

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    __A				(							lowerCAmelCase						,						unittest.TestCase ):
    lowerCAmelCase_							:		Tuple						=							RealmTokenizer
    lowerCAmelCase_							:		Optional[int]						=							RealmTokenizerFast
    lowerCAmelCase_							:		int						=							True
    lowerCAmelCase_							:		Tuple						=							True
    lowerCAmelCase_							:		Optional[int]						=							filter_non_english






    def 	lowercase__ (	self			:    str    ):
        super().setUp()

        lowerCAmelCase				:			Optional[Any]    			=      [
            '[UNK]',
            '[CLS]',
            '[SEP]',
            '[PAD]',
            '[MASK]',
            'want',
            '##want',
            '##ed',
            'wa',
            'un',
            'runn',
            '##ing',
            ',',
            'low',
            'lowest',
        ]
        lowerCAmelCase				:			int    			=      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 	lowercase__ (	self			:    List[Any]    ,				UpperCAmelCase_			:    Dict    ):
        lowerCAmelCase				:			str    			=      'UNwant\u00E9d,running'
        lowerCAmelCase				:			Tuple    			=      'unwanted, running'
        return input_text, output_text






    def 	lowercase__ (	self			:    int    ):
        lowerCAmelCase				:			Optional[int]    			=      self.tokenizer_class(self.vocab_file    )

        lowerCAmelCase				:			Optional[Any]    			=      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 	lowercase__ (	self			:    List[Any]    ):
        if not self.test_rust_tokenizer:
            return

        lowerCAmelCase				:			Tuple    			=      self.get_tokenizer()
        lowerCAmelCase				:			Tuple    			=      self.get_rust_tokenizer()

        lowerCAmelCase				:			Union[str, Any]    			=      'UNwant\u00E9d,running'

        lowerCAmelCase				:			Optional[Any]    			=      tokenizer.tokenize(UpperCAmelCase_    )
        lowerCAmelCase				:			int    			=      rust_tokenizer.tokenize(UpperCAmelCase_    )
        self.assertListEqual(UpperCAmelCase_    ,				UpperCAmelCase_    )

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

        lowerCAmelCase				:			List[Any]    			=      self.get_rust_tokenizer()
        lowerCAmelCase				:			Tuple    			=      tokenizer.encode(UpperCAmelCase_    )
        lowerCAmelCase				:			Tuple    			=      rust_tokenizer.encode(UpperCAmelCase_    )
        self.assertListEqual(UpperCAmelCase_    ,				UpperCAmelCase_    )

        # With lower casing
        lowerCAmelCase				:			Optional[int]    			=      self.get_tokenizer(do_lower_case=UpperCAmelCase_    )
        lowerCAmelCase				:			Any    			=      self.get_rust_tokenizer(do_lower_case=UpperCAmelCase_    )

        lowerCAmelCase				:			Tuple    			=      'UNwant\u00E9d,running'

        lowerCAmelCase				:			str    			=      tokenizer.tokenize(UpperCAmelCase_    )
        lowerCAmelCase				:			Optional[int]    			=      rust_tokenizer.tokenize(UpperCAmelCase_    )
        self.assertListEqual(UpperCAmelCase_    ,				UpperCAmelCase_    )

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

        lowerCAmelCase				:			Union[str, Any]    			=      self.get_rust_tokenizer()
        lowerCAmelCase				:			Union[str, Any]    			=      tokenizer.encode(UpperCAmelCase_    )
        lowerCAmelCase				:			Optional[int]    			=      rust_tokenizer.encode(UpperCAmelCase_    )
        self.assertListEqual(UpperCAmelCase_    ,				UpperCAmelCase_    )






    def 	lowercase__ (	self			:    List[str]    ):
        lowerCAmelCase				:			Dict    			=      BasicTokenizer()

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






    def 	lowercase__ (	self			:    Any    ):
        lowerCAmelCase				:			str    			=      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 	lowercase__ (	self			:    str    ):
        lowerCAmelCase				:			Optional[int]    			=      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 	lowercase__ (	self			:    Tuple    ):
        lowerCAmelCase				:			Tuple    			=      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 	lowercase__ (	self			:    Dict    ):
        lowerCAmelCase				:			int    			=      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 	lowercase__ (	self			:    int    ):
        lowerCAmelCase				:			Any    			=      BasicTokenizer(do_lower_case=UpperCAmelCase_    )

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






    def 	lowercase__ (	self			:    Dict    ):
        lowerCAmelCase				:			int    			=      BasicTokenizer(do_lower_case=UpperCAmelCase_    ,				strip_accents=UpperCAmelCase_    )

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






    def 	lowercase__ (	self			:    int    ):
        lowerCAmelCase				:			List[str]    			=      BasicTokenizer(do_lower_case=UpperCAmelCase_    ,				strip_accents=UpperCAmelCase_    )

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






    def 	lowercase__ (	self			:    Union[str, Any]    ):
        lowerCAmelCase				:			str    			=      BasicTokenizer(do_lower_case=UpperCAmelCase_    ,				never_split=['[UNK]']    )

