code: 
  
  
  import os
  import unittest
  
  from transformers import ElectraTokenizerFast
  from transformers.models.electra.tokenization_electra import (
      VOCAB_FILES_NAMES,
      BasicTokenizer,
      ElectraTokenizer,
      WordpieceTokenizer,
      _is_control,
      _is_punctuation,
      _is_whitespace,
  )
  from transformers.testing_utils import require_tokenizers, slow
  
  from ...test_tokenization_common import TokenizerTesterMixin, filter_non_english
  
  
  @require_tokenizers
  class 		_SCREAMING_SNAKE_CASE    (	A       ,  unittest.TestCase    ):
       __SCREAMING_SNAKE_CASE    				=						ElectraTokenizer
       __SCREAMING_SNAKE_CASE    				=						ElectraTokenizerFast
       __SCREAMING_SNAKE_CASE    				=						True
       __SCREAMING_SNAKE_CASE    				=						True
       __SCREAMING_SNAKE_CASE    				=						filter_non_english
  
  
       def 					__snake_case(     self						):
         super().setUp()
  
         _UpperCAmelCase		:       List[Any]       =    [
             """[UNK]""",
             """[CLS]""",
             """[SEP]""",
             """[PAD]""",
             """[MASK]""",
             """want""",
             """##want""",
             """##ed""",
             """wa""",
             """un""",
             """runn""",
             """##ing""",
             """,""",
             """low""",
             """lowest""",
         ]
         _UpperCAmelCase		:       List[str]       =    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 					__snake_case(     self       ,				A_						):
         _UpperCAmelCase		:       List[str]       =    """UNwant\u00E9d,running"""
         _UpperCAmelCase		:       str       =    """unwanted, running"""
         return input_text, output_text
  
  
       def 					__snake_case(     self						):
         _UpperCAmelCase		:       Optional[int]       =    self.tokenizer_class(self.vocab_file						)
  
         _UpperCAmelCase		:       int       =    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 					__snake_case(     self						):
         if not self.test_rust_tokenizer:
           return
  
         _UpperCAmelCase		:       Tuple       =    self.get_tokenizer()
         _UpperCAmelCase		:       Union[str, Any]       =    self.get_rust_tokenizer()
  
         _UpperCAmelCase		:       int       =    """UNwant\u00E9d,running"""
  
         _UpperCAmelCase		:       Any       =    tokenizer.tokenize(A_						)
         _UpperCAmelCase		:       Optional[int]       =    rust_tokenizer.tokenize(A_						)
         self.assertListEqual(A_       ,				A_						)
  
         _UpperCAmelCase		:       Any       =    tokenizer.encode(A_       ,				add_special_tokens=A_						)
         _UpperCAmelCase		:       Dict       =    rust_tokenizer.encode(A_       ,				add_special_tokens=A_						)
         self.assertListEqual(A_       ,				A_						)
  
         _UpperCAmelCase		:       List[str]       =    self.get_rust_tokenizer()
         _UpperCAmelCase		:       Union[str, Any]       =    tokenizer.encode(A_						)
         _UpperCAmelCase		:       str       =    rust_tokenizer.encode(A_						)
         self.assertListEqual(A_       ,				A_						)
  
         # With lower casing
         _UpperCAmelCase		:       List[str]       =    self.get_tokenizer(do_lower_case=A_						)
         _UpperCAmelCase		:       List[Any]       =    self.get_rust_tokenizer(do_lower_case=A_						)
  
         _UpperCAmelCase		:       Union[str, Any]       =    """UNwant\u00E9d,running"""
  
         _UpperCAmelCase		:       List[str]       =    tokenizer.tokenize(A_						)
         _UpperCAmelCase		:       Optional[Any]       =    rust_tokenizer.tokenize(A_						)
         self.assertListEqual(A_       ,				A_						)
  
         _UpperCAmelCase		:       Optional[Any]       =    tokenizer.encode(A_       ,				add_special_tokens=A_						)
         _UpperCAmelCase		:       Tuple       =    rust_tokenizer.encode(A_       ,				add_special_tokens=A_						)
         self.assertListEqual(A_       ,				A_						)
  
