'''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 	__SCREAMING_SNAKE_CASE		(			lowerCamelCase_		,      unittest.TestCase			):







  '''simple docstring'''






  lowerCamelCase_						:List[str]		       =						RealmTokenizer
  lowerCamelCase_						:Union[str, Any]		       =						RealmTokenizerFast
  lowerCamelCase_						:Dict		       =						True
  lowerCamelCase_						:Optional[Any]		       =						True
  lowerCamelCase_						:List[str]		       =						filter_non_english


  def _UpperCamelCase	(					self		):




       '''simple docstring'''

       super().setUp()

       UpperCAmelCase_				:  Optional[Any]  = [
           '[UNK]',
           '[CLS]',
           '[SEP]',
           '[PAD]',
           '[MASK]',
           'want',
           '##want',
           '##ed',
           'wa',
           'un',
           'runn',
           '##ing',
           ',',
           'low',
           'lowest',
       ]
       UpperCAmelCase_				:  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]		)		)


  def _UpperCamelCase	(					self ,						snake_case_		):




       '''simple docstring'''

       UpperCAmelCase_				:  int  = 'UNwant\u00E9d,running'
       UpperCAmelCase_				:  str  = 'unwanted, running'
       return input_text, output_text


  def _UpperCamelCase	(					self		):




       '''simple docstring'''

       UpperCAmelCase_				:  str  = self.tokenizer_class(self.vocab_file		)

       UpperCAmelCase_				:  List[Any]  = tokenizer.tokenize('UNwant\u00E9d,running'		)
       self.assertListEqual(snake_case_ ,						['un', '##want', '##ed', ',', 'runn', '##ing']		)
       self.assertListEqual(tokenizer.convert_tokens_to_ids(snake_case_		) ,						[9, 6, 7, 1_2, 1_0, 1_1]		)


  def _UpperCamelCase	(					self		):




       '''simple docstring'''

       if not self.test_rust_tokenizer:
            return

       UpperCAmelCase_				:  str  = self.get_tokenizer()
       UpperCAmelCase_				:  Optional[int]  = self.get_rust_tokenizer()

       UpperCAmelCase_				:  Tuple  = 'UNwant\u00E9d,running'

       UpperCAmelCase_				:  int  = tokenizer.tokenize(snake_case_		)
       UpperCAmelCase_				:  Dict  = rust_tokenizer.tokenize(snake_case_		)
       self.assertListEqual(snake_case_ ,						snake_case_		)

       UpperCAmelCase_				:  Dict  = tokenizer.encode(snake_case_ ,						add_special_tokens=snake_case_		)
       UpperCAmelCase_				:  Dict  = rust_tokenizer.encode(snake_case_ ,						add_special_tokens=snake_case_		)
       self.assertListEqual(snake_case_ ,						snake_case_		)

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

       # With lower casing
       UpperCAmelCase_				:  Tuple  = self.get_tokenizer(do_lower_case=snake_case_		)
       UpperCAmelCase_				:  Union[str, Any]  = self.get_rust_tokenizer(do_lower_case=snake_case_		)

       UpperCAmelCase_				:  Tuple  = 'UNwant\u00E9d,running'

       UpperCAmelCase_				:  List[str]  = tokenizer.tokenize(snake_case_		)
       UpperCAmelCase_				:  List[str]  = rust_tokenizer.tokenize(snake_case_		)
       self.assertListEqual(snake_case_ ,						snake_case_		)

       UpperCAmelCase_				:  Optional[int]  = tokenizer.encode(snake_case_ ,						add_special_tokens=snake_case_		)
       UpperCAmelCase_				:  Dict  = rust_tokenizer.encode(snake_case_ ,						add_special_tokens=snake_case_		)
       self.assertListEqual(snake_case_ ,						snake_case_		)

       UpperCAmelCase_				:  Dict  = self.get_rust_tokenizer()
       UpperCAmelCase_				:  Tuple  = tokenizer.encode(snake_case_		)
       UpperCAmelCase_				:  Dict  = rust_tokenizer.encode(snake_case_		)
       self.assertListEqual(snake_case_ ,						snake_case_		)


  def _UpperCamelCase	(					self		):




       '''simple docstring'''

       UpperCAmelCase_				:  Optional[int]  = BasicTokenizer()

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


  def _UpperCamelCase	(					self		):




       '''simple docstring'''

       UpperCAmelCase_				:  Optional[Any]  = BasicTokenizer(do_lower_case=snake_case_		)

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


  def _UpperCamelCase	(					self		):




