				):

             '''simple docstring'''







             lowercase__       =				BinarySearchTree()
             assert t.is_empty()

             t.put(8				)
             assert t.root is not None
             assert t.root.parent is None
             assert t.root.label == 8

             t.put(10				)
             assert t.root.right is not None
             assert t.root.right.parent == t.root
             assert t.root.right.label == 10

             t.put(3				)
             assert t.root.left is not None
             assert t.root.left.parent == t.root
             assert t.root.left.label == 3

             t.put(6				)
             assert t.root.left.right is not None
             assert t.root.left.right.parent == t.root.left
             assert t.root.left.right.label == 6

             t.put(1				)
             assert t.root.left.left is not None
             assert t.root.left.left.parent == t.root.left
             assert t.root.left.left.label == 1

             with self.assertRaises(UpperCamelCase				):  # noqa: B017
                    t.put(1				)



      def    UpperCamelCase__	(self					:					Tuple				):

             '''simple docstring'''







             lowercase__       =				self._get_binary_search_tree()

             lowercase__       =				t.search(6				)
             assert node.label == 6

             lowercase__       =				t.search(13				)
             assert node.label == 13

             with self.assertRaises(UpperCamelCase				):  # noqa: B017
                    t.search(2				)



      def    UpperCamelCase__	(self					:					Any				):

             '''simple docstring'''







             lowercase__       =				self._get_binary_search_tree()

             t.remove(13				)
             assert t.root is not None
             assert t.root.right is not None
             assert t.root.right.right is not None
             assert t.root.right.right.right is None
             assert t.root.right.right.left is None

             t.remove(7				)
             assert t.root.left is not None
             assert t.root.left.right is not None
             assert t.root.left.right.left is not None
             assert t.root.left.right.right is None
             assert t.root.left.right.left.label == 4

             t.remove(6				)
             assert t.root.left.left is not None
             assert t.root.left.right.right is not None
             assert t.root.left.left.label == 1
             assert t.root.left.right.label == 4
             assert t.root.left.right.right.label == 5
             assert t.root.left.right.left is None
             assert t.root.left.left.parent == t.root.left
             assert t.root.left.right.parent == t.root.left

             t.remove(3				)
             assert t.root is not None
             assert t.root.left.label == 4
             assert t.root.left.right.label == 5
             assert t.root.left.left.label == 1
             assert t.root.left.parent == t.root
             assert t.root.left.left.parent == t.root.left
             assert t.root.left.right.parent == t.root.left

             t.remove(4				)
             assert t.root.left is not None
             assert t.root.left.left is not None
             assert t.root.left.label == 5
             assert t.root.left.right is None
             assert t.root.left.left.label == 1
             assert t.root.left.parent == t.root
             assert t.root.left.left.parent == t.root.left



      def    UpperCamelCase__	(self					:					int				):

             '''simple docstring'''







             lowercase__       =				self._get_binary_search_tree()

             t.remove(3				)
             assert t.root is not None
             assert t.root.left is not None
             assert t.root.left.left is not None
             assert t.root.left.right is not None
             assert t.root.left.right.left is not None
             assert t.root.left.right.right is not None
             assert t.root.left.label == 4
             assert t.root.left.right.label == 6
             assert t.root.left.left.label == 1
             assert t.root.left.right.right.label == 7
             assert t.root.left.right.left.label == 5
             assert t.root.left.parent == t.root
             assert t.root.left.right.parent == t.root.left
             assert t.root.left.left.parent == t.root.left
             assert t.root.left.right.left.parent == t.root.left.right



      def    UpperCamelCase__	(self					:					int				):

             '''simple docstring'''







             lowercase__       =				self._get_binary_search_tree()
             t.empty()
             assert t.root is None



      def    UpperCamelCase__	(self					:					str				):

             '''simple docstring'''







             lowercase__       =				self._get_binary_search_tree()
             assert not t.is_empty()

             t.empty()
             assert t.is_empty()



      def    UpperCamelCase__	(self					:					Any				):

             '''simple docstring'''







             lowercase__       =				self._get_binary_search_tree()

             assert t.exists(6				)
             assert not t.exists(-1				)



      def    UpperCamelCase__	(self					:					List[str]				):

             '''simple docstring'''







             lowercase__       =				self._get_binary_search_tree()

             assert t.get_max_label() == 14

             t.empty()
             with self.assertRaises(UpperCamelCase				):  # noqa: B017
                    t.get_max_label()



      def    UpperCamelCase__	(self					:					Optional[int]				):

