code: 
  
  
  
  
  
  '''simple docstring'''
  
  from __future__ import annotations
  
  __lowerCAmelCase							:			str				=[2, 1, 4, 5, 6, 0, 8, 9, 1, 2, 0, 6, 4, 2, 0, 6, 5, 3, 2, 7]
  
  
  
  
  
  
  class      UpperCAmelCase			:
   def __init__(       self   :Optional[int]		, lowercase_   :int							)->							None:
       A__       =    -1
       A__       =    -1
       A__       =    [-1] * length
       A__       =    None
       A__       =    None
  
  
  
   def __repr__(       self   :str							)->							str:
       return F"Node(min_value={self.minn} max_value={self.maxx})"
  
  
  
  
  
  def 		UpperCamelCase       (							_lowerCamelCase      :      list[int] ):
      A__       =    Node(len(_lowerCamelCase ) )
      A__,			A__       =    min(_lowerCamelCase ), max(_lowerCamelCase )
      # Leaf node case where the node contains only one unique value
      if root.minn == root.maxx:
          return root
      A__       =    (root.minn + root.maxx) // 2
  
      A__       =    []
      A__       =    []
  
      for index, num in enumerate(_lowerCamelCase ):
          if num <= pivot:
              left_arr.append(_lowerCamelCase )
          else:
              right_arr.append(_lowerCamelCase )
          A__       =    len(_lowerCamelCase )
      A__       =    build_tree(_lowerCamelCase )
      A__       =    build_tree(_lowerCamelCase )
      return root
  
  
  
  
  
  def 		UpperCamelCase       (							_lowerCamelCase      :      Node | None		, _lowerCamelCase      :      int		, _lowerCamelCase      :      int ):
      if index < 0 or node is None:
          return 0
      # Leaf node cases
      if node.minn == node.maxx:
          return index + 1 if node.minn == num else 0
      A__       =    (node.minn + node.maxx) // 2
      if num <= pivot:
          # go the left subtree and map index to the left subtree
          return rank_till_index(node.left		, _lowerCamelCase		, node.map_left[index] - 1 )
      else:
          # go to the right subtree and map index to the right subtree
          return rank_till_index(node.right		, _lowerCamelCase		, index - node.map_left[index] )
  
  
  
  
  
  def 		UpperCamelCase       (							_lowerCamelCase      :      Node | None		, _lowerCamelCase      :      int		, _lowerCamelCase      :      int		, _lowerCamelCase      :      int ):
      if start > end:
          return 0
      A__       =    rank_till_index(_lowerCamelCase		, _lowerCamelCase		, _lowerCamelCase )
      A__       =    rank_till_index(_lowerCamelCase		, _lowerCamelCase		, start - 1 )
      return rank_till_end - rank_before_start
  
  
  
  
  
  def 		UpperCamelCase       (							_lowerCamelCase      :      Node | None		, _lowerCamelCase      :      int		, _lowerCamelCase      :      int		, _lowerCamelCase      :      int ):
      if index > (end - start) or start > end or node is None:
          return -1
      # Leaf node case
      if node.minn == node.maxx:
          return node.minn
      # Number of elements in the left subtree in interval [start, end]
      A__       =    node.map_left[end] - (
          node.map_left[start - 1] if start else 0
      )
      if num_elements_in_left_tree > index:
          return quantile(
              node.left		, _lowerCamelCase		, (node.map_left[start - 1] if start else 0)		, node.map_left[end] - 1		, )
      else:
          return quantile(
              node.right		, index - num_elements_in_left_tree		, start - (node.map_left[start - 1] if start else 0)		, end - node.map_left[end]		, )
  
  
  
  
  
  def 		UpperCamelCase       (							_lowerCamelCase      :      Node | None		, _lowerCamelCase      :      int		, _lowerCamelCase      :      int		, _lowerCamelCase      :      int		, _lowerCamelCase      :      int ):
      if (
          start > end
          or node is None
          or start_num > end_num
          or node.minn > end_num
          or node.maxx < start_num
      ):
          return 0
      if start_num <= node.minn and node.maxx <= end_num:
          return end - start + 1
      A__       =    range_counting(
          node.left		, (node.map_left[start - 1] if start else 0)		, node.map_left[end] - 1		, _lowerCamelCase		, _lowerCamelCase		, )
      A__       =    range_counting(
          node.right		, start - (node.map_left[start - 1] if start else 0)		, end - node.map_left[end]		, _lowerCamelCase		, _lowerCamelCase		, )
      return left + right
  
  
  if __name__ == "__main__":
    import doctest
  
    doctest.testmod()
  