       '''simple docstring'''

       UpperCAmelCase_				:  str  = BasicTokenizer(do_lower_case=snake_case_ ,						strip_accents=snake_case_		)

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


  def _UpperCamelCase	(					self		):




       '''simple docstring'''

       UpperCAmelCase_				:  Optional[int]  = BasicTokenizer(do_lower_case=snake_case_ ,						strip_accents=snake_case_		)

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


  def _UpperCamelCase	(					self		):




       '''simple docstring'''

       UpperCAmelCase_				:  Tuple  = BasicTokenizer(do_lower_case=snake_case_		)

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


  def _UpperCamelCase	(					self		):




       '''simple docstring'''

       UpperCAmelCase_				:  List[str]  = BasicTokenizer(do_lower_case=snake_case_		)

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


  def _UpperCamelCase	(					self		):




       '''simple docstring'''

       UpperCAmelCase_				:  List[str]  = BasicTokenizer(do_lower_case=snake_case_ ,						strip_accents=snake_case_		)

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


  def _UpperCamelCase	(					self		):




       '''simple docstring'''

       UpperCAmelCase_				:  Dict  = BasicTokenizer(do_lower_case=snake_case_ ,						strip_accents=snake_case_		)

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


  def _UpperCamelCase	(					self		):




       '''simple docstring'''

       UpperCAmelCase_				:  Optional[int]  = BasicTokenizer(do_lower_case=snake_case_ ,						never_split=['[UNK]']		)

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


  def _UpperCamelCase	(					self		):




       '''simple docstring'''

       UpperCAmelCase_				:  int  = ['[UNK]', '[CLS]', '[SEP]', 'want', '##want', '##ed', 'wa', 'un', 'runn', '##ing']

       UpperCAmelCase_				:  Optional[Any]  = {}
       for i, token in enumerate(snake_case_		):
            UpperCAmelCase_				:  List[str]  = i
       UpperCAmelCase_				:  Union[str, Any]  = WordpieceTokenizer(vocab=snake_case_ ,						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		):




       '''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 _UpperCamelCase	(					self		):




       '''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 _UpperCamelCase	(					self		):




       '''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 _UpperCamelCase	(					self		):




       '''simple docstring'''

       UpperCAmelCase_				:  Optional[Any]  = self.get_tokenizer()

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

       if self.test_rust_tokenizer:
            UpperCAmelCase_				:  Union[str, Any]  = self.get_rust_tokenizer()
            self.assertListEqual(
                [rust_tokenizer.tokenize(snake_case_		) for t in ['Test', '\xad', 'test']] ,						[['[UNK]'], [], ['[UNK]']]		)


  @slow
  def _UpperCamelCase	(					self		):




       '''simple docstring'''

       UpperCAmelCase_				:  List[Any]  = self.tokenizer_class.from_pretrained('bert-base-uncased'		)

       UpperCAmelCase_				:  Optional[int]  = tokenizer.encode('sequence builders' ,						add_special_tokens=snake_case_		)
       UpperCAmelCase_				:  Optional[int]  = tokenizer.encode('multi-sequence build' ,						add_special_tokens=snake_case_		)

       UpperCAmelCase_				:  Any  = tokenizer.build_inputs_with_special_tokens(snake_case_		)
       UpperCAmelCase_				:  Tuple  = tokenizer.build_inputs_with_special_tokens(snake_case_ ,						snake_case_		)

       assert encoded_sentence == [1_0_1] + text + [1_0_2]
       assert encoded_pair == [1_0_1] + text + [1_0_2] + text_a + [1_0_2]


  def _UpperCamelCase	(					self		):




       '''simple docstring'''

       for tokenizer, pretrained_name, kwargs in self.tokenizers_list:
            with self.subTest(F'''{tokenizer.__class__.__name__} ({pretrained_name})'''		):
                 UpperCAmelCase_				:  List[str]  = self.rust_tokenizer_class.from_pretrained(snake_case_ ,						**snake_case_		)

                 UpperCAmelCase_				:  Optional[int]  = F'''A, naïve {tokenizer_r.mask_token} AllenNLP sentence.'''
                 UpperCAmelCase_				:  int  = tokenizer_r.encode_plus(
                     snake_case_ ,						return_attention_mask=snake_case_ ,						return_token_type_ids=snake_case_ ,						return_offsets_mapping=snake_case_ ,						add_special_tokens=snake_case_ ,						)