             '''simple docstring'''







             lowercase__       =				self._get_binary_search_tree()

             assert t.get_min_label() == 1

             t.empty()
             with self.assertRaises(UpperCamelCase				):  # noqa: B017
                    t.get_min_label()



      def    UpperCamelCase__	(self					:					Optional[int]				):

             '''simple docstring'''







             lowercase__       =				self._get_binary_search_tree()

             lowercase__       =				[i.label for i in t.inorder_traversal()]
             assert inorder_traversal_nodes == [1, 3, 4, 5, 6, 7, 8, 10, 13, 14]






      def    UpperCamelCase__	(self					:					List[Any]				):

             '''simple docstring'''







             lowercase__       =				self._get_binary_search_tree()

             lowercase__       =				[i.label for i in t.preorder_traversal()]
             assert preorder_traversal_nodes == [8, 3, 1, 6, 4, 5, 7, 10, 14, 13]






def _SCREAMING_SNAKE_CASE   () -> None:






       """simple docstring"""







       lowercase__       =				BinarySearchTree()
       t.put(8 )
       t.put(3 )
       t.put(6 )
       t.put(1 )
       t.put(10 )
       t.put(14 )
       t.put(13 )
       t.put(4 )
       t.put(7 )
       t.put(5 )

       print(
           '''
            8
           / \\
          3   10
         / \\    \\
        1   6    14
           / \\   /
          4   7 13
           \\
            5
        ''' )

       print('''Label 6 exists:'''						,				t.exists(6 ) )
       print('''Label 13 exists:'''						,				t.exists(13 ) )
       print('''Label -1 exists:'''						,				t.exists(-1 ) )
       print('''Label 12 exists:'''						,				t.exists(12 ) )

       # Prints all the elements of the list in inorder traversal
       lowercase__       =				[i.label for i in t.inorder_traversal()]
       print('''Inorder traversal:'''						,				A )

       # Prints all the elements of the list in preorder traversal
       lowercase__       =				[i.label for i in t.preorder_traversal()]
       print('''Preorder traversal:'''						,				A )

       print('''Max. label:'''						,				t.get_max_label() )
       print('''Min. label:'''						,				t.get_min_label() )

       # Delete elements
       print('''\nDeleting elements 13, 10, 8, 3, 6, 14''' )
       print(
           '''
          4
         / \\
        1   7
             \\
              5
        ''' )
       t.remove(13 )
       t.remove(10 )
       t.remove(8 )
       t.remove(3 )
       t.remove(6 )
       t.remove(14 )

       # Prints all the elements of the list in inorder traversal after delete
       lowercase__       =				[i.label for i in t.inorder_traversal()]
       print('''Inorder traversal after delete:'''						,				A )

       # Prints all the elements of the list in preorder traversal after delete
       lowercase__       =				[i.label for i in t.preorder_traversal()]
       print('''Preorder traversal after delete:'''						,				A )

       print('''Max. label:'''						,				t.get_max_label() )
       print('''Min. label:'''						,				t.get_min_label() )


if __name__ == "__main__":
 binary_search_tree_example()








'''simple docstring'''

import json
import os
from functools import lru_cache
from typing import TYPE_CHECKING, List, Optional, Tuple, Union

import numpy as np
import regex as re

from ...utils import is_tf_available, is_torch_available, logging


if TYPE_CHECKING:
 if is_torch_available():
  import torch
 if is_tf_available():
  import tensorflow as tf

from ...tokenization_utils import AddedToken, PreTrainedTokenizer


lowerCamelCase							:     Union[str, Any]								=			logging.get_logger(__name__)

lowerCamelCase							:     Tuple								=			{
    'vocab_file': 'vocab.json',
    'merges_file': 'merges.txt',
}

lowerCamelCase							:     Tuple								=			{
    'vocab_file': {
        'Salesforce/codegen-350M-mono': 'https://huggingface.co/Salesforce/codegen-350M-mono/resolve/main/vocab.json',
    },
    'merges_file': {
        'Salesforce/codegen-350M-mono': 'https://huggingface.co/Salesforce/codegen-350M-mono/resolve/main/merges.txt',
    },
}

lowerCamelCase							:     Optional[int]								=			{
    'Salesforce/codegen-350M-mono': 2_048,
}

