




import os
import unittest

from transformers import BertTokenizerFast
from transformers.models.bert.tokenization_bert import (
    VOCAB_FILES_NAMES,
    BasicTokenizer,
    BertTokenizer,
    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   A(						UpperCamelCase							,				unittest.TestCase       ):



 '''simple docstring'''


 UpperCamelCase						       =						BertTokenizer
 UpperCamelCase						       =						BertTokenizerFast
 UpperCamelCase						       =						True
 UpperCamelCase						       =						True
 UpperCamelCase						       =						filter_non_english

 def     a__			(    self :  Any  )       ->     Any:

       """simple docstring"""






       super().setUp()

       lowerCamelCase_							=   [
           '[UNK]',
           '[CLS]',
           '[SEP]',
           '[PAD]',
           '[MASK]',
           'want',
           '##want',
           '##ed',
           'wa',
           'un',
           'runn',
           '##ing',
           ',',
           'low',
           'lowest',
       ]
       lowerCamelCase_							=   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     a__			(    self :  List[str]						,							A_ :  List[str]  )       ->     List[str]:

       """simple docstring"""






       lowerCamelCase_							=   'UNwant\u00E9d,running'
       lowerCamelCase_							=   'unwanted, running'
       return input_text, output_text

 def     a__			(    self :  str  )       ->     List[str]:

       """simple docstring"""






       lowerCamelCase_							=   self.tokenizer_class(self.vocab_file  )

       lowerCamelCase_							=   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     a__			(    self :  Optional[int]  )       ->     Optional[int]:

       """simple docstring"""






       if not self.test_rust_tokenizer:
             return

       lowerCamelCase_							=   self.get_tokenizer()
       lowerCamelCase_							=   self.get_rust_tokenizer()

       lowerCamelCase_							=   'UNwant\u00E9d,running'

       lowerCamelCase_							=   tokenizer.tokenize(A_  )
       lowerCamelCase_							=   rust_tokenizer.tokenize(A_  )
       self.assertListEqual(A_						,							A_  )

       lowerCamelCase_							=   tokenizer.encode(A_						,							add_special_tokens=A_  )
       lowerCamelCase_							=   rust_tokenizer.encode(A_						,							add_special_tokens=A_  )
       self.assertListEqual(A_						,							A_  )

       lowerCamelCase_							=   self.get_rust_tokenizer()
       lowerCamelCase_							=   tokenizer.encode(A_  )
       lowerCamelCase_							=   rust_tokenizer.encode(A_  )
       self.assertListEqual(A_						,							A_  )

       # With lower casing
       lowerCamelCase_							=   self.get_tokenizer(do_lower_case=A_  )
       lowerCamelCase_							=   self.get_rust_tokenizer(do_lower_case=A_  )

       lowerCamelCase_							=   'UNwant\u00E9d,running'

       lowerCamelCase_							=   tokenizer.tokenize(A_  )
       lowerCamelCase_							=   rust_tokenizer.tokenize(A_  )
       self.assertListEqual(A_						,							A_  )

       lowerCamelCase_							=   tokenizer.encode(A_						,							add_special_tokens=A_  )
       lowerCamelCase_							=   rust_tokenizer.encode(A_						,							add_special_tokens=A_  )
       self.assertListEqual(A_						,							A_  )

       lowerCamelCase_							=   self.get_rust_tokenizer()
       lowerCamelCase_							=   tokenizer.encode(A_  )
       lowerCamelCase_							=   rust_tokenizer.encode(A_  )
       self.assertListEqual(A_						,							A_  )

 def     a__			(    self :  Dict  )       ->     int:

       """simple docstring"""






       lowerCamelCase_							=   BasicTokenizer()

       self.assertListEqual(tokenizer.tokenize('ah\u535A\u63A8zz'  )						,							['ah', '\u535A', '\u63A8', 'zz']  )

 def     a__			(    self :  Union[str, Any]  )       ->     List[str]:

       """simple docstring"""






       lowerCamelCase_							=   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     a__			(    self :  str  )       ->     Union[str, Any]:

       """simple docstring"""






       lowerCamelCase_							=   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     a__			(    self :  List[Any]  )       ->     Any:

       """simple docstring"""






       lowerCamelCase_							=   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     a__			(    self :  str  )       ->     Dict:

       """simple docstring"""






       lowerCamelCase_							=   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     a__			(    self :  Optional[int]  )       ->     str:

       """simple docstring"""






       lowerCamelCase_							=   BasicTokenizer(do_lower_case=A_  )

       self.assertListEqual(
           tokenizer.tokenize(' \tHeLLo!how  \n Are yoU?  '  )						,							['HeLLo', '!', 'how', 'Are', 'yoU', '?']  )

 def     a__			(    self :  Dict  )       ->     Union[str, Any]:

       """simple docstring"""






       lowerCamelCase_							=   BasicTokenizer(do_lower_case=A_						,							strip_accents=A_  )

       self.assertListEqual(
           tokenizer.tokenize(' \tHäLLo!how  \n Are yoU?  '  )						,							['HäLLo', '!', 'how', 'Are', 'yoU', '?']  )

 def     a__			(    self :  str  )       ->     List[str]:

       """simple docstring"""






       lowerCamelCase_							=   BasicTokenizer(do_lower_case=A_						,							strip_accents=A_  )

       self.assertListEqual(
           tokenizer.tokenize(' \tHäLLo!how  \n Are yoU?  '  )						,							['HaLLo', '!', 'how', 'Are', 'yoU', '?']  )

 def     a__			(    self :  Union[str, Any]  )       ->     Optional[Any]:

       """simple docstring"""






       lowerCamelCase_							=   BasicTokenizer(do_lower_case=A_						,							never_split=['[UNK]']  )

       self.assertListEqual(
           tokenizer.tokenize(' \tHeLLo!how  \n Are yoU? [UNK]'  )						,							['HeLLo', '!', 'how', 'Are', 'yoU', '?', '[UNK]']  )

 def     a__			(    self :  int  )       ->     Optional[Any]:

       """simple docstring"""






       lowerCamelCase_							=   BasicTokenizer()
       lowerCamelCase_							=   'a\n\'ll !!to?\'d of, can\'t.'
       lowerCamelCase_							=   ['a', '\'', 'll', '!', '!', 'to', '?', '\'', 'd', 'of', ',', 'can', '\'', 't', '.']
       self.assertListEqual(tokenizer.tokenize(A_  )						,							A_  )

 def     a__			(    self :  Optional[int]  )       ->     Union[str, Any]:

       """simple docstring"""






       lowerCamelCase_							=   ['[UNK]', '[CLS]', '[SEP]', 'want', '##want', '##ed', 'wa', 'un', 'runn', '##ing']

       lowerCamelCase_							=   {}
       for i, token in enumerate(A_  ):
             lowerCamelCase_							=   i
       lowerCamelCase_							=   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     a__			(    self :  Tuple  )       ->     Any:

       """simple docstring"""






       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     a__			(    self :  str  )       ->     Optional[Any]:

       """simple docstring"""






       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     a__			(    self :  List[str]  )       ->     Optional[int]:

       """simple docstring"""






       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     a__			(    self :  int  )       ->     str:

       """simple docstring"""






       lowerCamelCase_							=   self.get_tokenizer()
       lowerCamelCase_							=   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     a__			(    self :  List[str]  )       ->     int:

       """simple docstring"""






       lowerCamelCase_							=   self.tokenizer_class.from_pretrained('bert-base-uncased'  )

       lowerCamelCase_							=   tokenizer.encode('sequence builders'						,							add_special_tokens=A_  )
       lowerCamelCase_							=   tokenizer.encode('multi-sequence build'						,							add_special_tokens=A_  )

       lowerCamelCase_							=   tokenizer.build_inputs_with_special_tokens(A_  )
       lowerCamelCase_							=   tokenizer.build_inputs_with_special_tokens(A_						,							A_  )

       assert encoded_sentence == [101] + text + [102]
       assert encoded_pair == [101] + text + [102] + text_a + [102]

 def     a__			(    self :  int  )       ->     str:

