
import json
import os
import unittest

from transformers.models.roc_bert.tokenization_roc_bert import (
    VOCAB_FILES_NAMES,
    RoCBertBasicTokenizer,
    RoCBertTokenizer,
    RoCBertWordpieceTokenizer,
    _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      _UpperCAmelCase							(		SCREAMING_SNAKE_CASE_     ,			unittest.TestCase							):
      __SCREAMING_SNAKE_CASE   :							List[str]							      =	RoCBertTokenizer
      __SCREAMING_SNAKE_CASE   :							List[Any]							      =	None
      __SCREAMING_SNAKE_CASE   :							Tuple							      =	False
      __SCREAMING_SNAKE_CASE   :							str							      =	True
      __SCREAMING_SNAKE_CASE   :							Any							      =	filter_non_english




      def     a_      (							self							)						->					Union[str, Any]:
          super().setUp()

          UpperCAmelCase									=					['[UNK]', '[CLS]', '[SEP]', '[PAD]', '[MASK]', '你', '好', '是', '谁', 'a', 'b', 'c', 'd']
          UpperCAmelCase									=					{}
          UpperCAmelCase									=					{}
          for i, value in enumerate(__lowerCAmelCase							):
              UpperCAmelCase									=					i
              UpperCAmelCase									=					i
          UpperCAmelCase									=					os.path.join(self.tmpdirname   ,       VOCAB_FILES_NAMES['vocab_file']							)
          UpperCAmelCase									=					os.path.join(self.tmpdirname   ,       VOCAB_FILES_NAMES['word_shape_file']							)
          UpperCAmelCase									=					os.path.join(self.tmpdirname   ,       VOCAB_FILES_NAMES['word_pronunciation_file']							)
          with open(self.vocab_file   ,       'w'   ,       encoding='utf-8'							) as vocab_writer:
              vocab_writer.write(''.join([x + '\n' for x in vocab_tokens]							)							)
          with open(self.word_shape_file   ,       'w'   ,       encoding='utf-8'							) as word_shape_writer:
              json.dump(__lowerCAmelCase   ,       __lowerCAmelCase   ,       ensure_ascii=__lowerCAmelCase							)
          with open(self.word_pronunciation_file   ,       'w'   ,       encoding='utf-8'							) as word_pronunciation_writer:
              json.dump(__lowerCAmelCase   ,       __lowerCAmelCase   ,       ensure_ascii=__lowerCAmelCase							)




      def     a_      (							self							)						->					List[Any]:
          UpperCAmelCase									=					self.tokenizer_class(self.vocab_file   ,       self.word_shape_file   ,       self.word_pronunciation_file							)

          UpperCAmelCase									=					tokenizer.tokenize('你好[SEP]你是谁'							)
          self.assertListEqual(__lowerCAmelCase   ,       ['你', '好', '[SEP]', '你', '是', '谁']							)
          self.assertListEqual(tokenizer.convert_tokens_to_ids(__lowerCAmelCase							)   ,       [5, 6, 2, 5, 7, 8]							)
          self.assertListEqual(tokenizer.convert_tokens_to_shape_ids(__lowerCAmelCase							)   ,       [5, 6, 2, 5, 7, 8]							)
          self.assertListEqual(tokenizer.convert_tokens_to_pronunciation_ids(__lowerCAmelCase							)   ,       [5, 6, 2, 5, 7, 8]							)




      def     a_      (							self							)						->					Optional[Any]:
          UpperCAmelCase									=					RoCBertBasicTokenizer()

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




      def     a_      (							self							)						->					Tuple:
          UpperCAmelCase									=					RoCBertBasicTokenizer(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     a_      (							self							)						->					Tuple:
          UpperCAmelCase									=					RoCBertBasicTokenizer(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     a_      (							self							)						->					Any:
          UpperCAmelCase									=					RoCBertBasicTokenizer(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     a_      (							self							)						->					Optional[Any]:
          UpperCAmelCase									=					RoCBertBasicTokenizer(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     a_      (							self							)						->					Union[str, Any]:
          UpperCAmelCase									=					RoCBertBasicTokenizer(do_lower_case=__lowerCAmelCase							)

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




      def     a_      (							self							)						->					int:
          UpperCAmelCase									=					RoCBertBasicTokenizer(do_lower_case=__lowerCAmelCase   ,       strip_accents=__lowerCAmelCase							)

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




      def     a_      (							self							)						->					List[str]:
          UpperCAmelCase									=					RoCBertBasicTokenizer(do_lower_case=__lowerCAmelCase   ,       strip_accents=__lowerCAmelCase							)

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




      def     a_      (							self							)						->					str:
          UpperCAmelCase									=					RoCBertBasicTokenizer(do_lower_case=__lowerCAmelCase   ,       never_split=['[UNK]']							)

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




      def     a_      (							self							)						->					Union[str, Any]:
          UpperCAmelCase									=					['[UNK]', '[CLS]', '[SEP]', 'want', '##want', '##ed', 'wa', 'un', 'runn', '##ing']