@lru_cache()
def _SCREAMING_SNAKE_CASE   () -> Optional[int]:






       """simple docstring"""







       lowercase__       =				(
           list(range(ord('''!''' )						,				ord('''~''' ) + 1 ) ) + list(range(ord('''¡''' )						,				ord('''¬''' ) + 1 ) ) + list(range(ord('''®''' )						,				ord('''ÿ''' ) + 1 ) )
       )
       lowercase__       =				bs[:]
       lowercase__       =				0
       for b in range(2**8 ):
              if b not in bs:
                     bs.append(A )
                     cs.append(2**8 + n )
                     n += 1
       lowercase__       =				[chr(A ) for n in cs]
       return dict(zip(A						,				A ) )

def _SCREAMING_SNAKE_CASE   (A ) -> Tuple:






       """simple docstring"""







       lowercase__       =				set()
       lowercase__       =				word[0]
       for char in word[1:]:
              pairs.add((prev_char, char) )
              lowercase__       =				char
       return pairs

class 						__lowerCAmelCase		(lowercase_  ):





      '''simple docstring'''






      lowerCAmelCase__      :  int						      =							VOCAB_FILES_NAMES
      lowerCAmelCase__      :  Union[str, Any]						      =							PRETRAINED_VOCAB_FILES_MAP
      lowerCAmelCase__      :  Optional[int]						      =							PRETRAINED_POSITIONAL_EMBEDDINGS_SIZES
      lowerCAmelCase__      :  Tuple						      =							["""input_ids""", """attention_mask"""]



      def __init__(self					:					List[Any]     ,		UpperCamelCase					:					List[str]     ,		UpperCamelCase					:					List[Any]     ,		UpperCamelCase					:					Optional[int]="replace"     ,		UpperCamelCase					:					Optional[Any]="<|endoftext|>"     ,		UpperCamelCase					:					str="<|endoftext|>"     ,		UpperCamelCase					:					Optional[int]="<|endoftext|>"     ,		UpperCamelCase					:					Optional[int]=None     ,		UpperCamelCase					:					str=False     ,		UpperCamelCase					:					Any=False     ,		**UpperCamelCase					:					Dict     ,		):

             '''simple docstring'''







             lowercase__       =				AddedToken(UpperCamelCase     ,		lstrip=UpperCamelCase     ,		rstrip=UpperCamelCase				) if isinstance(UpperCamelCase     ,		UpperCamelCase				) else bos_token
             lowercase__       =				AddedToken(UpperCamelCase     ,		lstrip=UpperCamelCase     ,		rstrip=UpperCamelCase				) if isinstance(UpperCamelCase     ,		UpperCamelCase				) else eos_token
             lowercase__       =				AddedToken(UpperCamelCase     ,		lstrip=UpperCamelCase     ,		rstrip=UpperCamelCase				) if isinstance(UpperCamelCase     ,		UpperCamelCase				) else unk_token
             lowercase__       =				AddedToken(UpperCamelCase     ,		lstrip=UpperCamelCase     ,		rstrip=UpperCamelCase				) if isinstance(UpperCamelCase     ,		UpperCamelCase				) else pad_token
             super().__init__(
                 errors=UpperCamelCase     ,		unk_token=UpperCamelCase     ,		bos_token=UpperCamelCase     ,		eos_token=UpperCamelCase     ,		pad_token=UpperCamelCase     ,		add_prefix_space=UpperCamelCase     ,		add_bos_token=UpperCamelCase     ,		**UpperCamelCase     ,		)
             lowercase__       =				add_bos_token

             with open(UpperCamelCase     ,		encoding='''utf-8'''				) as vocab_handle:
                    lowercase__       =				json.load(UpperCamelCase				)
             lowercase__       =				{v: k for k, v in self.encoder.items()}
             lowercase__       =				errors  # how to handle errors in decoding
             lowercase__       =				bytes_to_unicode()
             lowercase__       =				{v: k for k, v in self.byte_encoder.items()}
             with open(UpperCamelCase     ,		encoding='''utf-8'''				) as merges_handle:
                    lowercase__       =				merges_handle.read().split('''\n'''				)[1:-1]
             lowercase__       =				[tuple(merge.split()				) for merge in bpe_merges]
             lowercase__       =				dict(zip(UpperCamelCase     ,		range(len(UpperCamelCase				)				)				)				)
             lowercase__       =				{}
             lowercase__       =				add_prefix_space

