


'''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 					lowerCAmelCase_     (    UpperCAmelCase			,       unittest.TestCase  ):
       __UpperCAmelCase				=RealmTokenizer
       __UpperCAmelCase				=RealmTokenizerFast
       __UpperCAmelCase				=True
       __UpperCAmelCase				=True
       __UpperCAmelCase				=filter_non_english






       def      UpperCamelCase	(   self      )->			str:
            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      UpperCamelCase	(   self ,    _UpperCamelCase      )->			Tuple:
            _A				=       'UNwant\u00E9d,running'
            _A				=       'unwanted, running'
            return input_text, output_text






       def      UpperCamelCase	(   self      )->			int:
            _A				=       self.tokenizer_class(self.vocab_file      )

            _A				=       tokenizer.tokenize('UNwant\u00E9d,running'      )
            self.assertListEqual(_UpperCamelCase ,    ['un', '##want', '##ed', ',', 'runn', '##ing']      )
            self.assertListEqual(tokenizer.convert_tokens_to_ids(_UpperCamelCase      ) ,    [9, 6, 7, 12, 10, 11]      )






       def      UpperCamelCase	(   self      )->			str:
            if not self.test_rust_tokenizer:
                 return

            _A				=       self.get_tokenizer()
            _A				=       self.get_rust_tokenizer()

            _A				=       'UNwant\u00E9d,running'

            _A				=       tokenizer.tokenize(_UpperCamelCase      )
            _A				=       rust_tokenizer.tokenize(_UpperCamelCase      )
            self.assertListEqual(_UpperCamelCase ,    _UpperCamelCase      )

            _A				=       tokenizer.encode(_UpperCamelCase ,    add_special_tokens=_UpperCamelCase      )
            _A				=       rust_tokenizer.encode(_UpperCamelCase ,    add_special_tokens=_UpperCamelCase      )
            self.assertListEqual(_UpperCamelCase ,    _UpperCamelCase      )

            _A				=       self.get_rust_tokenizer()
            _A				=       tokenizer.encode(_UpperCamelCase      )
            _A				=       rust_tokenizer.encode(_UpperCamelCase      )
            self.assertListEqual(_UpperCamelCase ,    _UpperCamelCase      )

            # With lower casing
            _A				=       self.get_tokenizer(do_lower_case=_UpperCamelCase      )
            _A				=       self.get_rust_tokenizer(do_lower_case=_UpperCamelCase      )

            _A				=       'UNwant\u00E9d,running'

            _A				=       tokenizer.tokenize(_UpperCamelCase      )
            _A				=       rust_tokenizer.tokenize(_UpperCamelCase      )
            self.assertListEqual(_UpperCamelCase ,    _UpperCamelCase      )

            _A				=       tokenizer.encode(_UpperCamelCase ,    add_special_tokens=_UpperCamelCase      )
            _A				=       rust_tokenizer.encode(_UpperCamelCase ,    add_special_tokens=_UpperCamelCase      )
            self.assertListEqual(_UpperCamelCase ,    _UpperCamelCase      )

            _A				=       self.get_rust_tokenizer()
            _A				=       tokenizer.encode(_UpperCamelCase      )
            _A				=       rust_tokenizer.encode(_UpperCamelCase      )
            self.assertListEqual(_UpperCamelCase ,    _UpperCamelCase      )






       def      UpperCamelCase	(   self      )->			List[Any]:
            _A				=       BasicTokenizer()

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






       def      UpperCamelCase	(   self      )->			Dict:
            _A				=       BasicTokenizer(do_lower_case=_UpperCamelCase      )

            self.assertListEqual(
                tokenizer.tokenize(' \tHeLLo!how  \n Are yoU?  '      ) ,    ['hello', '!', 'how', 'are', 'you', '?']      )
            self.assertListEqual(tokenizer.tokenize('H\u00E9llo'      ) ,    ['hello']      )






       def      UpperCamelCase	(   self      )->			Optional[Any]:
            _A				=       BasicTokenizer(do_lower_case=_UpperCamelCase ,    strip_accents=_UpperCamelCase      )

            self.assertListEqual(
                tokenizer.tokenize(' \tHäLLo!how  \n Are yoU?  '      ) ,    ['hällo', '!', 'how', 'are', 'you', '?']      )
            self.assertListEqual(tokenizer.tokenize('H\u00E9llo'      ) ,    ['h\u00E9llo']      )






       def      UpperCamelCase	(   self      )->			str:
            _A				=       BasicTokenizer(do_lower_case=_UpperCamelCase ,    strip_accents=_UpperCamelCase      )

            self.assertListEqual(
                tokenizer.tokenize(' \tHäLLo!how  \n Are yoU?  '      ) ,    ['hallo', '!', 'how', 'are', 'you', '?']      )
            self.assertListEqual(tokenizer.tokenize('H\u00E9llo'      ) ,    ['hello']      )






       def      UpperCamelCase	(   self      )->			Tuple:
            _A				=       BasicTokenizer(do_lower_case=_UpperCamelCase      )

            self.assertListEqual(
                tokenizer.tokenize(' \tHäLLo!how  \n Are yoU?  '      ) ,    ['hallo', '!', 'how', 'are', 'you', '?']      )
            self.assertListEqual(tokenizer.tokenize('H\u00E9llo'      ) ,    ['hello']      )






       def      UpperCamelCase	(   self      )->			str:
            _A				=       BasicTokenizer(do_lower_case=_UpperCamelCase      )

