





import os
import pickle
import unittest

from transformers import AutoTokenizer
from transformers.models.bert.tokenization_bert import BertTokenizer
from transformers.models.bert_japanese.tokenization_bert_japanese import (
    VOCAB_FILES_NAMES,
    BertJapaneseTokenizer,
    CharacterTokenizer,
    JumanppTokenizer,
    MecabTokenizer,
    SudachiTokenizer,
    WordpieceTokenizer,
)
from transformers.testing_utils import custom_tokenizers, require_jumanpp, require_sudachi

from ...test_tokenization_common import TokenizerTesterMixin
@custom_tokenizers
class 			UpperCamelCase_		(  _lowerCamelCase				,  unittest.TestCase					):
					lowerCAmelCase_							=	BertJapaneseTokenizer
					lowerCAmelCase_							=	False
					lowerCAmelCase_							=	True




					def 	lowerCAmelCase			(		self  )		->							List[Any]:
										super().setUp()

										_snake_case									=				[
										    '[UNK]',
										    '[CLS]',
										    '[SEP]',
										    'こんにちは',
										    'こん',
										    'にちは',
										    'ばんは',
										    '##こん',
										    '##にちは',
										    '##ばんは',
										    '世界',
										    '##世界',
										    '、',
										    '##、',
										    '。',
										    '##。',
										]

										_snake_case									=				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 	lowerCAmelCase			(		self				,						lowerCAmelCase_  )		->							List[str]:
										_snake_case									=				'こんにちは、世界。 \nこんばんは、世界。'
										_snake_case									=				'こんにちは 、 世界 。 こんばんは 、 世界 。'
										return input_text, output_text




					def 	lowerCAmelCase			(		self				,						lowerCAmelCase_  )		->							Tuple:
										_snake_case							,     _snake_case									=				self.get_input_output_texts(lowerCAmelCase_  )
										_snake_case									=				tokenizer.encode(lowerCAmelCase_				,						add_special_tokens=lowerCAmelCase_  )
										_snake_case									=				tokenizer.decode(lowerCAmelCase_				,						clean_up_tokenization_spaces=lowerCAmelCase_  )
										return text, ids




					def 	lowerCAmelCase			(		self  )		->							Optional[Any]:
										pass  # TODO add if relevant




					def 	lowerCAmelCase			(		self  )		->							Any:
										pass  # TODO add if relevant




					def 	lowerCAmelCase			(		self  )		->							int:
										pass  # TODO add if relevant




					def 	lowerCAmelCase			(		self  )		->							Optional[Any]:
										_snake_case									=				self.tokenizer_class(self.vocab_file  )

										_snake_case									=				tokenizer.tokenize('こんにちは、世界。\nこんばんは、世界。'  )
										self.assertListEqual(lowerCAmelCase_				,						['こんにちは', '、', '世界', '。', 'こん', '##ばんは', '、', '世界', '。']  )
										self.assertListEqual(tokenizer.convert_tokens_to_ids(lowerCAmelCase_  )				,						[3, 12, 10, 14, 4, 9, 12, 10, 14]  )




					def 	lowerCAmelCase			(		self  )		->							Union[str, Any]:
										_snake_case									=				self.tokenizer_class(self.vocab_file				,						word_tokenizer_type='mecab'  )
										self.assertIsNotNone(lowerCAmelCase_  )

										_snake_case									=				'こんにちは、世界。\nこんばんは、世界。'
										_snake_case									=				tokenizer.tokenize(lowerCAmelCase_  )
										self.assertListEqual(lowerCAmelCase_				,						['こんにちは', '、', '世界', '。', 'こん', '##ばんは', '、', '世界', '。']  )
										self.assertListEqual(tokenizer.convert_tokens_to_ids(lowerCAmelCase_  )				,						[3, 12, 10, 14, 4, 9, 12, 10, 14]  )

										_snake_case									=				os.path.join(self.tmpdirname				,						'tokenizer.bin'  )
										with open(lowerCAmelCase_				,						'wb'  ) as handle:
															pickle.dump(lowerCAmelCase_				,						lowerCAmelCase_  )

										with open(lowerCAmelCase_				,						'rb'  ) as handle:
															_snake_case									=				pickle.load(lowerCAmelCase_  )

