



'''simple docstring'''





import os
import unittest

from transformers import MobileBertTokenizer, MobileBertTokenizerFast
from transformers.models.bert.tokenization_bert import (
    VOCAB_FILES_NAMES,
    BasicTokenizer,
    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    lowerCamelCase_       (							SCREAMING_SNAKE_CASE_  ,  unittest.TestCase	):
  """simple docstring"""




  a_				   =MobileBertTokenizer
  a_				   =MobileBertTokenizerFast
  a_				   =True
  a_				   =True
  a_				   =filter_non_english
  a_				   ="""google/mobilebert-uncased"""




  def 		_lowercase	(					self :      Optional[int]  )   ->   List[str]:
    super().setUp()

    __lowerCamelCase			:			List[str]       			=					[
        '[UNK]',
        '[CLS]',
        '[SEP]',
        '[PAD]',
        '[MASK]',
        'want',
        '##want',
        '##ed',
        'wa',
        'un',
        'runn',
        '##ing',
        ',',
        'low',
        'lowest',
    ]
    __lowerCamelCase			:			Tuple       			=					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]  )  )

    __lowerCamelCase			:			Tuple       			=					[
        (tokenizer_def[0], self.pre_trained_model_path, tokenizer_def[2])  # else the 'google/' prefix is stripped
        for tokenizer_def in self.tokenizers_list
    ]




  def 		_lowercase	(					self :      Any     ,      _a :      Optional[Any]  )   ->   Optional[int]:
    __lowerCamelCase			:			str       			=					'UNwant\u00E9d,running'
    __lowerCamelCase			:			int       			=					'unwanted, running'
    return input_text, output_text




  def 		_lowercase	(					self :      Union[str, Any]  )   ->   List[Any]:
    __lowerCamelCase			:			Dict       			=					self.tokenizer_class(self.vocab_file  )

    __lowerCamelCase			:			List[Any]       			=					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 		_lowercase	(					self :      int  )   ->   str:
    if not self.test_rust_tokenizer:
      return

    __lowerCamelCase			:			int       			=					self.get_tokenizer()
    __lowerCamelCase			:			Optional[Any]       			=					self.get_rust_tokenizer()

    __lowerCamelCase			:			int       			=					'UNwant\u00E9d,running'

    __lowerCamelCase			:			Dict       			=					tokenizer.tokenize(_a  )
    __lowerCamelCase			:			str       			=					rust_tokenizer.tokenize(_a  )
    self.assertListEqual(_a     ,      _a  )

    __lowerCamelCase			:			List[str]       			=					tokenizer.encode(_a     ,      add_special_tokens=_a  )
    __lowerCamelCase			:			str       			=					rust_tokenizer.encode(_a     ,      add_special_tokens=_a  )
    self.assertListEqual(_a     ,      _a  )

    __lowerCamelCase			:			str       			=					self.get_rust_tokenizer()
    __lowerCamelCase			:			Union[str, Any]       			=					tokenizer.encode(_a  )
    __lowerCamelCase			:			List[str]       			=					rust_tokenizer.encode(_a  )
    self.assertListEqual(_a     ,      _a  )

    # With lower casing
    __lowerCamelCase			:			Optional[Any]       			=					self.get_tokenizer(do_lower_case=_a  )
    __lowerCamelCase			:			Optional[Any]       			=					self.get_rust_tokenizer(do_lower_case=_a  )

    __lowerCamelCase			:			Tuple       			=					'UNwant\u00E9d,running'

    __lowerCamelCase			:			Tuple       			=					tokenizer.tokenize(_a  )
    __lowerCamelCase			:			Any       			=					rust_tokenizer.tokenize(_a  )
    self.assertListEqual(_a     ,      _a  )

    __lowerCamelCase			:			Optional[Any]       			=					tokenizer.encode(_a     ,      add_special_tokens=_a  )
    __lowerCamelCase			:			str       			=					rust_tokenizer.encode(_a     ,      add_special_tokens=_a  )
    self.assertListEqual(_a     ,      _a  )

