code: 
  
  
  """simple docstring"""
  
  
  
  
  
  
  
  import os
  import unittest
  
  from transformers import RealmTokenizerFast
  from transformers.models.bert.tokenization_bert import (
      VOCAB_FILES_NAMES,
      BasicTokenizer,
      WordpieceTokenizer,
      _is_control,
      _is_punctuation,
      _is_whitespace,
  )
  from transformers.models.realm.tokenization_realm import RealmTokenizer
  from transformers.testing_utils import require_tokenizers, slow
  
  from ...test_tokenization_common import TokenizerTesterMixin, filter_non_english
  
  
  
  
  
  
  @require_tokenizers
  class    __A       ( __lowerCamelCase,					unittest.TestCase    ):
  
  
  
  
  
  
   """simple docstring"""
  
  
  
  
   __lowerCAmelCase				      =						RealmTokenizer
   __lowerCAmelCase				      =						RealmTokenizerFast
   __lowerCAmelCase				      =						True
   __lowerCAmelCase				      =						True
   __lowerCAmelCase				      =						filter_non_english
  
  
   def    SCREAMING_SNAKE_CASE							(	self		)      ->  Any:
       super().setUp()
  
       a					=[
           '''[UNK]''',
           '''[CLS]''',
           '''[SEP]''',
           '''[PAD]''',
           '''[MASK]''',
           '''want''',
           '''##want''',
           '''##ed''',
           '''wa''',
           '''un''',
           '''runn''',
           '''##ing''',
           ''',''',
           '''low''',
           '''lowest''',
       ]
       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    SCREAMING_SNAKE_CASE							(	self				,					__A		)      ->  Dict:
       a					='''UNwant\u00E9d,running'''
       a					='''unwanted, running'''
       return input_text, output_text
  
  
   def    SCREAMING_SNAKE_CASE							(	self		)      ->  str:
       a					=self.tokenizer_class(self.vocab_file		)
  
       a					=tokenizer.tokenize('''UNwant\u00E9d,running'''		)
       self.assertListEqual(__A				,					['''un''', '''##want''', '''##ed''', ''',''', '''runn''', '''##ing''']		)
       self.assertListEqual(tokenizer.convert_tokens_to_ids(__A		)				,					[9, 6, 7, 12, 10, 11]		)
  
  
   def    SCREAMING_SNAKE_CASE							(	self		)      ->  int:
  
  
  
  
  
  
       if not self.test_rust_tokenizer:
           return
  
       a					=self.get_tokenizer()
       a					=self.get_rust_tokenizer()
  
       a					='''UNwant\u00E9d,running'''
  
       a					=tokenizer.tokenize(__A		)
       a					=rust_tokenizer.tokenize(__A		)
       self.assertListEqual(__A				,					__A		)
  
       a					=tokenizer.encode(__A				,					add_special_tokens=__A		)
       a					=rust_tokenizer.encode(__A				,					add_special_tokens=__A		)
       self.assertListEqual(__A				,					__A		)
  
       a					=self.get_rust_tokenizer()
       a					=tokenizer.encode(__A		)
       a					=rust_tokenizer.encode(__A		)
       self.assertListEqual(__A				,					__A		)
  
       # With lower casing
       a					=self.get_tokenizer(do_lower_case=__A		)
       a					=self.get_rust_tokenizer(do_lower_case=__A		)
  
       a					='''UNwant\u00E9d,running'''
  
       a					=tokenizer.tokenize(__A		)
       a					=rust_tokenizer.tokenize(__A		)
       self.assertListEqual(__A				,					__A		)
  
       a					=tokenizer.encode(__A				,					add_special_tokens=__A		)
       a					=rust_tokenizer.encode(__A				,					add_special_tokens=__A		)
       self.assertListEqual(__A				,					__A		)
  
       a					=self.get_rust_tokenizer()
       a					=tokenizer.encode(__A		)
       a					=rust_tokenizer.encode(__A		)
       self.assertListEqual(__A				,					__A		)
  
