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    snake_case       (   a_ ,    unittest.TestCase    ):
  lowercase_								=  BertTokenizer
  lowercase_								=  BertTokenizerFast
  lowercase_								=  True
  lowercase_								=  True
  lowercase_								=  filter_non_english




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




       """simple docstring"""
       super().setUp()

       SCREAMING_SNAKE_CASE__					:					Optional[Any]      =		[
           '[UNK]',
           '[CLS]',
           '[SEP]',
           '[PAD]',
           '[MASK]',
           'want',
           '##want',
           '##ed',
           'wa',
           'un',
           'runn',
           '##ing',
           ',',
           'low',
           'lowest',
       ]
       SCREAMING_SNAKE_CASE__					:					Optional[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  :						str  ,			a_  :						Union[str, Any]					)->							Dict:




       """simple docstring"""
       SCREAMING_SNAKE_CASE__					:					List[str]      =		'UNwant\u00E9d,running'
       SCREAMING_SNAKE_CASE__					:					Optional[int]      =		'unwanted, running'
       return input_text, output_text




  def 						__lowercase(   self  :						List[Any]					)->							Tuple:




       """simple docstring"""
       SCREAMING_SNAKE_CASE__					:					str      =		self.tokenizer_class(self.vocab_file					)

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




  def 						__lowercase(   self  :						List[str]					)->							Optional[Any]:




       """simple docstring"""
       if not self.test_rust_tokenizer:
            return

       SCREAMING_SNAKE_CASE__					:					Optional[Any]      =		self.get_tokenizer()
       SCREAMING_SNAKE_CASE__					:					List[str]      =		self.get_rust_tokenizer()

       SCREAMING_SNAKE_CASE__					:					List[Any]      =		'UNwant\u00E9d,running'

       SCREAMING_SNAKE_CASE__					:					int      =		tokenizer.tokenize(lowerCAmelCase_					)
       SCREAMING_SNAKE_CASE__					:					str      =		rust_tokenizer.tokenize(lowerCAmelCase_					)
       self.assertListEqual(lowerCAmelCase_  ,			lowerCAmelCase_					)

       SCREAMING_SNAKE_CASE__					:					List[str]      =		tokenizer.encode(lowerCAmelCase_  ,			add_special_tokens=lowerCAmelCase_					)
       SCREAMING_SNAKE_CASE__					:					List[Any]      =		rust_tokenizer.encode(lowerCAmelCase_  ,			add_special_tokens=lowerCAmelCase_					)
       self.assertListEqual(lowerCAmelCase_  ,			lowerCAmelCase_					)

       SCREAMING_SNAKE_CASE__					:					Tuple      =		self.get_rust_tokenizer()
       SCREAMING_SNAKE_CASE__					:					Optional[int]      =		tokenizer.encode(lowerCAmelCase_					)
       SCREAMING_SNAKE_CASE__					:					List[str]      =		rust_tokenizer.encode(lowerCAmelCase_					)
       self.assertListEqual(lowerCAmelCase_  ,			lowerCAmelCase_					)

       # With lower casing
       SCREAMING_SNAKE_CASE__					:					Dict      =		self.get_tokenizer(do_lower_case=lowerCAmelCase_					)
       SCREAMING_SNAKE_CASE__					:					Dict      =		self.get_rust_tokenizer(do_lower_case=lowerCAmelCase_					)

       SCREAMING_SNAKE_CASE__					:					List[str]      =		'UNwant\u00E9d,running'

       SCREAMING_SNAKE_CASE__					:					Optional[int]      =		tokenizer.tokenize(lowerCAmelCase_					)
       SCREAMING_SNAKE_CASE__					:					List[str]      =		rust_tokenizer.tokenize(lowerCAmelCase_					)
       self.assertListEqual(lowerCAmelCase_  ,			lowerCAmelCase_					)

       SCREAMING_SNAKE_CASE__					:					Tuple      =		tokenizer.encode(lowerCAmelCase_  ,			add_special_tokens=lowerCAmelCase_					)
       SCREAMING_SNAKE_CASE__					:					List[Any]      =		rust_tokenizer.encode(lowerCAmelCase_  ,			add_special_tokens=lowerCAmelCase_					)
       self.assertListEqual(lowerCAmelCase_  ,			lowerCAmelCase_					)