                 UpperCAmelCase_				:  Tuple  = tokenizer_r.do_lower_case if hasattr(snake_case_ ,						'do_lower_case'		) else False
                 UpperCAmelCase_				:  Optional[int]  = (
                     [
                         ((0, 0), tokenizer_r.cls_token),
                         ((0, 1), 'A'),
                         ((1, 2), ','),
                         ((3, 5), 'na'),
                         ((5, 6), '##ï'),
                         ((6, 8), '##ve'),
                         ((9, 1_5), tokenizer_r.mask_token),
                         ((1_6, 2_1), 'Allen'),
                         ((2_1, 2_3), '##NL'),
                         ((2_3, 2_4), '##P'),
                         ((2_5, 3_3), 'sentence'),
                         ((3_3, 3_4), '.'),
                         ((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, 1_5), tokenizer_r.mask_token),
                         ((1_6, 2_1), 'allen'),
                         ((2_1, 2_3), '##nl'),
                         ((2_3, 2_4), '##p'),
                         ((2_5, 3_3), 'sentence'),
                         ((3_3, 3_4), '.'),
                         ((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		):




       '''simple docstring'''

       for tokenizer, pretrained_name, kwargs in self.tokenizers_list:
            with self.subTest(F'''{tokenizer.__class__.__name__} ({pretrained_name})'''		):
                 UpperCAmelCase_				:  Optional[int]  = self.rust_tokenizer_class.from_pretrained(snake_case_ ,						**snake_case_		)
                 UpperCAmelCase_				:  List[str]  = self.tokenizer_class.from_pretrained(snake_case_ ,						**snake_case_		)
                 UpperCAmelCase_				:  Optional[int]  = [['Hello world!', 'Nice to meet you!'], ['The cute cat.', 'The adorable dog.']]

                 UpperCAmelCase_				:  str  = tokenizer_r.batch_encode_candidates(snake_case_ ,						max_length=1_0 ,						return_tensors='np'		)
                 UpperCAmelCase_				:  Tuple  = tokenizer_p.batch_encode_candidates(snake_case_ ,						max_length=1_0 ,						return_tensors='np'		)

                 UpperCAmelCase_				:  Optional[int]  = (2, 2, 1_0)

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

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













from __future__ import annotations

from enum import Enum, unique
from typing import TypeVar

# Create a generic variable that can be 'Enum', or any subclass.
__lowercase							:List[Any]							=	TypeVar("T", bound="Enum")



@unique
class  _a  (					lowercase__				):






							"""simple docstring"""

							snake_case_							=    80
							snake_case_							=    70
							snake_case_							=    60
							snake_case_							=    50
							snake_case_							=    40
							snake_case_							=    30
							snake_case_							=    20
							snake_case_							=    10







@unique
class  _a  (					lowercase__				):






							"""simple docstring"""

							snake_case_							=    24
							snake_case_							=    21
							snake_case_							=    18
							snake_case_							=    15
							snake_case_							=    12
							snake_case_							=    9
							snake_case_							=    6
							snake_case_							=    3
							snake_case_							=    2
							snake_case_							=    1
							snake_case_							=    -1
							snake_case_							=    -2
							snake_case_							=    -3
							snake_case_							=    -6
							snake_case_							=    -9
							snake_case_							=    -12
							snake_case_							=    -15
							snake_case_							=    -18
							snake_case_							=    -21
							snake_case_							=    -24

							@classmethod
							def   A_	(   cls					:  type[T]     )						->dict:
													return {unit.name: unit.value for unit in cls if unit.value > 0}






							@classmethod
							def   A_	(   cls					:  type[T]     )						->dict:
													return {unit.name: unit.value for unit in cls if unit.value < 0}







def    UpperCAmelCase				(  _lowerCamelCase   :	float  ):





						'''simple docstring'''


						SCREAMING_SNAKE_CASE__  :					str =       SIUnit.get_positive() if value > 0 else SIUnit.get_negative()
						for name_prefix, value_prefix in prefixes.items():
												SCREAMING_SNAKE_CASE__  :					str =       value / (10**value_prefix)
												if numerical_part > 1:
																		return f"""{numerical_part!s} {name_prefix}"""
						return str(_lowerCamelCase  )







def    UpperCAmelCase				(  _lowerCamelCase   :	float  ):





						'''simple docstring'''


						for prefix in BinaryUnit:
												SCREAMING_SNAKE_CASE__  :					List[Any] =       value / (2**prefix.value)
												if numerical_part > 1:
																		return f"""{numerical_part!s} {prefix.name}"""
						return str(_lowerCamelCase  )


if __name__ == "__main__":
				import doctest

				doctest.testmod()