code: 
  '''simple docstring'''
  
  from __future__ import annotations
  
  from abc import abstractmethod
  from collections.abc import Iterable
  from typing import Generic, Protocol, TypeVar
  
  
  class   a_  (_a    ):
  
  
  
  
         @abstractmethod
         def __lt__(     self   ,   snake_case_  ):
           pass
  
  
  
  
         @abstractmethod
         def __gt__(     self   ,   snake_case_  ):
           pass
  
  
  
  
  
  
  
         @abstractmethod
         def __eq__(     self   ,   snake_case_  ):
           pass
  
  
  
  UpperCamelCase_     			=       TypeVar("""T""", bound=Comparable)
  
  
  class   a_  (Generic[T]    ):
  
  
  
  
         def __init__(     self  ):
           _lowerCAmelCase       :  list[T]   				=					[]
           _lowerCAmelCase       :  int   				=					0
  
  
  
  
         def __repr__(     self  ):
           return str(self.h  )
  
  
  
  
         def 							__UpperCamelCase       (     self   ,   snake_case_  ):
           if child_idx > 0:
             return (child_idx - 1) // 2
           return None
  
  
  
  
         def 							__UpperCamelCase       (     self   ,   snake_case_  ):
           _lowerCAmelCase       :  Dict   				=					2 * parent_idx + 1
           if left_child_index < self.heap_size:
             return left_child_index
           return None
  
  
  
  
         def 							__UpperCamelCase       (     self   ,   snake_case_  ):
           _lowerCAmelCase       :  Union[str, Any]   				=					2 * parent_idx + 2
           if right_child_index < self.heap_size:
             return right_child_index
           return None
  
  
  
  
         def 							__UpperCamelCase       (     self   ,   snake_case_  ):
           if index < self.heap_size:
             _lowerCAmelCase       :  int   				=					index
             _lowerCAmelCase       :  Tuple   				=					self.left_child_idx(snake_case_  )
             _lowerCAmelCase       :  Tuple   				=					self.right_child_idx(snake_case_  )
             # check which child is larger than its parent
             if left_child is not None and self.h[left_child] > self.h[violation]:
               _lowerCAmelCase       :  Tuple   				=					left_child
             if right_child is not None and self.h[right_child] > self.h[violation]:
               _lowerCAmelCase       :  Any   				=					right_child
             # if violation indeed exists
             if violation != index:
               # swap to fix the violation
               _lowerCAmelCase				,					_lowerCAmelCase       :  List[str]   				=					self.h[index], self.h[violation]
               # fix the subsequent violation recursively if any
               self.max_heapify(snake_case_  )
  
  
  
  
         def 							__UpperCamelCase       (     self   ,   snake_case_  ):
           _lowerCAmelCase       :  Tuple   				=					list(snake_case_  )
           _lowerCAmelCase       :  Union[str, Any]   				=					len(self.h  )
           if self.heap_size > 1:
             # max_heapify from right to left but exclude leaves (last level)
             for i in range(self.heap_size // 2 - 1   ,   -1   ,   -1  ):
               self.max_heapify(snake_case_  )
  
  
  
  
         def 							__UpperCamelCase       (     self  ):
           if self.heap_size >= 2:
             _lowerCAmelCase       :  List[str]   				=					self.h[0]
             _lowerCAmelCase       :  str   				=					self.h.pop(-1  )
             self.heap_size -= 1
             self.max_heapify(0  )
             return me
           elif self.heap_size == 1:
             self.heap_size -= 1
             return self.h.pop(-1  )
           else:
             raise Exception("""Empty heap"""  )
  
  
  
  
         def 							__UpperCamelCase       (     self   ,   snake_case_  ):
           self.h.append(snake_case_  )
           _lowerCAmelCase       :  Union[str, Any]   				=					(self.heap_size - 1) // 2
           self.heap_size += 1
           while idx >= 0:
             self.max_heapify(snake_case_  )
             _lowerCAmelCase       :  Optional[int]   				=					(idx - 1) // 2
  
  
  
  
  