       SCREAMING_SNAKE_CASE__					:					Any      =		self.get_rust_tokenizer()
       SCREAMING_SNAKE_CASE__					:					Optional[Any]      =		tokenizer.encode(lowerCAmelCase_					)
       SCREAMING_SNAKE_CASE__					:					Dict      =		rust_tokenizer.encode(lowerCAmelCase_					)
       self.assertListEqual(lowerCAmelCase_  ,			lowerCAmelCase_					)




  def 						__lowercase(   self  :						List[Any]					)->							str:




       """simple docstring"""
       SCREAMING_SNAKE_CASE__					:					List[Any]      =		BasicTokenizer()

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




  def 						__lowercase(   self  :						Tuple					)->							str:




       """simple docstring"""
       SCREAMING_SNAKE_CASE__					:					str      =		BasicTokenizer(do_lower_case=lowerCAmelCase_					)

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




  def 						__lowercase(   self  :						List[Any]					)->							Tuple:




       """simple docstring"""
       SCREAMING_SNAKE_CASE__					:					Optional[Any]      =		BasicTokenizer(do_lower_case=lowerCAmelCase_  ,			strip_accents=lowerCAmelCase_					)

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




  def 						__lowercase(   self  :						List[str]					)->							Any:




       """simple docstring"""
       SCREAMING_SNAKE_CASE__					:					int      =		BasicTokenizer(do_lower_case=lowerCAmelCase_  ,			strip_accents=lowerCAmelCase_					)

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




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




       """simple docstring"""
       SCREAMING_SNAKE_CASE__					:					int      =		BasicTokenizer(do_lower_case=lowerCAmelCase_					)

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




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




       """simple docstring"""
       SCREAMING_SNAKE_CASE__					:					Optional[int]      =		BasicTokenizer(do_lower_case=lowerCAmelCase_					)

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




  def 						__lowercase(   self  :						Optional[int]					)->							Optional[int]:




       """simple docstring"""
       SCREAMING_SNAKE_CASE__					:					int      =		BasicTokenizer(do_lower_case=lowerCAmelCase_  ,			strip_accents=lowerCAmelCase_					)

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




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




       """simple docstring"""
       SCREAMING_SNAKE_CASE__					:					Dict      =		BasicTokenizer(do_lower_case=lowerCAmelCase_  ,			strip_accents=lowerCAmelCase_					)

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




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




       """simple docstring"""
       SCREAMING_SNAKE_CASE__					:					Tuple      =		BasicTokenizer(do_lower_case=lowerCAmelCase_  ,			never_split=['[UNK]']					)

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




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




       """simple docstring"""
       SCREAMING_SNAKE_CASE__					:					str      =		BasicTokenizer()
       SCREAMING_SNAKE_CASE__					:					Union[str, Any]      =		'a\n\'ll !!to?\'d of, can\'t.'
       SCREAMING_SNAKE_CASE__					:					List[Any]      =		['a', '\'', 'll', '!', '!', 'to', '?', '\'', 'd', 'of', ',', 'can', '\'', 't', '.']
       self.assertListEqual(tokenizer.tokenize(lowerCAmelCase_					)  ,			lowerCAmelCase_					)




  def 						__lowercase(   self  :						Optional[Any]					)->							List[Any]:




       """simple docstring"""
       SCREAMING_SNAKE_CASE__					:					List[str]      =		['[UNK]', '[CLS]', '[SEP]', 'want', '##want', '##ed', 'wa', 'un', 'runn', '##ing']

       SCREAMING_SNAKE_CASE__					:					List[Any]      =		{}
       for i, token in enumerate(lowerCAmelCase_					):
            SCREAMING_SNAKE_CASE__					:					Any      =		i
       SCREAMING_SNAKE_CASE__					:					List[str]      =		WordpieceTokenizer(vocab=lowerCAmelCase_  ,			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  :						Tuple					)->							Union[str, 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 						__lowercase(   self  :						Dict					)->							Tuple:




       """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 						__lowercase(   self  :						int					)->							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 						__lowercase(   self  :						str					)->							Optional[int]:




       """simple docstring"""
       SCREAMING_SNAKE_CASE__					:					Any      =		self.get_tokenizer()
       SCREAMING_SNAKE_CASE__					:					Tuple      =		self.get_rust_tokenizer()