										_snake_case									=				tokenizer_new.tokenize(lowerCAmelCase_  )

										self.assertListEqual(lowerCAmelCase_				,						lowerCAmelCase_  )




					def 	lowerCAmelCase			(		self  )		->							Optional[int]:
										_snake_case									=				MecabTokenizer(mecab_dic='ipadic'  )

										self.assertListEqual(
										    tokenizer.tokenize(' \tｱｯﾌﾟﾙストアでiPhone８ が  \n 発売された　。  '  )				,						['アップルストア', 'で', 'iPhone', '8', 'が', '発売', 'さ', 'れ', 'た', '。']				,						)




					def 	lowerCAmelCase			(		self  )		->							Optional[Any]:
										try:
															_snake_case									=				MecabTokenizer(mecab_dic='unidic_lite'  )
										except ModuleNotFoundError:
															return

										self.assertListEqual(
										    tokenizer.tokenize(' \tｱｯﾌﾟﾙストアでiPhone８ が  \n 発売された　。  '  )				,						['アップル', 'ストア', 'で', 'iPhone', '8', 'が', '発売', 'さ', 'れ', 'た', '。']				,						)




					def 	lowerCAmelCase			(		self  )		->							List[str]:
										try:
															_snake_case									=				MecabTokenizer(mecab_dic='unidic'  )
										except ModuleNotFoundError:
															return

										self.assertListEqual(
										    tokenizer.tokenize(' \tｱｯﾌﾟﾙストアでiPhone８ が  \n 発売された　。  '  )				,						['アップル', 'ストア', 'で', 'iPhone', '8', 'が', '発売', 'さ', 'れ', 'た', '。']				,						)




					def 	lowerCAmelCase			(		self  )		->							Optional[Any]:
										_snake_case									=				MecabTokenizer(do_lower_case=lowerCAmelCase_				,						mecab_dic='ipadic'  )

										self.assertListEqual(
										    tokenizer.tokenize(' \tｱｯﾌﾟﾙストアでiPhone８ が  \n 発売された　。  '  )				,						['アップルストア', 'で', 'iphone', '8', 'が', '発売', 'さ', 'れ', 'た', '。']				,						)




					def 	lowerCAmelCase			(		self  )		->							Union[str, Any]:
										try:
															_snake_case									=				MecabTokenizer(
															    do_lower_case=lowerCAmelCase_				,						normalize_text=lowerCAmelCase_				,						mecab_option='-d /usr/local/lib/mecab/dic/jumandic'  )
										except RuntimeError:
															# if dict doesn't exist in the system, previous code raises this error.
															return

										self.assertListEqual(
										    tokenizer.tokenize(' \tｱｯﾌﾟﾙストアでiPhone８ が  \n 発売された　。  '  )				,						['ｱｯﾌﾟﾙストア', 'で', 'iPhone', '８', 'が', '発売', 'さ', 'れた', '\u3000', '。']				,						)




					def 	lowerCAmelCase			(		self  )		->							Optional[Any]:
										_snake_case									=				MecabTokenizer(normalize_text=lowerCAmelCase_				,						mecab_dic='ipadic'  )

										self.assertListEqual(
										    tokenizer.tokenize(' \tｱｯﾌﾟﾙストアでiPhone８ が  \n 発売された　。  '  )				,						['ｱｯﾌﾟﾙストア', 'で', 'iPhone', '８', 'が', '発売', 'さ', 'れ', 'た', '　', '。']				,						)




					@require_sudachi
					def 	lowerCAmelCase			(		self  )		->							Optional[Any]:
										_snake_case									=				self.tokenizer_class(self.vocab_file				,						word_tokenizer_type='sudachi'  )
										self.assertIsNotNone(lowerCAmelCase_  )

										_snake_case									=				'こんにちは、世界。\nこんばんは、世界。'
										_snake_case									=				tokenizer.tokenize(lowerCAmelCase_  )
										self.assertListEqual(lowerCAmelCase_				,						['こんにちは', '、', '世界', '。', 'こん', '##ばんは', '、', '世界', '。']  )
										self.assertListEqual(tokenizer.convert_tokens_to_ids(lowerCAmelCase_  )				,						[3, 12, 10, 14, 4, 9, 12, 10, 14]  )