  
  
         def 							__UpperCamelCase       (     self  ):
           _lowerCAmelCase       :  Tuple   				=					self.heap_size
           for j in range(size - 1   ,   0   ,   -1  ):
             _lowerCAmelCase				,					_lowerCAmelCase       :  int   				=					self.h[j], self.h[0]
             self.heap_size -= 1
             self.max_heapify(0  )
           _lowerCAmelCase       :  Union[str, Any]   				=					size
  
  
  if __name__ == "__main__":
       import doctest
  
       # run doc test
       doctest.testmod()
  
       # demo
       for unsorted in [
           [0],
           [2],
           [3, 5],
           [5, 3],
           [5, 5],
           [0, 0, 0, 0],
           [1, 1, 1, 1],
           [2, 2, 3, 5],
           [0, 2, 2, 3, 5],
           [2, 5, 3, 0, 2, 3, 0, 3],
           [6, 1, 2, 7, 9, 3, 4, 5, 10, 8],
           [1_03, 9, 1, 7, 11, 15, 25, 2_01, 2_09, 1_07, 5],
           [-45, -2, -5],
       ]:
            print(F'unsorted array: {unsorted}')
  
            UpperCamelCase_     			=       Heap()
            heap.build_max_heap(unsorted)
            print(F'after build heap: {heap}')
  
            print(F'max value: {heap.extract_max()}')
            print(F'after max value removed: {heap}')
  
            heap.insert(1_00)
            print(F'after new value 100 inserted: {heap}')
  
            heap.heap_sort()
            print(F'heap-sorted array: {heap}\n')
  
  
  
style_context: 
  '''simple docstring'''
  
  import json
  import os
  import unittest
  
  from transformers.models.gpt_neox_japanese.tokenization_gpt_neox_japanese import (
      VOCAB_FILES_NAMES,
      GPTNeoXJapaneseTokenizer,
  )
  from transformers.testing_utils import require_tokenizers, slow
  
  from ...test_tokenization_common import TokenizerTesterMixin
  
  
  @require_tokenizers
  class   a_  (_a							,			unittest.TestCase    ):
         __lowerCAmelCase    :				List[Any]    =      GPTNeoXJapaneseTokenizer
         __lowerCAmelCase    :				Any    =      False
         __lowerCAmelCase    :				List[Any]    =      {"""do_clean_text""": False, """add_prefix_space""": False}
  
  
  
  
         def 							__UpperCamelCase       (     self  ):
           super().setUp()
  
           _lowerCAmelCase       :  Any   				=					[
               """こん""",
               """こんに""",
               """にちは""",
               """ばんは""",
               """世界,㔺界""",
               """、""",
               """。""",
               """<BR>""",
               """<SP>""",
               """<TAB>""",
               """<URL>""",
               """<EMAIL>""",
               """<TEL>""",
               """<DATE>""",
               """<PRICE>""",
               """<BLOCK>""",
               """<KIGOU>""",
               """<U2000U2BFF>""",
               """<|emoji1|>""",
               """<unk>""",
               """<|startoftext|>""",
               """<|endoftext|>""",
           ]
           _lowerCAmelCase       :  Union[str, Any]   				=					{"""emoji""": {"""\ud83d\ude00""": """<|emoji1|>"""}, """emoji_inv""": {"""<|emoji1|>""": """\ud83d\ude00"""}}  # 😀
           _lowerCAmelCase       :  Any   				=					{"""unk_token""": """<unk>"""}
  
           _lowerCAmelCase       :  Optional[int]   				=					os.path.join(self.tmpdirname   ,   VOCAB_FILES_NAMES["""vocab_file"""]  )
           _lowerCAmelCase       :  Any   				=					os.path.join(self.tmpdirname   ,   VOCAB_FILES_NAMES["""emoji_file"""]  )
           with open(self.vocab_file   ,   """w"""   ,   encoding="""utf-8"""  ) as vocab_writer:
             vocab_writer.write("""""".join([x + """\n""" for x in vocab_tokens]  )  )
           with open(self.emoji_file   ,   """w"""  ) as emoji_writer:
             emoji_writer.write(json.dumps(snake_case_  )  )
  
  
  
  
         def 							__UpperCamelCase       (     self   ,   **snake_case_  ):
           kwargs.update(self.special_tokens_map  )
           return GPTNeoXJapaneseTokenizer.from_pretrained(self.tmpdirname   ,   **snake_case_  )
  