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

       self.assertListEqual(
           [rust_tokenizer.tokenize(lowerCAmelCase_					) for t in ['Test', '\xad', 'test']]  ,			[['[UNK]'], [], ['[UNK]']]					)




  @slow
  def 						__lowercase(   self  :						List[Any]					)->							Any:




       """simple docstring"""
       SCREAMING_SNAKE_CASE__					:					Any      =		self.tokenizer_class.from_pretrained('bert-base-uncased'					)

       SCREAMING_SNAKE_CASE__					:					List[Any]      =		tokenizer.encode('sequence builders'  ,			add_special_tokens=lowerCAmelCase_					)
       SCREAMING_SNAKE_CASE__					:					Any      =		tokenizer.encode('multi-sequence build'  ,			add_special_tokens=lowerCAmelCase_					)

       SCREAMING_SNAKE_CASE__					:					Optional[Any]      =		tokenizer.build_inputs_with_special_tokens(lowerCAmelCase_					)
       SCREAMING_SNAKE_CASE__					:					List[str]      =		tokenizer.build_inputs_with_special_tokens(lowerCAmelCase_  ,			lowerCAmelCase_					)

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




  def 						__lowercase(   self  :						str					)->							Optional[int]:




       """simple docstring"""
       for tokenizer, pretrained_name, kwargs in self.tokenizers_list:
            with self.subTest(F'''{tokenizer.__class__.__name__} ({pretrained_name})'''					):
                 SCREAMING_SNAKE_CASE__					:					Optional[Any]      =		self.rust_tokenizer_class.from_pretrained(lowerCAmelCase_  ,			**lowerCAmelCase_					)

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

                 SCREAMING_SNAKE_CASE__					:					int      =		tokenizer_r.do_lower_case if hasattr(lowerCAmelCase_  ,			'do_lower_case'					) else False
                 SCREAMING_SNAKE_CASE__					:					int      =		(
                     [
                         ((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  :						str					)->							Any:




       """simple docstring"""
       SCREAMING_SNAKE_CASE__					:					Optional[int]      =		['的', '人', '有']
       SCREAMING_SNAKE_CASE__					:					Dict      =		''.join(lowerCAmelCase_					)
       for tokenizer, pretrained_name, kwargs in self.tokenizers_list:
            with self.subTest(F'''{tokenizer.__class__.__name__} ({pretrained_name})'''					):
                 SCREAMING_SNAKE_CASE__					:					Any      =		True
                 SCREAMING_SNAKE_CASE__					:					Optional[Any]      =		self.tokenizer_class.from_pretrained(lowerCAmelCase_  ,			**lowerCAmelCase_					)
                 SCREAMING_SNAKE_CASE__					:					Optional[int]      =		self.rust_tokenizer_class.from_pretrained(lowerCAmelCase_  ,			**lowerCAmelCase_					)

                 SCREAMING_SNAKE_CASE__					:					List[str]      =		tokenizer_p.encode(lowerCAmelCase_  ,			add_special_tokens=lowerCAmelCase_					)
                 SCREAMING_SNAKE_CASE__					:					List[str]      =		tokenizer_r.encode(lowerCAmelCase_  ,			add_special_tokens=lowerCAmelCase_					)

                 SCREAMING_SNAKE_CASE__					:					Any      =		tokenizer_r.convert_ids_to_tokens(lowerCAmelCase_					)
                 SCREAMING_SNAKE_CASE__					:					List[Any]      =		tokenizer_p.convert_ids_to_tokens(lowerCAmelCase_					)

                 # it is expected that each Chinese character is not preceded by "##"
                 self.assertListEqual(lowerCAmelCase_  ,			lowerCAmelCase_					)
                 self.assertListEqual(lowerCAmelCase_  ,			lowerCAmelCase_					)

                 SCREAMING_SNAKE_CASE__					:					Optional[int]      =		False
                 SCREAMING_SNAKE_CASE__					:					Union[str, Any]      =		self.rust_tokenizer_class.from_pretrained(lowerCAmelCase_  ,			**lowerCAmelCase_					)
                 SCREAMING_SNAKE_CASE__					:					Tuple      =		self.tokenizer_class.from_pretrained(lowerCAmelCase_  ,			**lowerCAmelCase_					)