										_snake_case									=				os.path.join(self.tmpdirname				,						'tokenizer.bin'  )
										with open(lowerCAmelCase_				,						'wb'  ) as handle:
															pickle.dump(lowerCAmelCase_				,						lowerCAmelCase_  )

										with open(lowerCAmelCase_				,						'rb'  ) as handle:
															_snake_case									=				pickle.load(lowerCAmelCase_  )

										_snake_case									=				tokenizer_new.tokenize(lowerCAmelCase_  )

										self.assertListEqual(lowerCAmelCase_				,						lowerCAmelCase_  )




					@require_sudachi
					def 	lowerCAmelCase			(		self  )		->							Dict:
										_snake_case									=				SudachiTokenizer(sudachi_dict_type='core'  )

										self.assertListEqual(
										    tokenizer.tokenize(' \tｱｯﾌﾟﾙストアでiPhone８ が  \n 発売された　。  '  )				,						[' ', '\t', 'アップル', 'ストア', 'で', 'iPhone', '8', ' ', 'が', ' ', ' ', '\n ', '発売', 'さ', 'れ', 'た', ' ', '。', ' ', ' ']				,						)




					@require_sudachi
					def 	lowerCAmelCase			(		self  )		->							List[str]:
										_snake_case									=				SudachiTokenizer(sudachi_dict_type='core'				,						sudachi_split_mode='A'  )

										self.assertListEqual(tokenizer.tokenize('外国人参政権'  )				,						['外国', '人', '参政', '権']  )




					@require_sudachi
					def 	lowerCAmelCase			(		self  )		->							Union[str, Any]:
										_snake_case									=				SudachiTokenizer(sudachi_dict_type='core'				,						sudachi_split_mode='B'  )

										self.assertListEqual(tokenizer.tokenize('外国人参政権'  )				,						['外国人', '参政権']  )




					@require_sudachi
					def 	lowerCAmelCase			(		self  )		->							Dict:
										_snake_case									=				SudachiTokenizer(sudachi_dict_type='core'				,						sudachi_split_mode='C'  )

										self.assertListEqual(tokenizer.tokenize('外国人参政権'  )				,						['外国人参政権']  )




					@require_sudachi
					def 	lowerCAmelCase			(		self  )		->							Optional[Any]:
										_snake_case									=				SudachiTokenizer(do_lower_case=lowerCAmelCase_				,						sudachi_dict_type='core'  )

										self.assertListEqual(
										    tokenizer.tokenize(' \tｱｯﾌﾟﾙストアでiPhone８ が  \n 発売された　。  '  )				,						[' ', '\t', 'アップル', 'ストア', 'で', 'iphone', '8', ' ', 'が', ' ', ' ', '\n ', '発売', 'さ', 'れ', 'た', ' ', '。', ' ', ' ']				,						)




					@require_sudachi
					def 	lowerCAmelCase			(		self  )		->							int:
										_snake_case									=				SudachiTokenizer(normalize_text=lowerCAmelCase_				,						sudachi_dict_type='core'  )

										self.assertListEqual(
										    tokenizer.tokenize(' \tｱｯﾌﾟﾙストアでiPhone８ が  \n 発売された　。  '  )				,						[' ', '\t', 'ｱｯﾌﾟﾙ', 'ストア', 'で', 'iPhone', '８', ' ', 'が', ' ', ' ', '\n ', '発売', 'さ', 'れ', 'た', '\u3000', '。', ' ', ' ']				,						)




					@require_sudachi
					def 	lowerCAmelCase			(		self  )		->							Tuple:
										_snake_case									=				SudachiTokenizer(trim_whitespace=lowerCAmelCase_				,						sudachi_dict_type='core'  )

										self.assertListEqual(
										    tokenizer.tokenize(' \tｱｯﾌﾟﾙストアでiPhone８ が  \n 発売された　。  '  )				,						['アップル', 'ストア', 'で', 'iPhone', '8', 'が', '発売', 'さ', 'れ', 'た', '。']				,						)