  
   def    SCREAMING_SNAKE_CASE							(	self		)      ->  str:
       a					=BasicTokenizer()
  
       self.assertListEqual(tokenizer.tokenize('''ah\u535A\u63A8zz'''		)				,					['''ah''', '''\u535A''', '''\u63A8''', '''zz''']		)
  
  
   def    SCREAMING_SNAKE_CASE							(	self		)      ->  Any:
       a					=BasicTokenizer(do_lower_case=__A		)
  
       self.assertListEqual(
           tokenizer.tokenize(''' \tHeLLo!how  \n Are yoU?  '''		)				,					['''hello''', '''!''', '''how''', '''are''', '''you''', '''?''']		)
       self.assertListEqual(tokenizer.tokenize('''H\u00E9llo'''		)				,					['''hello''']		)
  
  
   def    SCREAMING_SNAKE_CASE							(	self		)      ->  Union[str, Any]:
       a					=BasicTokenizer(do_lower_case=__A				,					strip_accents=__A		)
  
       self.assertListEqual(
           tokenizer.tokenize(''' \tHäLLo!how  \n Are yoU?  '''		)				,					['''hällo''', '''!''', '''how''', '''are''', '''you''', '''?''']		)
       self.assertListEqual(tokenizer.tokenize('''H\u00E9llo'''		)				,					['''h\u00E9llo''']		)
  
  
   def    SCREAMING_SNAKE_CASE							(	self		)      ->  int:
       a					=BasicTokenizer(do_lower_case=__A				,					strip_accents=__A		)
  
       self.assertListEqual(
           tokenizer.tokenize(''' \tHäLLo!how  \n Are yoU?  '''		)				,					['''hallo''', '''!''', '''how''', '''are''', '''you''', '''?''']		)
       self.assertListEqual(tokenizer.tokenize('''H\u00E9llo'''		)				,					['''hello''']		)
  
  
   def    SCREAMING_SNAKE_CASE							(	self		)      ->  List[str]:
       a					=BasicTokenizer(do_lower_case=__A		)
  
       self.assertListEqual(
           tokenizer.tokenize(''' \tHäLLo!how  \n Are yoU?  '''		)				,					['''hallo''', '''!''', '''how''', '''are''', '''you''', '''?''']		)
       self.assertListEqual(tokenizer.tokenize('''H\u00E9llo'''		)				,					['''hello''']		)
  
  
   def    SCREAMING_SNAKE_CASE							(	self		)      ->  str:
       a					=BasicTokenizer(do_lower_case=__A		)
  
       self.assertListEqual(
           tokenizer.tokenize(''' \tHeLLo!how  \n Are yoU?  '''		)				,					['''HeLLo''', '''!''', '''how''', '''Are''', '''yoU''', '''?''']		)
  
  
   def    SCREAMING_SNAKE_CASE							(	self		)      ->  Optional[Any]:
       a					=BasicTokenizer(do_lower_case=__A				,					strip_accents=__A		)
  
       self.assertListEqual(
           tokenizer.tokenize(''' \tHäLLo!how  \n Are yoU?  '''		)				,					['''HäLLo''', '''!''', '''how''', '''Are''', '''yoU''', '''?''']		)
  
  
   def    SCREAMING_SNAKE_CASE							(	self		)      ->  List[Any]:
       a					=BasicTokenizer(do_lower_case=__A				,					strip_accents=__A		)
  
       self.assertListEqual(
           tokenizer.tokenize(''' \tHäLLo!how  \n Are yoU?  '''		)				,					['''HaLLo''', '''!''', '''how''', '''Are''', '''yoU''', '''?''']		)
  
  
   def    SCREAMING_SNAKE_CASE							(	self		)      ->  Optional[int]:
       a					=BasicTokenizer(do_lower_case=__A				,					never_split=['''[UNK]''']		)
  
       self.assertListEqual(
           tokenizer.tokenize(''' \tHeLLo!how  \n Are yoU? [UNK]'''		)				,					['''HeLLo''', '''!''', '''how''', '''Are''', '''yoU''', '''?''', '''[UNK]''']		)
  