    __lowerCamelCase			:			int       			=					self.get_rust_tokenizer()
    __lowerCamelCase			:			List[str]       			=					tokenizer.encode(_a  )
    __lowerCamelCase			:			List[Any]       			=					rust_tokenizer.encode(_a  )
    self.assertListEqual(_a     ,      _a  )




  def 		_lowercase	(					self :      Union[str, Any]  )   ->   int:
    __lowerCamelCase			:			Dict       			=					BasicTokenizer()

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




  def 		_lowercase	(					self :      Optional[Any]  )   ->   Optional[Any]:
    __lowerCamelCase			:			str       			=					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 		_lowercase	(					self :      Any  )   ->   Optional[Any]:
    __lowerCamelCase			:			Union[str, Any]       			=					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 		_lowercase	(					self :      Any  )   ->   Any:
    __lowerCamelCase			:			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 		_lowercase	(					self :      Dict  )   ->   Dict:
    __lowerCamelCase			:			str       			=					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 		_lowercase	(					self :      Tuple  )   ->   Tuple:
    __lowerCamelCase			:			List[str]       			=					BasicTokenizer(do_lower_case=_a  )

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




  def 		_lowercase	(					self :      Union[str, Any]  )   ->   List[str]:
    __lowerCamelCase			:			Dict       			=					BasicTokenizer(do_lower_case=_a     ,      strip_accents=_a  )

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




  def 		_lowercase	(					self :      List[str]  )   ->   Tuple:
    __lowerCamelCase			:			Union[str, Any]       			=					BasicTokenizer(do_lower_case=_a     ,      strip_accents=_a  )

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




  def 		_lowercase	(					self :      Optional[Any]  )   ->   Union[str, Any]:
    __lowerCamelCase			:			int       			=					BasicTokenizer(do_lower_case=_a     ,      never_split=['[UNK]']  )

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




  def 		_lowercase	(					self :      List[Any]  )   ->   str:
    __lowerCamelCase			:			str       			=					['[UNK]', '[CLS]', '[SEP]', 'want', '##want', '##ed', 'wa', 'un', 'runn', '##ing']

    __lowerCamelCase			:			Optional[Any]       			=					{}
    for i, token in enumerate(_a  ):
      __lowerCamelCase			:			Tuple       			=					i
    __lowerCamelCase			:			List[Any]       			=					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 		_lowercase	(					self :      Any  )   ->   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 		_lowercase	(					self :      Tuple  )   ->   Union[str, Any]:
    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 		_lowercase	(					self :      Union[str, Any]  )   ->   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 		_lowercase	(					self :      int  )   ->   Optional[int]:
    __lowerCamelCase			:			Optional[int]       			=					self.get_tokenizer()
    __lowerCamelCase			:			Dict       			=					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 		_lowercase	(					self :      Optional[int]  )   ->   List[str]:
    __lowerCamelCase			:			Dict       			=					self.tokenizer_class.from_pretrained('google/mobilebert-uncased'  )

    __lowerCamelCase			:			Union[str, Any]       			=					tokenizer.encode('sequence builders'     ,      add_special_tokens=_a  )
    __lowerCamelCase			:			Optional[Any]       			=					tokenizer.encode('multi-sequence build'     ,      add_special_tokens=_a  )

    __lowerCamelCase			:			List[str]       			=					tokenizer.build_inputs_with_special_tokens(_a  )
    __lowerCamelCase			:			Tuple       			=					tokenizer.build_inputs_with_special_tokens(_a     ,      _a  )

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




  def 		_lowercase	(					self :      List[str]  )   ->   List[Any]:
    for tokenizer, pretrained_name, kwargs in self.tokenizers_list:
      with self.subTest(f'{tokenizer.__class__.__name__} ({pretrained_name})'  ):
        __lowerCamelCase			:			List[Any]       			=					self.rust_tokenizer_class.from_pretrained(_a     ,      **_a  )

