
"""simple docstring"""

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							(		SCREAMING_SNAKE_CASE_     ,			unittest.TestCase							):
      __SCREAMING_SNAKE_CASE   :							List[Any]							      =	BertJapaneseTokenizer
      __SCREAMING_SNAKE_CASE   :							List[Any]							      =	False
      __SCREAMING_SNAKE_CASE   :							str							      =	True




      def     a_      (							self							)						->					Any:
          super().setUp()

          UpperCAmelCase									=					[
              '[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',
              '、',
              '##、',
              '。',
              '##。',
          ]

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




      def     a_      (							self   ,       lowercase_							)						->					int:
          UpperCAmelCase			,							UpperCAmelCase									=					self.get_input_output_texts(lowercase_							)
          UpperCAmelCase									=					tokenizer.encode(lowercase_   ,       add_special_tokens=lowercase_							)
          UpperCAmelCase									=					tokenizer.decode(lowercase_   ,       clean_up_tokenization_spaces=lowercase_							)
          return text, ids




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




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




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




      def     a_      (							self							)						->					Tuple:
          UpperCAmelCase									=					self.tokenizer_class(self.vocab_file							)

          UpperCAmelCase									=					tokenizer.tokenize('こんにちは、世界。\nこんばんは、世界。'							)
          self.assertListEqual(lowercase_   ,       ['こんにちは', '、', '世界', '。', 'こん', '##ばんは', '、', '世界', '。']							)
          self.assertListEqual(tokenizer.convert_tokens_to_ids(lowercase_							)   ,       [3, 1_2, 1_0, 1_4, 4, 9, 1_2, 1_0, 1_4]							)




      def     a_      (							self							)						->					List[str]:
          UpperCAmelCase									=					self.tokenizer_class(self.vocab_file   ,       word_tokenizer_type='mecab'							)
          self.assertIsNotNone(lowercase_							)

          UpperCAmelCase									=					'こんにちは、世界。\nこんばんは、世界。'
          UpperCAmelCase									=					tokenizer.tokenize(lowercase_							)
          self.assertListEqual(lowercase_   ,       ['こんにちは', '、', '世界', '。', 'こん', '##ばんは', '、', '世界', '。']							)
          self.assertListEqual(tokenizer.convert_tokens_to_ids(lowercase_							)   ,       [3, 1_2, 1_0, 1_4, 4, 9, 1_2, 1_0, 1_4]							)

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

          with open(lowercase_   ,       'rb'							) as handle:
              UpperCAmelCase									=					pickle.load(lowercase_							)

          UpperCAmelCase									=					tokenizer_new.tokenize(lowercase_							)

          self.assertListEqual(lowercase_   ,       lowercase_							)




      def     a_      (							self							)						->					Tuple:
          UpperCAmelCase									=					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     a_      (							self							)						->					Dict:
          try:
              UpperCAmelCase									=					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     a_      (							self							)						->					Optional[Any]:
          try:
              UpperCAmelCase									=					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     a_      (							self							)						->					Optional[int]:
          UpperCAmelCase									=					MecabTokenizer(do_lower_case=lowercase_   ,       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     a_      (							self							)						->					List[str]:
          try:
              UpperCAmelCase									=					MecabTokenizer(
                  do_lower_case=lowercase_   ,       normalize_text=lowercase_   ,       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     a_      (							self							)						->					str:
          UpperCAmelCase									=					MecabTokenizer(normalize_text=lowercase_   ,       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     a_      (							self							)						->					Optional[int]:
          UpperCAmelCase									=					self.tokenizer_class(self.vocab_file   ,       word_tokenizer_type='sudachi'							)
          self.assertIsNotNone(lowercase_							)

          UpperCAmelCase									=					'こんにちは、世界。\nこんばんは、世界。'
          UpperCAmelCase									=					tokenizer.tokenize(lowercase_							)
          self.assertListEqual(lowercase_   ,       ['こんにちは', '、', '世界', '。', 'こん', '##ばんは', '、', '世界', '。']							)
          self.assertListEqual(tokenizer.convert_tokens_to_ids(lowercase_							)   ,       [3, 1_2, 1_0, 1_4, 4, 9, 1_2, 1_0, 1_4]							)