  
   def    SCREAMING_SNAKE_CASE							(	self		)      ->  List[Any]:
       a					=['''[UNK]''', '''[CLS]''', '''[SEP]''', '''want''', '''##want''', '''##ed''', '''wa''', '''un''', '''runn''', '''##ing''']
  
       a					={}
       for i, token in enumerate(__A		):
           a					=i
       a					=WordpieceTokenizer(vocab=__A				,					unk_token='''[UNK]'''		)
  
       self.assertListEqual(tokenizer.tokenize(''''''		)				,					[]		)
  
       self.assertListEqual(tokenizer.tokenize('''unwanted running'''		)				,					['''un''', '''##want''', '''##ed''', '''runn''', '''##ing''']		)
  
       self.assertListEqual(tokenizer.tokenize('''unwantedX running'''		)				,					['''[UNK]''', '''runn''', '''##ing''']		)
  
  
   def    SCREAMING_SNAKE_CASE							(	self		)      ->  Dict:
       self.assertTrue(_is_whitespace(''' '''		)		)
       self.assertTrue(_is_whitespace('''\t'''		)		)
       self.assertTrue(_is_whitespace('''\r'''		)		)
       self.assertTrue(_is_whitespace('''\n'''		)		)
       self.assertTrue(_is_whitespace('''\u00A0'''		)		)
  
       self.assertFalse(_is_whitespace('''A'''		)		)
       self.assertFalse(_is_whitespace('''-'''		)		)
  
  
   def    SCREAMING_SNAKE_CASE							(	self		)      ->  int:
       self.assertTrue(_is_control('''\u0005'''		)		)
  
       self.assertFalse(_is_control('''A'''		)		)
       self.assertFalse(_is_control(''' '''		)		)
       self.assertFalse(_is_control('''\t'''		)		)
       self.assertFalse(_is_control('''\r'''		)		)
  
  
   def    SCREAMING_SNAKE_CASE							(	self		)      ->  Dict:
       self.assertTrue(_is_punctuation('''-'''		)		)
       self.assertTrue(_is_punctuation('''$'''		)		)
       self.assertTrue(_is_punctuation('''`'''		)		)
       self.assertTrue(_is_punctuation('''.'''		)		)
  
       self.assertFalse(_is_punctuation('''A'''		)		)
       self.assertFalse(_is_punctuation(''' '''		)		)
  
  
   def    SCREAMING_SNAKE_CASE							(	self		)      ->  Any:
       a					=self.get_tokenizer()
  
       # Example taken from the issue https://github.com/huggingface/tokenizers/issues/340
       self.assertListEqual([tokenizer.tokenize(__A		) for t in ['''Test''', '''\xad''', '''test''']]				,					[['''[UNK]'''], [], ['''[UNK]''']]		)
  
       if self.test_rust_tokenizer:
           a					=self.get_rust_tokenizer()
           self.assertListEqual(
               [rust_tokenizer.tokenize(__A		) for t in ['''Test''', '''\xad''', '''test''']]				,					[['''[UNK]'''], [], ['''[UNK]''']]		)
  
  
   @slow
   def    SCREAMING_SNAKE_CASE							(	self		)      ->  Optional[int]:
       a					=self.tokenizer_class.from_pretrained('''bert-base-uncased'''		)
  
       a					=tokenizer.encode('''sequence builders'''				,					add_special_tokens=__A		)
       a					=tokenizer.encode('''multi-sequence build'''				,					add_special_tokens=__A		)
  
       a					=tokenizer.build_inputs_with_special_tokens(__A		)
       a					=tokenizer.build_inputs_with_special_tokens(__A				,					__A		)
  
       assert encoded_sentence == [101] + text + [102]
       assert encoded_pair == [101] + text + [102] + text_a + [102]
  
  
   def    SCREAMING_SNAKE_CASE							(	self		)      ->  Optional[int]:
  
  
  