             # Should have added re.IGNORECASE so BPE merges can happen for capitalized versions of contractions
             lowercase__       =				re.compile(R'''\'s|\'t|\'re|\'ve|\'m|\'ll|\'d| ?\p{L}+| ?\p{N}+| ?[^\s\p{L}\p{N}]+|\s+(?!\S)|\s+'''				)



      @property
      def    UpperCamelCase__	(self					:					Any				):

             '''simple docstring'''







             return len(self.encoder				)



      def    UpperCamelCase__	(self					:					Optional[Any]				):

             '''simple docstring'''







             return dict(self.encoder     ,		**self.added_tokens_encoder				)



      def    UpperCamelCase__	(self					:					Union[str, Any]     ,		UpperCamelCase					:					Optional[int]				):

             '''simple docstring'''







             if token in self.cache:
                    return self.cache[token]
             lowercase__       =				tuple(UpperCamelCase				)
             lowercase__       =				get_pairs(UpperCamelCase				)

             if not pairs:
                    return token

             while True:
                    lowercase__       =				min(UpperCamelCase     ,		key=lambda UpperCamelCase				: self.bpe_ranks.get(UpperCamelCase     ,		float('''inf'''				)				)				)
                    if bigram not in self.bpe_ranks:
                           break
                    lowercase__    ,lowercase__       =				bigram
                    lowercase__       =				[]
                    lowercase__       =				0
                    while i < len(UpperCamelCase				):
                           try:
                                  lowercase__       =				word.index(UpperCamelCase     ,		UpperCamelCase				)
                           except ValueError:
                                  new_word.extend(word[i:]				)
                                  break
                           else:
                                  new_word.extend(word[i:j]				)
                                  lowercase__       =				j

                           if word[i] == first and i < len(UpperCamelCase				) - 1 and word[i + 1] == second:
                                  new_word.append(first + second				)
                                  i += 2
                           else:
                                  new_word.append(word[i]				)
                                  i += 1
                    lowercase__       =				tuple(UpperCamelCase				)
                    lowercase__       =				new_word
                    if len(UpperCamelCase				) == 1:
                           break
                    else:
                           lowercase__       =				get_pairs(UpperCamelCase				)
             lowercase__       =				''' '''.join(UpperCamelCase				)
             lowercase__       =				word
             return word



      def    UpperCamelCase__	(self					:					Any     ,		UpperCamelCase					:					str     ,		UpperCamelCase					:					str=None				):

             '''simple docstring'''







             if self.add_bos_token:
                    lowercase__       =				[self.bos_token_id]
             else:
                    lowercase__       =				[]

             lowercase__       =				bos_token_ids + token_ids_a

             if token_ids_a is None:
                    return output

             return output + bos_token_ids + token_ids_a



      def    UpperCamelCase__	(self					:					Optional[Any]     ,		UpperCamelCase					:					str				):

             '''simple docstring'''







             lowercase__       =				[]
             for token in re.findall(self.pat     ,		UpperCamelCase				):
                    lowercase__       =				''''''.join(
                        self.byte_encoder[b] for b in token.encode('''utf-8'''				)				)  # Maps all our bytes to unicode strings, avoiding control tokens of the BPE (spaces in our case)
                    bpe_tokens.extend(bpe_token for bpe_token in self.bpe(UpperCamelCase				).split(''' '''				)				)
             return bpe_tokens



      def    UpperCamelCase__	(self					:					str     ,		UpperCamelCase					:					str				):

             '''simple docstring'''







             return self.encoder.get(UpperCamelCase     ,		self.encoder.get(self.unk_token				)				)



      def    UpperCamelCase__	(self					:					Any     ,		UpperCamelCase					:					Optional[int]				):

             '''simple docstring'''







             return self.decoder.get(UpperCamelCase				)



      def    UpperCamelCase__	(self					:					List[Any]     ,		UpperCamelCase					:					Optional[int]				):

             '''simple docstring'''







             lowercase__       =				''''''.join(UpperCamelCase				)
             lowercase__       =				bytearray([self.byte_decoder[c] for c in text]				).decode('''utf-8'''     ,		errors=self.errors				)
             return text



      def    UpperCamelCase__	(self					:					int     ,		UpperCamelCase					:					str     ,		UpperCamelCase					:					Optional[str] = None				):