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

          with open(lowercase_   ,       'rb'							) as handle:
              UpperCAmelCase									=					pickle.load(lowercase_							)

          UpperCAmelCase									=					tokenizer_new.tokenize(lowercase_							)

          self.assertListEqual(lowercase_   ,       lowercase_							)




      @require_sudachi
      def     a_      (							self							)						->					Any:
          UpperCAmelCase									=					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     a_      (							self							)						->					List[str]:
          UpperCAmelCase									=					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     a_      (							self							)						->					str:
          UpperCAmelCase									=					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     a_      (							self							)						->					Optional[int]:
          UpperCAmelCase									=					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     a_      (							self							)						->					List[str]:
          UpperCAmelCase									=					SudachiTokenizer(do_lower_case=lowercase_   ,       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     a_      (							self							)						->					List[Any]:
          UpperCAmelCase									=					SudachiTokenizer(normalize_text=lowercase_   ,       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     a_      (							self							)						->					Any:
          UpperCAmelCase									=					SudachiTokenizer(trim_whitespace=lowercase_   ,       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     a_      (							self							)						->					Tuple:
          UpperCAmelCase									=					self.tokenizer_class(self.vocab_file   ,       word_tokenizer_type='jumanpp'							)
          self.assertIsNotNone(lowercase_							)

          UpperCAmelCase									=					'こんにちは、世界。\nこんばんは、世界。'
          UpperCAmelCase									=					tokenizer.tokenize(lowercase_							)
          self.assertListEqual(lowercase_   ,       ['こんにちは', '、', '世界', '。', 'こん', '##ばんは', '、', '世界', '。']							)
          self.assertListEqual(tokenizer.convert_tokens_to_ids(lowercase_							)   ,       [3, 1_2, 1_0, 1_4, 4, 9, 1_2, 1_0, 1_4]							)

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

          with open(lowercase_   ,       'rb'							) as handle:
              UpperCAmelCase									=					pickle.load(lowercase_							)

          UpperCAmelCase									=					tokenizer_new.tokenize(lowercase_							)

          self.assertListEqual(lowercase_   ,       lowercase_							)




      @require_jumanpp
      def     a_      (							self							)						->					Tuple:
          UpperCAmelCase									=					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     a_      (							self							)						->					Any:
          UpperCAmelCase									=					JumanppTokenizer(do_lower_case=lowercase_							)

          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     a_      (							self							)						->					Optional[Any]:
          UpperCAmelCase									=					JumanppTokenizer(normalize_text=lowercase_							)

          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     a_      (							self							)						->					Optional[Any]:
          UpperCAmelCase									=					JumanppTokenizer(trim_whitespace=lowercase_							)

          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     a_      (							self							)						->					int:
          UpperCAmelCase									=					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     a_      (							self							)						->					Dict:
          UpperCAmelCase									=					['[UNK]', '[CLS]', '[SEP]', 'こんにちは', 'こん', 'にちは', 'ばんは', '##こん', '##にちは', '##ばんは']

          UpperCAmelCase									=					{}
          for i, token in enumerate(lowercase_							):
              UpperCAmelCase									=					i
          UpperCAmelCase									=					WordpieceTokenizer(vocab=lowercase_   ,       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     a_      (							self							)						->					int:
          UpperCAmelCase									=					BertJapaneseTokenizer.from_pretrained('nlp-waseda/roberta-base-japanese-with-auto-jumanpp'							)
          UpperCAmelCase									=					tokenizer.subword_tokenizer

          UpperCAmelCase									=					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(lowercase_   ,       ['▁国境', '▁の', '▁長い', '▁トンネル', '▁を', '▁抜ける', '▁と', '▁雪', '国', '▁であった', '▁。']							)