					@require_jumanpp
					def 	lowerCAmelCase			(		self  )		->							Union[str, Any]:
										_snake_case									=				self.tokenizer_class(self.vocab_file				,						word_tokenizer_type='jumanpp'  )
										self.assertIsNotNone(lowerCAmelCase_  )

										_snake_case									=				'こんにちは、世界。\nこんばんは、世界。'
										_snake_case									=				tokenizer.tokenize(lowerCAmelCase_  )
										self.assertListEqual(lowerCAmelCase_				,						['こんにちは', '、', '世界', '。', 'こん', '##ばんは', '、', '世界', '。']  )
										self.assertListEqual(tokenizer.convert_tokens_to_ids(lowerCAmelCase_  )				,						[3, 12, 10, 14, 4, 9, 12, 10, 14]  )

										_snake_case									=				os.path.join(self.tmpdirname				,						'tokenizer.bin'  )
										with open(lowerCAmelCase_				,						'wb'  ) as handle:
															pickle.dump(lowerCAmelCase_				,						lowerCAmelCase_  )

										with open(lowerCAmelCase_				,						'rb'  ) as handle:
															_snake_case									=				pickle.load(lowerCAmelCase_  )

										_snake_case									=				tokenizer_new.tokenize(lowerCAmelCase_  )

										self.assertListEqual(lowerCAmelCase_				,						lowerCAmelCase_  )




					@require_jumanpp
					def 	lowerCAmelCase			(		self  )		->							str:
										_snake_case									=				JumanppTokenizer()

										self.assertListEqual(
										    tokenizer.tokenize(' \tｱｯﾌﾟﾙストアでiPhone８ が  \n 発売された　。  '  )				,						['アップル', 'ストア', 'で', 'iPhone', '8', '\u3000', 'が', '\u3000', '\u3000', '\u3000', '発売', 'さ', 'れた', '\u3000', '。']				,						)




					@require_jumanpp
					def 	lowerCAmelCase			(		self  )		->							str:
										_snake_case									=				JumanppTokenizer(do_lower_case=lowerCAmelCase_  )

										self.assertListEqual(
										    tokenizer.tokenize(' \tｱｯﾌﾟﾙストアでiPhone８ が  \n 発売された　。  '  )				,						['アップル', 'ストア', 'で', 'iphone', '8', '\u3000', 'が', '\u3000', '\u3000', '\u3000', '発売', 'さ', 'れた', '\u3000', '。']				,						)




					@require_jumanpp
					def 	lowerCAmelCase			(		self  )		->							Dict:
										_snake_case									=				JumanppTokenizer(normalize_text=lowerCAmelCase_  )

										self.assertListEqual(
										    tokenizer.tokenize(' \tｱｯﾌﾟﾙストアでiPhone８ が  \n 発売された　。  '  )				,						['ｱ', 'ｯ', 'ﾌ', 'ﾟ', 'ﾙ', 'ストア', 'で', 'iPhone', '８', '\u3000', 'が', '\u3000', '\u3000', '\u3000', '発売', 'さ', 'れた', '\u3000', '。']				,						)




					@require_jumanpp
					def 	lowerCAmelCase			(		self  )		->							Tuple:
										_snake_case									=				JumanppTokenizer(trim_whitespace=lowerCAmelCase_  )

										self.assertListEqual(
										    tokenizer.tokenize(' \tｱｯﾌﾟﾙストアでiPhone８ が  \n 発売された　。  '  )				,						['アップル', 'ストア', 'で', 'iPhone', '8', 'が', '発売', 'さ', 'れた', '。']				,						)




					@require_jumanpp
					def 	lowerCAmelCase			(		self  )		->							Any:
										_snake_case									=				JumanppTokenizer()

										self.assertListEqual(
										    tokenizer.tokenize('ありがとうございますm(_ _)ｍ見つけるのが大変です。'  )				,						['ありがとう', 'ございます', 'm(_ _)m', '見つける', 'の', 'が', '大変です', '。']				,						)




					def 	lowerCAmelCase			(		self  )		->							str:
										_snake_case									=				['[UNK]', '[CLS]', '[SEP]', 'こんにちは', 'こん', 'にちは', 'ばんは', '##こん', '##にちは', '##ばんは']