                 SCREAMING_SNAKE_CASE__					:					Dict      =		tokenizer_r.encode(lowerCAmelCase_  ,			add_special_tokens=lowerCAmelCase_					)
                 SCREAMING_SNAKE_CASE__					:					List[Any]      =		tokenizer_p.encode(lowerCAmelCase_  ,			add_special_tokens=lowerCAmelCase_					)

                 SCREAMING_SNAKE_CASE__					:					Optional[Any]      =		tokenizer_r.convert_ids_to_tokens(lowerCAmelCase_					)
                 SCREAMING_SNAKE_CASE__					:					List[str]      =		tokenizer_p.convert_ids_to_tokens(lowerCAmelCase_					)

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







'''simple docstring'''





from collections import OrderedDict
from typing import Mapping

from ...configuration_utils import PretrainedConfig
from ...onnx import OnnxConfig
from ...utils import logging


UpperCAmelCase__  			=				logging.get_logger(__name__)

UpperCAmelCase__  			=				{
    '''roberta-base''': '''https://huggingface.co/roberta-base/resolve/main/config.json''',
    '''roberta-large''': '''https://huggingface.co/roberta-large/resolve/main/config.json''',
    '''roberta-large-mnli''': '''https://huggingface.co/roberta-large-mnli/resolve/main/config.json''',
    '''distilroberta-base''': '''https://huggingface.co/distilroberta-base/resolve/main/config.json''',
    '''roberta-base-openai-detector''': '''https://huggingface.co/roberta-base-openai-detector/resolve/main/config.json''',
    '''roberta-large-openai-detector''': '''https://huggingface.co/roberta-large-openai-detector/resolve/main/config.json''',
}
class 						a__					(					a_   ):





			'''simple docstring'''

			A						:				Union[str, Any]					      =			'''roberta'''
			def __init__(  self							:			Any			,    lowerCAmelCase_							:			int=50_265			,    lowerCAmelCase_							:			int=768			,    lowerCAmelCase_							:			Optional[Any]=12			,    lowerCAmelCase_							:			Tuple=12			,    lowerCAmelCase_							:			Optional[int]=3_072			,    lowerCAmelCase_							:			List[str]="gelu"			,    lowerCAmelCase_							:			List[str]=0.1			,    lowerCAmelCase_							:			Tuple=0.1			,    lowerCAmelCase_							:			List[Any]=512			,    lowerCAmelCase_							:			Union[str, Any]=2			,    lowerCAmelCase_							:			List[Any]=0.02			,    lowerCAmelCase_							:			Optional[int]=1E-12			,    lowerCAmelCase_							:			str=1			,    lowerCAmelCase_							:			Dict=0			,    lowerCAmelCase_							:			Any=2			,    lowerCAmelCase_							:			List[str]="absolute"			,    lowerCAmelCase_							:			Any=True			,    lowerCAmelCase_							:			Dict=None			,    **lowerCAmelCase_							:			Any			,    )      ->		int:
						super().__init__(pad_token_id=lowerCAmelCase_			,    bos_token_id=lowerCAmelCase_			,    eos_token_id=lowerCAmelCase_			,    **lowerCAmelCase_	)

						__A=	vocab_size
						__A=	hidden_size
						__A=	num_hidden_layers
						__A=	num_attention_heads
						__A=	hidden_act
						__A=	intermediate_size
						__A=	hidden_dropout_prob
						__A=	attention_probs_dropout_prob
						__A=	max_position_embeddings
						__A=	type_vocab_size
						__A=	initializer_range
						__A=	layer_norm_eps
						__A=	position_embedding_type
						__A=	use_cache
						__A=	classifier_dropout


class 						a__					(					a_   ):





			'''simple docstring'''

			@property
			def 					lowerCAmelCase     (  self							:			Any	)      ->		Mapping[str, Mapping[int, str]]:
						if self.task == "multiple-choice":
									__A=	{0: 'batch', 1: 'choice', 2: 'sequence'}
						else:
									__A=	{0: 'batch', 1: 'sequence'}
						return OrderedDict(
						    [
						        ('input_ids', dynamic_axis),
						        ('attention_mask', dynamic_axis),
						    ]	)