  
  
  
style_context: 
  
  
  
  
  
  '''simple docstring'''
  
  import os
  import tempfile
  import unittest
  from typing import List
  
  from transformers.models.esm.tokenization_esm import VOCAB_FILES_NAMES, EsmTokenizer
  from transformers.testing_utils import require_tokenizers
  from transformers.tokenization_utils import PreTrainedTokenizer
  from transformers.tokenization_utils_base import PreTrainedTokenizerBase
  
  
  
  
  
  
  @require_tokenizers
  class      UpperCAmelCase			( unittest.TestCase       ):
   __lowercase     	=       EsmTokenizer
   def   UpperCAmelCase_							(       self   :Any							)->							int:
       super().setUp()
       A__       =    tempfile.mkdtemp()
       # fmt: off
       A__       =    ["<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>"]  # noqa: E501
       # fmt: on
       A__       =    os.path.join(self.tmpdirname		, VOCAB_FILES_NAMES["vocab_file"]							)
       with open(self.vocab_file		, "w"		, encoding="utf-8"							) as vocab_writer:
           vocab_writer.write("".join([x + "\n" for x in vocab_tokens]							)							)
   def   UpperCAmelCase_							(       self   :Any		, **lowercase_   :int							)->							List[PreTrainedTokenizerBase]:
       return [self.get_tokenizer(**lowercase_							)]
   def   UpperCAmelCase_							(       self   :Any		, **lowercase_   :Dict							)->							PreTrainedTokenizer:
       return self.tokenizer_class.from_pretrained(self.tmpdirname		, **lowercase_							)
   def   UpperCAmelCase_							(       self   :int							)->							Dict:
       A__       =    self.tokenizer_class(self.vocab_file							)
  
       A__       =    tokenizer.tokenize("LAGVS"							)
       self.assertListEqual(lowercase_		, ["L", "A", "G", "V", "S"]							)
       self.assertListEqual(tokenizer.convert_tokens_to_ids(lowercase_							)		, [4, 5, 6, 7, 8]							)
   def   UpperCAmelCase_							(       self   :Tuple							)->							Tuple:
       A__       =    self.tokenizer_class(self.vocab_file							)
  
       A__       =    "LAGVS"
       self.assertListEqual(tokenizer.encode(lowercase_							)		, [0, 4, 5, 6, 7, 8, 2]							)
   def   UpperCAmelCase_							(       self   :Any							)->							Tuple:
       A__       =    self.tokenizer_class(self.vocab_file							)
  
       A__       =    ["LAGVS", "WCB"]
       A__       =    tokenizer(lowercase_		, padding=lowercase_							)["input_ids"]
  
       self.assertListEqual(lowercase_		, [[0, 4, 5, 6, 7, 8, 2], [0, 22, 23, 25, 2]]							)
   def   UpperCAmelCase_							(       self   :str							)->							Any:
       A__       =    self.tokenizer_class(self.vocab_file							)
  
       A__       =    ["LAGVS", "WCB"]
       A__       =    tokenizer(lowercase_		, padding=lowercase_							)["input_ids"]
  
       self.assertListEqual(lowercase_		, [[0, 4, 5, 6, 7, 8, 2], [0, 22, 23, 25, 2, 1, 1]]							)
  
  
  
   def   UpperCAmelCase_							(       self   :Optional[Any]							)->							List[str]:
       A__       =    self.get_tokenizers(fast=lowercase_							)
       for tokenizer in tokenizers:
           with self.subTest(F"{tokenizer.__class__.__name__}"							):
               A__       =    "<unk>"
               A__       =    "<mask>"
  
               A__       =    tokenizer.tokenize(lowercase_							)
               A__       =    tokenizer.tokenize(lowercase_							)
  
               self.assertEqual(len(lowercase_							)		, 1							)
               self.assertEqual(len(lowercase_							)		, 1							)
               self.assertEqual(token_a[0]		, lowercase_							)
               self.assertEqual(token_a[0]		, lowercase_							)
  
  
  
  