             '''simple docstring'''







             if not os.path.isdir(UpperCamelCase				):
                    logger.error(f"Vocabulary path ({save_directory}) should be a directory"				)
                    return
             lowercase__       =				os.path.join(
                 UpperCamelCase     ,		(filename_prefix + '''-''' if filename_prefix else '''''') + VOCAB_FILES_NAMES['''vocab_file''']				)
             lowercase__       =				os.path.join(
                 UpperCamelCase     ,		(filename_prefix + '''-''' if filename_prefix else '''''') + VOCAB_FILES_NAMES['''merges_file''']				)

             with open(UpperCamelCase     ,		'''w'''     ,		encoding='''utf-8'''				) as f:
                    f.write(json.dumps(self.encoder     ,		indent=2     ,		sort_keys=UpperCamelCase     ,		ensure_ascii=UpperCamelCase				) + '''\n'''				)

             lowercase__       =				0
             with open(UpperCamelCase     ,		'''w'''     ,		encoding='''utf-8'''				) as writer:
                    writer.write('''#version: 0.2\n'''				)
                    for bpe_tokens, token_index in sorted(self.bpe_ranks.items()     ,		key=lambda UpperCamelCase				: kv[1]				):
                           if index != token_index:
                                  logger.warning(
                                      f"Saving vocabulary to {merge_file}: BPE merge indices are not consecutive."
                                      ''' Please check that the tokenizer is not corrupted!'''				)
                                  lowercase__       =				token_index
                           writer.write(''' '''.join(UpperCamelCase				) + '''\n'''				)
                           index += 1

             return vocab_file, merge_file



      def    UpperCamelCase__	(self					:					str     ,		UpperCamelCase					:					List[Any]     ,		UpperCamelCase					:					int=False     ,		**UpperCamelCase					:					Optional[int]				):

             '''simple docstring'''







             lowercase__       =				kwargs.pop('''add_prefix_space'''     ,		self.add_prefix_space				)
             if is_split_into_words or add_prefix_space:
                    lowercase__       =				''' ''' + text
             return (text, kwargs)



      def    UpperCamelCase__	(self					:					Tuple     ,		UpperCamelCase					:					Union[int, List[int], "np.ndarray", "torch.Tensor", "tf.Tensor"]     ,		UpperCamelCase					:					bool = False     ,		UpperCamelCase					:					bool = None     ,		UpperCamelCase					:					Optional[List[str]] = None     ,		**UpperCamelCase					:					Optional[Any]     ,		):

             '''simple docstring'''







             lowercase__       =				super()._decode(
                 token_ids=UpperCamelCase     ,		skip_special_tokens=UpperCamelCase     ,		clean_up_tokenization_spaces=UpperCamelCase     ,		**UpperCamelCase     ,		)

             if truncate_before_pattern is not None and len(UpperCamelCase				) > 0:
                    lowercase__       =				self.truncate(UpperCamelCase     ,		UpperCamelCase				)

             return decoded_text






      def    UpperCamelCase__	(self					:					str     ,		UpperCamelCase					:					List[str]     ,		UpperCamelCase					:					Union[str, Any]				):

             '''simple docstring'''







             def find_re(UpperCamelCase					:					Dict     ,		UpperCamelCase					:					Dict     ,		UpperCamelCase					:					Optional[Any]				):
                    lowercase__       =				pattern.search(UpperCamelCase     ,		UpperCamelCase				)
                    return m.start() if m else -1

             lowercase__       =				[re.compile(UpperCamelCase     ,		re.MULTILINE				) for pattern in truncate_before_pattern]

             lowercase__       =				list(re.finditer('''^print'''     ,		UpperCamelCase     ,		re.MULTILINE				)				)

             if len(UpperCamelCase				) > 1:
                    lowercase__       =				completion[: prints[1].start()]

             lowercase__       =				list(re.finditer('''^def'''     ,		UpperCamelCase     ,		re.MULTILINE				)				)

             if len(UpperCamelCase				) > 1:
                    lowercase__       =				completion[: defs[1].start()]

             lowercase__       =				0

             lowercase__       =				[
                 pos for pos in [find_re(UpperCamelCase     ,		UpperCamelCase     ,		UpperCamelCase				) for terminal in terminals] if pos != -1
             ]

             if len(UpperCamelCase				) > 0:
                    return completion[: min(UpperCamelCase				)]
             else:
                    return completion