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






       def      UpperCamelCase	(   self      )->			Optional[Any]:
            _A				=       BasicTokenizer(do_lower_case=_UpperCamelCase ,    strip_accents=_UpperCamelCase      )

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






       def      UpperCamelCase	(   self      )->			Dict:
            _A				=       BasicTokenizer(do_lower_case=_UpperCamelCase ,    strip_accents=_UpperCamelCase      )

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






       def      UpperCamelCase	(   self      )->			int:
            _A				=       BasicTokenizer(do_lower_case=_UpperCamelCase ,    never_split=['[UNK]']      )

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






       def      UpperCamelCase	(   self      )->			str:
            _A				=       ['[UNK]', '[CLS]', '[SEP]', 'want', '##want', '##ed', 'wa', 'un', 'runn', '##ing']

            _A				=       {}
            for i, token in enumerate(_UpperCamelCase      ):
                 _A				=       i
            _A				=       WordpieceTokenizer(vocab=_UpperCamelCase ,    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      UpperCamelCase	(   self      )->			Tuple:
            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      UpperCamelCase	(   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      UpperCamelCase	(   self      )->			List[Any]:
            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      UpperCamelCase	(   self      )->			Union[str, Any]:
            _A				=       self.get_tokenizer()

            # Example taken from the issue https://github.com/huggingface/tokenizers/issues/340
            self.assertListEqual([tokenizer.tokenize(_UpperCamelCase      ) for t in ['Test', '\xad', 'test']] ,    [['[UNK]'], [], ['[UNK]']]      )

            if self.test_rust_tokenizer:
                 _A				=       self.get_rust_tokenizer()
                 self.assertListEqual(
                     [rust_tokenizer.tokenize(_UpperCamelCase      ) for t in ['Test', '\xad', 'test']] ,    [['[UNK]'], [], ['[UNK]']]      )






       @slow
       def      UpperCamelCase	(   self      )->			int:
            _A				=       self.tokenizer_class.from_pretrained('bert-base-uncased'      )

            _A				=       tokenizer.encode('sequence builders' ,    add_special_tokens=_UpperCamelCase      )
            _A				=       tokenizer.encode('multi-sequence build' ,    add_special_tokens=_UpperCamelCase      )

            _A				=       tokenizer.build_inputs_with_special_tokens(_UpperCamelCase      )
            _A				=       tokenizer.build_inputs_with_special_tokens(_UpperCamelCase ,    _UpperCamelCase      )

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






       def      UpperCamelCase	(   self      )->			Dict:
            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(_UpperCamelCase ,    **_UpperCamelCase      )

                      _A				=       F'A, naïve {tokenizer_r.mask_token} AllenNLP sentence.'
                      _A				=       tokenizer_r.encode_plus(
                          _UpperCamelCase ,    return_attention_mask=_UpperCamelCase ,    return_token_type_ids=_UpperCamelCase ,    return_offsets_mapping=_UpperCamelCase ,    add_special_tokens=_UpperCamelCase ,    )

                      _A				=       tokenizer_r.do_lower_case if hasattr(_UpperCamelCase ,    '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      UpperCamelCase	(   self      )->			Union[str, Any]:
            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(_UpperCamelCase ,    **_UpperCamelCase      )
                      _A				=       self.tokenizer_class.from_pretrained(_UpperCamelCase ,    **_UpperCamelCase      )
                      _A				=       [['Hello world!', 'Nice to meet you!'], ['The cute cat.', 'The adorable dog.']]