       """simple docstring"""






       for tokenizer, pretrained_name, kwargs in self.tokenizers_list:
             with self.subTest(f"""{tokenizer.__class__.__name__} ({pretrained_name})"""  ):
                   lowerCamelCase_							=   self.rust_tokenizer_class.from_pretrained(A_						,							**A_  )

                   lowerCamelCase_							=   f"""A, naïve {tokenizer_r.mask_token} AllenNLP sentence."""
                   lowerCamelCase_							=   tokenizer_r.encode_plus(
                       A_						,							return_attention_mask=A_						,							return_token_type_ids=A_						,							return_offsets_mapping=A_						,							add_special_tokens=A_						,							)

                   lowerCamelCase_							=   tokenizer_r.do_lower_case if hasattr(A_						,							'do_lower_case'  ) else False
                   lowerCamelCase_							=   (
                       [
                           ((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     a__			(    self :  Any  )       ->     Any:

       """simple docstring"""






       lowerCamelCase_							=   ['的', '人', '有']
       lowerCamelCase_							=   ''.join(A_  )
       for tokenizer, pretrained_name, kwargs in self.tokenizers_list:
             with self.subTest(f"""{tokenizer.__class__.__name__} ({pretrained_name})"""  ):
                   lowerCamelCase_							=   True
                   lowerCamelCase_							=   self.tokenizer_class.from_pretrained(A_						,							**A_  )
                   lowerCamelCase_							=   self.rust_tokenizer_class.from_pretrained(A_						,							**A_  )

                   lowerCamelCase_							=   tokenizer_p.encode(A_						,							add_special_tokens=A_  )
                   lowerCamelCase_							=   tokenizer_r.encode(A_						,							add_special_tokens=A_  )

                   lowerCamelCase_							=   tokenizer_r.convert_ids_to_tokens(A_  )
                   lowerCamelCase_							=   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_  )

                   lowerCamelCase_							=   False
                   lowerCamelCase_							=   self.rust_tokenizer_class.from_pretrained(A_						,							**A_  )
                   lowerCamelCase_							=   self.tokenizer_class.from_pretrained(A_						,							**A_  )

                   lowerCamelCase_							=   tokenizer_r.encode(A_						,							add_special_tokens=A_  )
                   lowerCamelCase_							=   tokenizer_p.encode(A_						,							add_special_tokens=A_  )

                   lowerCamelCase_							=   tokenizer_r.convert_ids_to_tokens(A_  )
                   lowerCamelCase_							=   tokenizer_p.convert_ids_to_tokens(A_  )

                   # it is expected that only the first Chinese character is not preceded by "##".
                   lowerCamelCase_							=   [
                       f"""##{token}""" if idx != 0 else token for idx, token in enumerate(A_  )
                   ]
                   self.assertListEqual(A_						,							A_  )
                   self.assertListEqual(A_						,							A_  )









import math

def       _SCREAMING_SNAKE_CASE      (							lowercase     :	float     ,							lowercase     :	float					):


      '''simple docstring'''



      return math.pow(lowercase     ,							2					) - a

def       _SCREAMING_SNAKE_CASE      (							lowercase     :	float					):


      '''simple docstring'''



      return 2 * x

def       _SCREAMING_SNAKE_CASE      (							lowercase     :	float					):


      '''simple docstring'''



      lowerCamelCase_							=   2.0

      while start <= a:
            lowerCamelCase_							=   math.pow(lowercase     ,							2					)

      return start

def       _SCREAMING_SNAKE_CASE      (							lowercase     :	float     ,							lowercase     :	int = 99_99     ,							lowercase     :	float = 0.00_0000_0000_0001					):


      '''simple docstring'''



      if a < 0:
            raise ValueError('math domain error'					)

      lowerCamelCase_							=   get_initial_point(lowercase					)

      for _ in range(lowercase					):
            lowerCamelCase_							=   value
            lowerCamelCase_							=   value - fx(lowercase     ,							lowercase					) / fx_derivative(lowercase					)
            if abs(prev_value - value					) < tolerance:
                  return value

      return value


if __name__ == "__main__":
 from doctest import testmod

 testmod()