        __lowerCamelCase			:			Any       			=					f'A, naïve {tokenizer_r.mask_token} AllenNLP sentence.'
        __lowerCamelCase			:			Dict       			=					tokenizer_r.encode_plus(
            _a     ,      return_attention_mask=_a     ,      return_token_type_ids=_a     ,      return_offsets_mapping=_a     ,      add_special_tokens=_a     ,      )

        __lowerCamelCase			:			Any       			=					tokenizer_r.do_lower_case if hasattr(_a     ,      'do_lower_case'  ) else False
        __lowerCamelCase			:			List[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 		_lowercase	(					self :      Optional[int]  )   ->   Tuple:
    __lowerCamelCase			:			Tuple       			=					['的', '人', '有']
    __lowerCamelCase			:			Dict       			=					''.join(_a  )
    for tokenizer, pretrained_name, kwargs in self.tokenizers_list:
      with self.subTest(f'{tokenizer.__class__.__name__} ({pretrained_name})'  ):
        __lowerCamelCase			:			Optional[int]       			=					True
        __lowerCamelCase			:			Optional[int]       			=					self.tokenizer_class.from_pretrained(_a     ,      **_a  )
        __lowerCamelCase			:			int       			=					self.rust_tokenizer_class.from_pretrained(_a     ,      **_a  )

        __lowerCamelCase			:			Optional[Any]       			=					tokenizer_p.encode(_a     ,      add_special_tokens=_a  )
        __lowerCamelCase			:			Union[str, Any]       			=					tokenizer_r.encode(_a     ,      add_special_tokens=_a  )

        __lowerCamelCase			:			Tuple       			=					tokenizer_r.convert_ids_to_tokens(_a  )
        __lowerCamelCase			:			str       			=					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			:			Tuple       			=					False
        __lowerCamelCase			:			Any       			=					self.rust_tokenizer_class.from_pretrained(_a     ,      **_a  )
        __lowerCamelCase			:			Any       			=					self.tokenizer_class.from_pretrained(_a     ,      **_a  )

        __lowerCamelCase			:			Union[str, Any]       			=					tokenizer_r.encode(_a     ,      add_special_tokens=_a  )
        __lowerCamelCase			:			Tuple       			=					tokenizer_p.encode(_a     ,      add_special_tokens=_a  )

        __lowerCamelCase			:			str       			=					tokenizer_r.convert_ids_to_tokens(_a  )
        __lowerCamelCase			:			Optional[Any]       			=					tokenizer_p.convert_ids_to_tokens(_a  )

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











'''simple docstring'''





import string

def 			a_	(				_lowerCAmelCase			) -> str:
  __lowerCamelCase			:			Union[str, Any]       			=					''
  for i in sequence:
    __lowerCamelCase			:			Tuple       			=					ord(_lowerCAmelCase			)
    if 65 <= extract <= 90:
      output += chr(155 - extract			)
    elif 97 <= extract <= 122:
      output += chr(219 - extract			)
    else:
      output += i
  return output

def 			a_	(				_lowerCAmelCase			) -> str:
  __lowerCamelCase			:			Optional[Any]       			=					string.ascii_letters
  __lowerCamelCase			:			str       			=					string.ascii_lowercase[::-1] + string.ascii_uppercase[::-1]
  return "".join(
      letters_reversed[letters.index(_lowerCAmelCase			)] if c in letters else c for c in sequence			)

def 			a_	(				) -> None:
  from timeit import timeit

  print('Running performance benchmarks...'			)
  __lowerCamelCase			:			Tuple       			=					'from string import printable ; from __main__ import atbash, atbash_slow'
  print(F'> atbash_slow(): {timeit("atbash_slow(printable)"			,setup=_lowerCAmelCase			)} seconds'			)
  print(F'>      atbash(): {timeit("atbash(printable)"			,setup=_lowerCAmelCase			)} seconds'			)


if __name__ == "__main__":
   for example in ("ABCDEFGH", "123GGjj", "testStringtest", "with space"):
      print(f'''{example} encrypted in atbash: {atbash(example)}''')
   benchmark()