         _UpperCAmelCase		:       Dict       =    self.get_rust_tokenizer()
         _UpperCAmelCase		:       List[str]       =    tokenizer.encode(A_						)
         _UpperCAmelCase		:       List[Any]       =    rust_tokenizer.encode(A_						)
         self.assertListEqual(A_       ,				A_						)
  
  
       def 					__snake_case(     self						):
         _UpperCAmelCase		:       str       =    BasicTokenizer()
  
         self.assertListEqual(tokenizer.tokenize("""ah\u535A\u63A8zz"""						)       ,				["""ah""", """\u535A""", """\u63A8""", """zz"""]						)
  
  
       def 					__snake_case(     self						):
         _UpperCAmelCase		:       Union[str, Any]       =    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 					__snake_case(     self						):
         _UpperCAmelCase		:       Dict       =    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 					__snake_case(     self						):
         _UpperCAmelCase		:       List[str]       =    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 					__snake_case(     self						):
         _UpperCAmelCase		:       Optional[int]       =    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 					__snake_case(     self						):
         _UpperCAmelCase		:       Optional[int]       =    BasicTokenizer(do_lower_case=A_						)
  
         self.assertListEqual(
             tokenizer.tokenize(""" \tHeLLo!how  \n Are yoU?  """						)       ,				["""HeLLo""", """!""", """how""", """Are""", """yoU""", """?"""]						)
  
  
       def 					__snake_case(     self						):
         _UpperCAmelCase		:       int       =    BasicTokenizer(do_lower_case=A_       ,				strip_accents=A_						)
  
         self.assertListEqual(
             tokenizer.tokenize(""" \tHäLLo!how  \n Are yoU?  """						)       ,				["""HäLLo""", """!""", """how""", """Are""", """yoU""", """?"""]						)
  
  
       def 					__snake_case(     self						):
         _UpperCAmelCase		:       Any       =    BasicTokenizer(do_lower_case=A_       ,				strip_accents=A_						)
  
         self.assertListEqual(
             tokenizer.tokenize(""" \tHäLLo!how  \n Are yoU?  """						)       ,				["""HaLLo""", """!""", """how""", """Are""", """yoU""", """?"""]						)
  
  
       def 					__snake_case(     self						):
         _UpperCAmelCase		:       Tuple       =    BasicTokenizer(do_lower_case=A_       ,				never_split=["""[UNK]"""]						)
  
         self.assertListEqual(
             tokenizer.tokenize(""" \tHeLLo!how  \n Are yoU? [UNK]"""						)       ,				["""HeLLo""", """!""", """how""", """Are""", """yoU""", """?""", """[UNK]"""]						)
  
  
       def 					__snake_case(     self						):
         _UpperCAmelCase		:       List[str]       =    ["""[UNK]""", """[CLS]""", """[SEP]""", """want""", """##want""", """##ed""", """wa""", """un""", """runn""", """##ing"""]
  
         _UpperCAmelCase		:       Any       =    {}
         for i, token in enumerate(A_						):
           _UpperCAmelCase		:       int       =    i
         _UpperCAmelCase		:       Dict       =    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 					__snake_case(     self						):
         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 					__snake_case(     self						):
         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 					__snake_case(     self						):
         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 					__snake_case(     self						):
         _UpperCAmelCase		:       Union[str, Any]       =    self.get_tokenizer()
         _UpperCAmelCase		:       List[Any]       =    self.get_rust_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]"""]]						)
  
         self.assertListEqual(
             [rust_tokenizer.tokenize(A_						) for t in ["""Test""", """\xad""", """test"""]]       ,				[["""[UNK]"""], [], ["""[UNK]"""]]						)
  
  
       @slow
       def 					__snake_case(     self						):
         _UpperCAmelCase		:       Optional[int]       =    self.tokenizer_class.from_pretrained("""google/electra-base-discriminator"""						)
  
         _UpperCAmelCase		:       Any       =    tokenizer.encode("""sequence builders"""       ,				add_special_tokens=A_						)
         _UpperCAmelCase		:       Any       =    tokenizer.encode("""multi-sequence build"""       ,				add_special_tokens=A_						)
  
         _UpperCAmelCase		:       Optional[Any]       =    tokenizer.build_inputs_with_special_tokens(A_						)
         _UpperCAmelCase		:       str       =    tokenizer.build_inputs_with_special_tokens(A_       ,				A_						)
  
         assert encoded_sentence == [1_01] + text + [1_02]
         assert encoded_pair == [1_01] + text + [1_02] + text_a + [1_02]
  
  
       def 					__snake_case(     self						):
         for tokenizer, pretrained_name, kwargs in self.tokenizers_list:
           with self.subTest(F'''{tokenizer.__class__.__name__} ({pretrained_name})'''						):
             _UpperCAmelCase		:       int       =    self.rust_tokenizer_class.from_pretrained(A_       ,				**A_						)
  
             _UpperCAmelCase		:       Any       =    F'''A, naïve {tokenizer_r.mask_token} AllenNLP sentence.'''
             _UpperCAmelCase		:       List[str]       =    tokenizer_r.encode_plus(
                 A_       ,				return_attention_mask=A_       ,				return_token_type_ids=A_       ,				return_offsets_mapping=A_       ,				add_special_tokens=A_       ,				)
  
             _UpperCAmelCase		:       int       =    tokenizer_r.do_lower_case if hasattr(A_       ,				"""do_lower_case"""						) else False
             _UpperCAmelCase		:       Any       =    (
                 [
                     ((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"""]						)
  