										_snake_case									=				{}
										for i, token in enumerate(lowerCAmelCase_  ):
															_snake_case									=				i
										_snake_case									=				WordpieceTokenizer(vocab=lowerCAmelCase_				,						unk_token='[UNK]'  )

										self.assertListEqual(tokenizer.tokenize(''  )				,						[]  )

										self.assertListEqual(tokenizer.tokenize('こんにちは'  )				,						['こんにちは']  )

										self.assertListEqual(tokenizer.tokenize('こんばんは'  )				,						['こん', '##ばんは']  )

										self.assertListEqual(tokenizer.tokenize('こんばんは こんばんにちは こんにちは'  )				,						['こん', '##ばんは', '[UNK]', 'こんにちは']  )




					def 	lowerCAmelCase			(		self  )		->							Dict:
										_snake_case									=				BertJapaneseTokenizer.from_pretrained('nlp-waseda/roberta-base-japanese-with-auto-jumanpp'  )
										_snake_case									=				tokenizer.subword_tokenizer

										_snake_case									=				subword_tokenizer.tokenize('国境 の 長い トンネル を 抜ける と 雪国 であった 。'  )
										self.assertListEqual(lowerCAmelCase_				,						['▁国境', '▁の', '▁長い', '▁トンネル', '▁を', '▁抜ける', '▁と', '▁雪', '国', '▁であった', '▁。']  )

										_snake_case									=				subword_tokenizer.tokenize('こんばんは こんばん にち は こんにちは'  )
										self.assertListEqual(lowerCAmelCase_				,						['▁こん', 'ばん', 'は', '▁こん', 'ばん', '▁に', 'ち', '▁は', '▁こんにちは']  )






					def 	lowerCAmelCase			(		self  )		->							Optional[int]:
										_snake_case									=				self.tokenizer_class.from_pretrained('cl-tohoku/bert-base-japanese'  )

										_snake_case									=				tokenizer.encode('ありがとう。'				,						add_special_tokens=lowerCAmelCase_  )
										_snake_case									=				tokenizer.encode('どういたしまして。'				,						add_special_tokens=lowerCAmelCase_  )

										_snake_case									=				tokenizer.build_inputs_with_special_tokens(lowerCAmelCase_  )
										_snake_case									=				tokenizer.build_inputs_with_special_tokens(lowerCAmelCase_				,						lowerCAmelCase_  )

										# 2 is for "[CLS]", 3 is for "[SEP]"
										assert encoded_sentence == [2] + text + [3]
										assert encoded_pair == [2] + text + [3] + text_a + [3]





@custom_tokenizers
class 			UpperCamelCase_		(  _lowerCamelCase				,  unittest.TestCase					):
					lowerCAmelCase_							=	BertJapaneseTokenizer
					lowerCAmelCase_							=	False




					def 	lowerCAmelCase			(		self  )		->							int:
										super().setUp()

										_snake_case									=				['[UNK]', '[CLS]', '[SEP]', 'こ', 'ん', 'に', 'ち', 'は', 'ば', '世', '界', '、', '。']

										_snake_case									=				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 	lowerCAmelCase			(		self				,						**lowerCAmelCase_  )		->							Tuple:
										return BertJapaneseTokenizer.from_pretrained(self.tmpdirname				,						subword_tokenizer_type='character'				,						**lowerCAmelCase_  )




					def 	lowerCAmelCase			(		self				,						lowerCAmelCase_  )		->							Union[str, Any]:
										_snake_case									=				'こんにちは、世界。 \nこんばんは、世界。'
										_snake_case									=				'こ ん に ち は 、 世 界 。 こ ん ば ん は 、 世 界 。'
										return input_text, output_text




					def 	lowerCAmelCase			(		self  )		->							Optional[int]:
										pass  # TODO add if relevant




					def 	lowerCAmelCase			(		self  )		->							Any:
										pass  # TODO add if relevant




					def 	lowerCAmelCase			(		self  )		->							Union[str, Any]:
										pass  # TODO add if relevant




					def 	lowerCAmelCase			(		self  )		->							List[str]:
										_snake_case									=				self.tokenizer_class(self.vocab_file				,						subword_tokenizer_type='character'  )