                      _A				=       tokenizer_r.batch_encode_candidates(_UpperCamelCase ,    max_length=10 ,    return_tensors='np'      )
                      _A				=       tokenizer_p.batch_encode_candidates(_UpperCamelCase ,    max_length=10 ,    return_tensors='np'      )

                      _A				=       (2, 2, 10)

                      self.assertEqual(encoded_sentence_r['input_ids'].shape ,    _UpperCamelCase      )
                      self.assertEqual(encoded_sentence_r['attention_mask'].shape ,    _UpperCamelCase      )
                      self.assertEqual(encoded_sentence_r['token_type_ids'].shape ,    _UpperCamelCase      )

                      self.assertEqual(encoded_sentence_p['input_ids'].shape ,    _UpperCamelCase      )
                      self.assertEqual(encoded_sentence_p['attention_mask'].shape ,    _UpperCamelCase      )
                      self.assertEqual(encoded_sentence_p['token_type_ids'].shape ,    _UpperCamelCase      )









'''simple docstring'''
from __future__ import annotations

def 				lowerCamelCase_   (   __UpperCamelCase				:					str       ,						__UpperCamelCase				:					dict[str, str]		)				->  str:







     """simple docstring"""
     _A		,							_A		,							_A				=       '', '', ''
     _A				=       []

     for character in message_part:
          tmp.append(character_to_number[character]		)

     for each in tmp:
          one += each[0]
          two += each[1]
          three += each[2]

     return one + two + three

def 				lowerCamelCase_   (   __UpperCamelCase				:					str       ,						__UpperCamelCase				:					dict[str, str]		)				->  tuple[str, str, str]:







     """simple docstring"""
     _A		,							_A				=       '', ''
     _A				=       []

     for character in message_part:
          this_part += character_to_number[character]

     for digit in this_part:
          tmp += digit
          if len(__UpperCamelCase		) == len(__UpperCamelCase		):
               result.append(__UpperCamelCase		)
               _A				=       ''

     return result[0], result[1], result[2]

def 				lowerCamelCase_   (   __UpperCamelCase				:					str       ,						__UpperCamelCase				:					str		)				->  tuple[str, str, dict[str, str], dict[str, str]]:







     """simple docstring"""
     # Validate message and alphabet, set to upper and remove spaces
     _A				=       alphabet.replace(' '       ,						''		).upper()
     _A				=       message.replace(' '       ,						''		).upper()

     # Check length and characters
     if len(__UpperCamelCase		) != 2_7:
          raise KeyError('Length of alphabet has to be 27.'		)
     for each in message:
          if each not in alphabet:
               raise ValueError('Each message character has to be included in alphabet!'		)

    # Generate dictionares
     _A				=       (
         '111',
         '112',
         '113',
         '121',
         '122',
         '123',
         '131',
         '132',
         '133',
         '211',
         '212',
         '213',
         '221',
         '222',
         '223',
         '231',
         '232',
         '233',
         '311',
         '312',
         '313',
         '321',
         '322',
         '323',
         '331',
         '332',
         '333',
     )
     _A				=       {}
     _A				=       {}
     for letter, number in zip(__UpperCamelCase       ,						__UpperCamelCase		):
          _A				=       number
          _A				=       letter

     return message, alphabet, character_to_number, number_to_character

def 				lowerCamelCase_   (   __UpperCamelCase				:					str       ,						__UpperCamelCase				:					str = "ABCDEFGHIJKLMNOPQRSTUVWXYZ."       ,						__UpperCamelCase				:					int = 5		)				->  str:







     """simple docstring"""
     _A		,							_A		,							_A		,							_A				=       __prepare(
         __UpperCamelCase       ,						__UpperCamelCase		)
     _A		,							_A				=       '', ''

     for i in range(0       ,						len(__UpperCamelCase		) + 1       ,						__UpperCamelCase		):
          encrypted_numeric += __encrypt_part(
              message[i : i + period]       ,						__UpperCamelCase		)

     for i in range(0       ,						len(__UpperCamelCase		)       ,						3		):
          encrypted += number_to_character[encrypted_numeric[i : i + 3]]

     return encrypted

def 				lowerCamelCase_   (   __UpperCamelCase				:					str       ,						__UpperCamelCase				:					str = "ABCDEFGHIJKLMNOPQRSTUVWXYZ."       ,						__UpperCamelCase				:					int = 5		)				->  str:







     """simple docstring"""
     _A		,							_A		,							_A		,							_A				=       __prepare(
         __UpperCamelCase       ,						__UpperCamelCase		)
     _A				=       []
     _A				=       ''

     for i in range(0       ,						len(__UpperCamelCase		) + 1       ,						__UpperCamelCase		):
          _A		,							_A		,							_A				=       __decrypt_part(message[i : i + period]       ,						__UpperCamelCase		)

          for j in range(0       ,						len(__UpperCamelCase		)		):
               decrypted_numeric.append(a[j] + b[j] + c[j]		)

     for each in decrypted_numeric:
          decrypted += number_to_character[each]

     return decrypted


if __name__ == "__main__":
    lowerCAmelCase  =				"""DEFEND THE EAST WALL OF THE CASTLE."""
    lowerCAmelCase  =				encrypt_message(msg, """EPSDUCVWYM.ZLKXNBTFGORIJHAQ""")
    lowerCAmelCase  =				decrypt_message(encrypted, """EPSDUCVWYM.ZLKXNBTFGORIJHAQ""")
    print(F'Encrypted: {encrypted}\nDecrypted: {decrypted}')