  
  
  
       def 					__snake_case(     self						):
         _UpperCAmelCase		:       Tuple       =    ["""的""", """人""", """有"""]
         _UpperCAmelCase		:       List[str]       =    """""".join(A_						)
         for tokenizer, pretrained_name, kwargs in self.tokenizers_list:
           with self.subTest(F'''{tokenizer.__class__.__name__} ({pretrained_name})'''						):
             _UpperCAmelCase		:       List[Any]       =    True
             _UpperCAmelCase		:       Tuple       =    self.tokenizer_class.from_pretrained(A_       ,				**A_						)
             _UpperCAmelCase		:       List[str]       =    self.rust_tokenizer_class.from_pretrained(A_       ,				**A_						)
  
             _UpperCAmelCase		:       List[str]       =    tokenizer_p.encode(A_       ,				add_special_tokens=A_						)
             _UpperCAmelCase		:       Optional[Any]       =    tokenizer_r.encode(A_       ,				add_special_tokens=A_						)
  
             _UpperCAmelCase		:       Optional[int]       =    tokenizer_r.convert_ids_to_tokens(A_						)
             _UpperCAmelCase		:       Any       =    tokenizer_p.convert_ids_to_tokens(A_						)
  
             # it is expected that each Chinese character is not preceded by "##"
             self.assertListEqual(A_       ,				A_						)
             self.assertListEqual(A_       ,				A_						)
  
             _UpperCAmelCase		:       Dict       =    False
             _UpperCAmelCase		:       Any       =    self.rust_tokenizer_class.from_pretrained(A_       ,				**A_						)
             _UpperCAmelCase		:       int       =    self.tokenizer_class.from_pretrained(A_       ,				**A_						)
  
             _UpperCAmelCase		:       List[Any]       =    tokenizer_r.encode(A_       ,				add_special_tokens=A_						)
             _UpperCAmelCase		:       Dict       =    tokenizer_p.encode(A_       ,				add_special_tokens=A_						)
  
             _UpperCAmelCase		:       Union[str, Any]       =    tokenizer_r.convert_ids_to_tokens(A_						)
             _UpperCAmelCase		:       Optional[int]       =    tokenizer_p.convert_ids_to_tokens(A_						)
  
             # it is expected that only the first Chinese character is not preceded by "##".
             _UpperCAmelCase		:       int       =    [
                 F'''##{token}''' if idx != 0 else token for idx, token in enumerate(A_						)
             ]
             self.assertListEqual(A_       ,				A_						)
             self.assertListEqual(A_       ,				A_						)
  
  
  
  
  
  
style_context: 
  
  
  import os
  
  import requests
  from bsa import BeautifulSoup
  from fake_useragent import UserAgent
  
  SCREAMING_SNAKE_CASE__				:    int         =    {'UserAgent': UserAgent().random}
  SCREAMING_SNAKE_CASE__				:    Tuple         =    'https://www.mywaifulist.moe/random'
  
  
  
  
  def       a__						(		snake_case__				:       str	,      snake_case__				:       str    ):
    _UpperCAmelCase		:       Any       =    requests.get(snake_case__	,      headers=snake_case__    )
    with open(snake_case__	,      """wb"""    ) as file:
      file.write(image.content    )
  
  
  
  
  def       a__						(		):
    _UpperCAmelCase		:       List[Any]       =    BeautifulSoup(requests.get(snake_case__	,      headers=snake_case__    ).text	,      """html.parser"""    )
    _UpperCAmelCase		:       Optional[int]       =    soup.find("""meta"""	,      attrs={"""property""": """og:title"""}    ).attrs["""content"""]
    _UpperCAmelCase		:       int       =    soup.find("""meta"""	,      attrs={"""property""": """og:image"""}    ).attrs["""content"""]
    _UpperCAmelCase		:       Any       =    soup.find("""p"""	,      id="""description"""    ).get_text()
    _UpperCAmelCase,_UpperCAmelCase		:       Dict       =    os.path.splitext(os.path.basename(snake_case__    )    )
    _UpperCAmelCase		:       Tuple       =    title.strip().replace(""" """	,      """_"""    )
    _UpperCAmelCase		:       Optional[Any]       =    f'''{image_title}{image_extension}'''
    save_image(snake_case__	,      snake_case__    )
    return (title, description, image_title)
  
  
  if __name__ == "__main__":
   SCREAMING_SNAKE_CASE__     ,				SCREAMING_SNAKE_CASE__     ,				SCREAMING_SNAKE_CASE__				:    Optional[int]         =    random_anime_character()
   print(F'{title}\n\n{desc}\n\nImage saved : {image_title}')
  
  
  
  
  
  