										_snake_case									=				tokenizer.tokenize('こんにちは、世界。 \nこんばんは、世界。'  )
										self.assertListEqual(
										    lowerCAmelCase_				,						['こ', 'ん', 'に', 'ち', 'は', '、', '世', '界', '。', 'こ', 'ん', 'ば', 'ん', 'は', '、', '世', '界', '。']  )
										self.assertListEqual(
										    tokenizer.convert_tokens_to_ids(lowerCAmelCase_  )				,						[3, 4, 5, 6, 7, 11, 9, 10, 12, 3, 4, 8, 4, 7, 11, 9, 10, 12]  )




					def 	lowerCAmelCase			(		self  )		->							Optional[int]:
										_snake_case									=				['[UNK]', '[CLS]', '[SEP]', 'こ', 'ん', 'に', 'ち', 'は', 'ば', '世', '界', '、', '。']

										_snake_case									=				{}
										for i, token in enumerate(lowerCAmelCase_  ):
															_snake_case									=				i
										_snake_case									=				CharacterTokenizer(vocab=lowerCAmelCase_				,						unk_token='[UNK]'  )

										self.assertListEqual(tokenizer.tokenize(''  )				,						[]  )

										self.assertListEqual(tokenizer.tokenize('こんにちは'  )				,						['こ', 'ん', 'に', 'ち', 'は']  )

										self.assertListEqual(tokenizer.tokenize('こんにちほ'  )				,						['こ', 'ん', 'に', 'ち', '[UNK]']  )






					def 	lowerCAmelCase			(		self  )		->							Optional[int]:
										_snake_case									=				self.tokenizer_class.from_pretrained('cl-tohoku/bert-base-japanese-char'  )

										_snake_case									=				tokenizer.encode('ありがとう。'				,						add_special_tokens=lowerCAmelCase_  )
										_snake_case									=				tokenizer.encode('どういたしまして。'				,						add_special_tokens=lowerCAmelCase_  )

										_snake_case									=				tokenizer.build_inputs_with_special_tokens(lowerCAmelCase_  )
										_snake_case									=				tokenizer.build_inputs_with_special_tokens(lowerCAmelCase_				,						lowerCAmelCase_  )

										# 2 is for "[CLS]", 3 is for "[SEP]"
										assert encoded_sentence == [2] + text + [3]
										assert encoded_pair == [2] + text + [3] + text_a + [3]





@custom_tokenizers
class 			UpperCamelCase_		(  unittest.TestCase					):




					def 	lowerCAmelCase			(		self  )		->							Union[str, Any]:
										_snake_case									=				'cl-tohoku/bert-base-japanese'
										_snake_case									=				AutoTokenizer.from_pretrained(lowerCAmelCase_  )
										self.assertIsInstance(lowerCAmelCase_				,						lowerCAmelCase_  )





class 			UpperCamelCase_		(  unittest.TestCase					):




					def 	lowerCAmelCase			(		self  )		->							Optional[int]:
										_snake_case									=				'cl-tohoku/bert-base-japanese'
										with self.assertLogs('transformers'				,						level='WARNING'  ) as cm:
															BertTokenizer.from_pretrained(lowerCAmelCase_  )
															self.assertTrue(
															    cm.records[0].message.startswith(
															        'The tokenizer class you load from this checkpoint is not the same type as the class this function'
															        ' is called from.'  )  )
										_snake_case									=				'bert-base-cased'
										with self.assertLogs('transformers'				,						level='WARNING'  ) as cm:
															BertJapaneseTokenizer.from_pretrained(lowerCAmelCase_  )
															self.assertTrue(
															    cm.records[0].message.startswith(
															        'The tokenizer class you load from this checkpoint is not the same type as the class this function'
															        ' is called from.'  )  )










from typing import TYPE_CHECKING

from ...utils import _LazyModule


UpperCAmelCase_      							=     {"""tokenization_byt5""": ["""ByT5Tokenizer"""]}


if TYPE_CHECKING:
					from .tokenization_byta import ByTaTokenizer
else:
					import sys

					UpperCAmelCase_      							=     _LazyModule(__name__, globals()["""__file__"""], _import_structure, module_spec=__spec__)



