





'''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()










'''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_							)