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




      def     a_      (							self							)						->					Dict:
          UpperCAmelCase									=					self.tokenizer_class.from_pretrained('cl-tohoku/bert-base-japanese'							)

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

          UpperCAmelCase									=					tokenizer.build_inputs_with_special_tokens(lowercase_							)
          UpperCAmelCase									=					tokenizer.build_inputs_with_special_tokens(lowercase_   ,       lowercase_							)

          # 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							(		SCREAMING_SNAKE_CASE_     ,			unittest.TestCase							):
      __SCREAMING_SNAKE_CASE   :							List[Any]							      =	BertJapaneseTokenizer
      __SCREAMING_SNAKE_CASE   :							Any							      =	False




      def     a_      (							self							)						->					str:
          super().setUp()

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

          UpperCAmelCase									=					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     a_      (							self   ,       **lowercase_							)						->					List[str]:
          return BertJapaneseTokenizer.from_pretrained(self.tmpdirname   ,       subword_tokenizer_type='character'   ,       **lowercase_							)




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




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




      def     a_      (							self							)						->					str:
          pass  # TODO add if relevant




      def     a_      (							self							)						->					List[str]:
          pass  # TODO add if relevant




      def     a_      (							self							)						->					Tuple:
          UpperCAmelCase									=					self.tokenizer_class(self.vocab_file   ,       subword_tokenizer_type='character'							)

          UpperCAmelCase									=					tokenizer.tokenize('こんにちは、世界。 \nこんばんは、世界。'							)
          self.assertListEqual(
              lowercase_   ,       ['こ', 'ん', 'に', 'ち', 'は', '、', '世', '界', '。', 'こ', 'ん', 'ば', 'ん', 'は', '、', '世', '界', '。']							)
          self.assertListEqual(
              tokenizer.convert_tokens_to_ids(lowercase_							)   ,       [3, 4, 5, 6, 7, 1_1, 9, 1_0, 1_2, 3, 4, 8, 4, 7, 1_1, 9, 1_0, 1_2]							)




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

          UpperCAmelCase									=					{}
          for i, token in enumerate(lowercase_							):
              UpperCAmelCase									=					i
          UpperCAmelCase									=					CharacterTokenizer(vocab=lowercase_   ,       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     a_      (							self							)						->					Optional[Any]:
          UpperCAmelCase									=					self.tokenizer_class.from_pretrained('cl-tohoku/bert-base-japanese-char'							)

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

          UpperCAmelCase									=					tokenizer.build_inputs_with_special_tokens(lowercase_							)
          UpperCAmelCase									=					tokenizer.build_inputs_with_special_tokens(lowercase_   ,       lowercase_							)

          # 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     a_      (							self							)						->					Union[str, Any]:
          UpperCAmelCase									=					'cl-tohoku/bert-base-japanese'
          UpperCAmelCase									=					AutoTokenizer.from_pretrained(lowercase_							)
          self.assertIsInstance(lowercase_   ,       lowercase_							)

class      _UpperCAmelCase							(		unittest.TestCase							):




      def     a_      (							self							)						->					Union[str, Any]:
          UpperCAmelCase									=					'cl-tohoku/bert-base-japanese'
          with self.assertLogs('transformers'   ,       level='WARNING'							) as cm:
              BertTokenizer.from_pretrained(lowercase_							)
              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.'							)							)
          UpperCAmelCase									=					'bert-base-cased'
          with self.assertLogs('transformers'   ,       level='WARNING'							) as cm:
              BertJapaneseTokenizer.from_pretrained(lowercase_							)
              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.'							)							)





"""simple docstring"""

from __future__ import annotations

import numpy as np




def     lowercase__						(					lowerCAmelCase				:					list[float] ) ->      Dict:






    """simple docstring"""




    return np.maximum(0 ,				lowerCAmelCase )


if __name__ == "__main__":
   print(np.array(relu([-1, 0, 5])))  # --> [0, 0, 5]