  
  
  
       for tokenizer, pretrained_name, kwargs in self.tokenizers_list:
           with self.subTest(f'''{tokenizer.__class__.__name__} ({pretrained_name})'''		):
               a					=self.rust_tokenizer_class.from_pretrained(__A				,					**__A		)
  
               a					=f'''A, naïve {tokenizer_r.mask_token} AllenNLP sentence.'''
               a					=tokenizer_r.encode_plus(
                   __A				,					return_attention_mask=__A				,					return_token_type_ids=__A				,					return_offsets_mapping=__A				,					add_special_tokens=__A				,					)
  
               a					=tokenizer_r.do_lower_case if hasattr(__A				,					'''do_lower_case'''		) else False
               a					=(
                   [
                       ((0, 0), tokenizer_r.cls_token),
                       ((0, 1), '''A'''),
                       ((1, 2), ''','''),
                       ((3, 5), '''na'''),
                       ((5, 6), '''##ï'''),
                       ((6, 8), '''##ve'''),
                       ((9, 15), tokenizer_r.mask_token),
                       ((16, 21), '''Allen'''),
                       ((21, 23), '''##NL'''),
                       ((23, 24), '''##P'''),
                       ((25, 33), '''sentence'''),
                       ((33, 34), '''.'''),
                       ((0, 0), tokenizer_r.sep_token),
                   ]
                   if not do_lower_case
                   else [
                       ((0, 0), tokenizer_r.cls_token),
                       ((0, 1), '''a'''),
                       ((1, 2), ''','''),
                       ((3, 8), '''naive'''),
                       ((9, 15), tokenizer_r.mask_token),
                       ((16, 21), '''allen'''),
                       ((21, 23), '''##nl'''),
                       ((23, 24), '''##p'''),
                       ((25, 33), '''sentence'''),
                       ((33, 34), '''.'''),
                       ((0, 0), tokenizer_r.sep_token),
                   ]
               )
  
               self.assertEqual(
                   [e[1] for e in expected_results]				,					tokenizer_r.convert_ids_to_tokens(tokens['''input_ids''']		)		)
               self.assertEqual([e[0] for e in expected_results]				,					tokens['''offset_mapping''']		)
  
  
  
  
  
   @slow
   def    SCREAMING_SNAKE_CASE							(	self		)      ->  Optional[int]:
  
  
  
  
  
  
       for tokenizer, pretrained_name, kwargs in self.tokenizers_list:
           with self.subTest(f'''{tokenizer.__class__.__name__} ({pretrained_name})'''		):
               a					=self.rust_tokenizer_class.from_pretrained(__A				,					**__A		)
               a					=self.tokenizer_class.from_pretrained(__A				,					**__A		)
               a					=[['''Hello world!''', '''Nice to meet you!'''], ['''The cute cat.''', '''The adorable dog.''']]
  
               a					=tokenizer_r.batch_encode_candidates(__A				,					max_length=10				,					return_tensors='''np'''		)
               a					=tokenizer_p.batch_encode_candidates(__A				,					max_length=10				,					return_tensors='''np'''		)
  
               a					=(2, 2, 10)
  
               self.assertEqual(encoded_sentence_r['''input_ids'''].shape				,					__A		)
               self.assertEqual(encoded_sentence_r['''attention_mask'''].shape				,					__A		)
               self.assertEqual(encoded_sentence_r['''token_type_ids'''].shape				,					__A		)
  
               self.assertEqual(encoded_sentence_p['''input_ids'''].shape				,					__A		)
               self.assertEqual(encoded_sentence_p['''attention_mask'''].shape				,					__A		)
               self.assertEqual(encoded_sentence_p['''token_type_ids'''].shape				,					__A		)
style_context: 
  
  
  """simple docstring"""
  
  
  
  
  
  
  
  from math import gcd
  def _A		(		lowercase = 1_20_00	):
  
  
  
  
  
  
  
      """simple docstring"""
      a					=0
      for d in range(max_d + 1	):
          for n in range(d // 3 + 1 ,					(d + 1) // 2	):
              if gcd(lowercase ,					lowercase	) == 1:
                  fractions_number += 1
      return fractions_number
  
  
  if __name__ == "__main__":
         print(F'{solution() = }')