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






    def 	lowercase__ (	self			:    List[str]    ):
        lowerCAmelCase				:			Optional[Any]    			=      ['[UNK]', '[CLS]', '[SEP]', 'want', '##want', '##ed', 'wa', 'un', 'runn', '##ing']

        lowerCAmelCase				:			int    			=      {}
        for i, token in enumerate(UpperCAmelCase_    ):
            lowerCAmelCase				:			Union[str, Any]    			=      i
        lowerCAmelCase				:			List[str]    			=      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 	lowercase__ (	self			:    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			:    List[str]    ):
        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]    ):
        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			:    List[str]    ):
        lowerCAmelCase				:			Optional[int]    			=      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:
            lowerCAmelCase				:			List[str]    			=      self.get_rust_tokenizer()
            self.assertListEqual(
                [rust_tokenizer.tokenize(UpperCAmelCase_    ) for t in ['Test', '\xad', 'test']]    ,				[['[UNK]'], [], ['[UNK]']]    )






    @slow
    def 	lowercase__ (	self			:    List[Any]    ):
        lowerCAmelCase				:			Optional[int]    			=      self.tokenizer_class.from_pretrained('bert-base-uncased'    )

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

        lowerCAmelCase				:			int    			=      tokenizer.build_inputs_with_special_tokens(UpperCAmelCase_    )
        lowerCAmelCase				:			str    			=      tokenizer.build_inputs_with_special_tokens(UpperCAmelCase_    ,				UpperCAmelCase_    )

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






    def 	lowercase__ (	self			:    Optional[Any]    ):
        for tokenizer, pretrained_name, kwargs in self.tokenizers_list:
            with self.subTest(f"{tokenizer.__class__.__name__} ({pretrained_name})"    ):
                lowerCAmelCase				:			Optional[Any]    			=      self.rust_tokenizer_class.from_pretrained(UpperCAmelCase_    ,				**UpperCAmelCase_    )

                lowerCAmelCase				:			List[Any]    			=      f"A, naïve {tokenizer_r.mask_token} AllenNLP sentence."
                lowerCAmelCase				:			List[Any]    			=      tokenizer_r.encode_plus(
                    UpperCAmelCase_    ,				return_attention_mask=UpperCAmelCase_    ,				return_token_type_ids=UpperCAmelCase_    ,				return_offsets_mapping=UpperCAmelCase_    ,				add_special_tokens=UpperCAmelCase_    ,				)

                lowerCAmelCase				:			Optional[Any]    			=      tokenizer_r.do_lower_case if hasattr(UpperCAmelCase_    ,				'do_lower_case'    ) else False
                lowerCAmelCase				:			Tuple    			=      (
                    [
                        ((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 	lowercase__ (	self			:    Union[str, Any]    ):
        for tokenizer, pretrained_name, kwargs in self.tokenizers_list:
            with self.subTest(f"{tokenizer.__class__.__name__} ({pretrained_name})"    ):
                lowerCAmelCase				:			int    			=      self.rust_tokenizer_class.from_pretrained(UpperCAmelCase_    ,				**UpperCAmelCase_    )
                lowerCAmelCase				:			Tuple    			=      self.tokenizer_class.from_pretrained(UpperCAmelCase_    ,				**UpperCAmelCase_    )
                lowerCAmelCase				:			Optional[Any]    			=      [['Hello world!', 'Nice to meet you!'], ['The cute cat.', 'The adorable dog.']]

                lowerCAmelCase				:			Any    			=      tokenizer_r.batch_encode_candidates(UpperCAmelCase_    ,				max_length=10    ,				return_tensors='np'    )
                lowerCAmelCase				:			int    			=      tokenizer_p.batch_encode_candidates(UpperCAmelCase_    ,				max_length=10    ,				return_tensors='np'    )

                lowerCAmelCase				:			Tuple    			=      (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_    )








from typing import TYPE_CHECKING

from ...utils import OptionalDependencyNotAvailable, _LazyModule, is_sentencepiece_available, is_tokenizers_available


__A   :     Dict      =			{}

try:
 if not is_sentencepiece_available():
  raise OptionalDependencyNotAvailable()
except OptionalDependencyNotAvailable:
 pass
else:
 __A   :     List[Any]      =			['''BarthezTokenizer''']

try:
 if not is_tokenizers_available():
  raise OptionalDependencyNotAvailable()
except OptionalDependencyNotAvailable:
 pass
else:
 __A   :     List[str]      =			['''BarthezTokenizerFast''']


if TYPE_CHECKING:
 try:
  if not is_sentencepiece_available():
   raise OptionalDependencyNotAvailable()
 except OptionalDependencyNotAvailable:
  pass
 else:
  from .tokenization_barthez import BarthezTokenizer

 try:
  if not is_tokenizers_available():
   raise OptionalDependencyNotAvailable()
 except OptionalDependencyNotAvailable:
  pass
 else:
  from .tokenization_barthez_fast import BarthezTokenizerFast

else:
 import sys

 __A   :     Tuple      =			_LazyModule(__name__, globals()['''__file__'''], _import_structure, module_spec=__spec__)