  
  
  
         def 							__UpperCamelCase       (     self   ,   snake_case_  ):
           _lowerCAmelCase       :  Tuple   				=					"""こんにちは、世界。 \nこんばんは、㔺界。😀"""
           _lowerCAmelCase       :  str   				=					"""こんにちは、世界。 \nこんばんは、世界。😀"""
           return input_text, output_text
  
  
  
  
         def 							__UpperCamelCase       (     self   ,   snake_case_  ):
           _lowerCAmelCase				,					_lowerCAmelCase       :  str   				=					self.get_input_output_texts(snake_case_  )
           _lowerCAmelCase       :  Tuple   				=					tokenizer.encode(snake_case_   ,   add_special_tokens=snake_case_  )
           _lowerCAmelCase       :  Optional[Any]   				=					tokenizer.decode(snake_case_   ,   clean_up_tokenization_spaces=snake_case_  )
           return text, ids
  
  
  
  
         def 							__UpperCamelCase       (     self  ):
           pass  # TODO add if relevant
  
  
  
  
         def 							__UpperCamelCase       (     self  ):
           pass  # TODO add if relevant
  
  
  
  
         def 							__UpperCamelCase       (     self  ):
           pass  # TODO add if relevant
  
  
  
  
         def 							__UpperCamelCase       (     self  ):
           _lowerCAmelCase       :  List[Any]   				=					self.get_tokenizer()
  
           # Testing tokenization
           _lowerCAmelCase       :  Tuple   				=					"""こんにちは、世界。　こんばんは、㔺界。"""
           _lowerCAmelCase       :  Optional[Any]   				=					["""こん""", """にちは""", """、""", """世界""", """。""", """<SP>""", """こん""", """ばんは""", """、""", """㔺界""", """。"""]
           _lowerCAmelCase       :  Tuple   				=					tokenizer.tokenize(snake_case_  )
           self.assertListEqual(snake_case_   ,   snake_case_  )
  
           # Testing conversion to ids without special tokens
           _lowerCAmelCase       :  Optional[int]   				=					[0, 2, 5, 4, 6, 8, 0, 3, 5, 4, 6]
           _lowerCAmelCase       :  Optional[int]   				=					tokenizer.convert_tokens_to_ids(snake_case_  )
           self.assertListEqual(snake_case_   ,   snake_case_  )
  
           # Testing conversion to ids with special tokens
           _lowerCAmelCase       :  Optional[Any]   				=					tokens + [tokenizer.unk_token]
           _lowerCAmelCase       :  List[str]   				=					[0, 2, 5, 4, 6, 8, 0, 3, 5, 4, 6, 1_9]
           _lowerCAmelCase       :  Dict   				=					tokenizer.convert_tokens_to_ids(snake_case_  )
           self.assertListEqual(snake_case_   ,   snake_case_  )
  
  
  
  
         @slow
         def 							__UpperCamelCase       (     self  ):
           _lowerCAmelCase       :  int   				=					self.tokenizer_class.from_pretrained("""abeja/gpt-neox-japanese-2.7b"""  )
  
           _lowerCAmelCase       :  List[Any]   				=					tokenizer.encode("""ありがとう。"""   ,   add_special_tokens=snake_case_  )
           _lowerCAmelCase       :  List[str]   				=					tokenizer.encode("""どういたしまして。"""   ,   add_special_tokens=snake_case_  )
  
           _lowerCAmelCase       :  int   				=					tokenizer.build_inputs_with_special_tokens(snake_case_  )
           _lowerCAmelCase       :  Any   				=					tokenizer.build_inputs_with_special_tokens(snake_case_   ,   snake_case_  )
  
           assert encoded_sentence == ids_a
           assert encoded_pair == ids_a + ids_a
  
  
  
  
         def 							__UpperCamelCase       (     self  ):
           # Intentionally convert some words to accommodate character fluctuations unique to Japanese
           pass
  
  
  
  
  
  
  
         def 							__UpperCamelCase       (     self  ):
           # tokenizer has no padding token
           pass
  
  
  