          UpperCAmelCase									=					{}
          for i, token in enumerate(__lowerCAmelCase							):
              UpperCAmelCase									=					i
          UpperCAmelCase									=					RoCBertWordpieceTokenizer(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     a_      (							self							)						->					Tuple:
          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     a_      (							self							)						->					Dict:
          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     a_      (							self							)						->					List[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     a_      (							self							)						->					List[Any]:
          UpperCAmelCase									=					self.get_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]']]							)

          if self.test_rust_tokenizer:
              UpperCAmelCase									=					self.get_rust_tokenizer()
              self.assertListEqual(
                  [rust_tokenizer.tokenize(__lowerCAmelCase							) for t in ['Test', '\xad', 'test']]   ,       [['[UNK]'], [], ['[UNK]']]							)




      def     a_      (							self							)						->					str:







          for tokenizer, pretrained_name, kwargs in self.tokenizers_list:
              with self.subTest(F"{tokenizer.__class__.__name__} ({pretrained_name})"							):
                  UpperCAmelCase									=					self.rust_tokenizer_class.from_pretrained(__lowerCAmelCase   ,       **__lowerCAmelCase							)

                  UpperCAmelCase									=					F"A, naïve {tokenizer_r.mask_token} AllenNLP sentence."
                  UpperCAmelCase									=					tokenizer_r.encode_plus(
                      __lowerCAmelCase   ,       return_attention_mask=__lowerCAmelCase   ,       return_token_type_ids=__lowerCAmelCase   ,       return_offsets_mapping=__lowerCAmelCase   ,       add_special_tokens=__lowerCAmelCase   ,       )

                  UpperCAmelCase									=					tokenizer_r.do_lower_case if hasattr(__lowerCAmelCase   ,       'do_lower_case'							) else False
                  UpperCAmelCase									=					(
                      [
                          ((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']							)




      def     a_      (							self							)						->					Dict:
          UpperCAmelCase									=					['的', '人', '有']
          UpperCAmelCase									=					''.join(__lowerCAmelCase							)
          for tokenizer, pretrained_name, kwargs in self.tokenizers_list:
              with self.subTest(F"{tokenizer.__class__.__name__} ({pretrained_name})"							):
                  UpperCAmelCase									=					True
                  UpperCAmelCase									=					self.tokenizer_class.from_pretrained(__lowerCAmelCase   ,       **__lowerCAmelCase							)
                  UpperCAmelCase									=					self.rust_tokenizer_class.from_pretrained(__lowerCAmelCase   ,       **__lowerCAmelCase							)

                  UpperCAmelCase									=					tokenizer_p.encode(__lowerCAmelCase   ,       add_special_tokens=__lowerCAmelCase							)
                  UpperCAmelCase									=					tokenizer_r.encode(__lowerCAmelCase   ,       add_special_tokens=__lowerCAmelCase							)

                  UpperCAmelCase									=					tokenizer_r.convert_ids_to_tokens(__lowerCAmelCase							)
                  UpperCAmelCase									=					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							)

                  UpperCAmelCase									=					False
                  UpperCAmelCase									=					self.rust_tokenizer_class.from_pretrained(__lowerCAmelCase   ,       **__lowerCAmelCase							)
                  UpperCAmelCase									=					self.tokenizer_class.from_pretrained(__lowerCAmelCase   ,       **__lowerCAmelCase							)

                  UpperCAmelCase									=					tokenizer_r.encode(__lowerCAmelCase   ,       add_special_tokens=__lowerCAmelCase							)
                  UpperCAmelCase									=					tokenizer_p.encode(__lowerCAmelCase   ,       add_special_tokens=__lowerCAmelCase							)

                  UpperCAmelCase									=					tokenizer_r.convert_ids_to_tokens(__lowerCAmelCase							)
                  UpperCAmelCase									=					tokenizer_p.convert_ids_to_tokens(__lowerCAmelCase							)

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




      @slow
      def     a_      (							self							)						->					List[Any]:
          UpperCAmelCase									=					self.tokenizer_class(self.vocab_file   ,       self.word_shape_file   ,       self.word_pronunciation_file							)

          UpperCAmelCase									=					tokenizer.encode('你好'   ,       add_special_tokens=__lowerCAmelCase							)
          UpperCAmelCase									=					tokenizer.encode('你是谁'   ,       add_special_tokens=__lowerCAmelCase							)

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

          assert encoded_sentence == [1] + text + [2]
          assert encoded_pair == [1] + text + [2] + text_a + [2]




      def     a_      (							self							)						->					Union[str, Any]:
          UpperCAmelCase									=					self.get_tokenizers(do_lower_case=__lowerCAmelCase							)
          for tokenizer in tokenizers:
              with self.subTest(F"{tokenizer.__class__.__name__}"							):
                  UpperCAmelCase									=					'你好，你是谁'
                  UpperCAmelCase									=					tokenizer.tokenize(__lowerCAmelCase							)
                  UpperCAmelCase									=					tokenizer.convert_tokens_to_ids(__lowerCAmelCase							)
                  UpperCAmelCase									=					tokenizer.convert_tokens_to_shape_ids(__lowerCAmelCase							)
                  UpperCAmelCase									=					tokenizer.convert_tokens_to_pronunciation_ids(__lowerCAmelCase							)
                  UpperCAmelCase									=					tokenizer.prepare_for_model(
                      __lowerCAmelCase   ,       __lowerCAmelCase   ,       __lowerCAmelCase   ,       add_special_tokens=__lowerCAmelCase							)

                  UpperCAmelCase									=					tokenizer.encode_plus(__lowerCAmelCase   ,       add_special_tokens=__lowerCAmelCase							)

                  self.assertEqual(__lowerCAmelCase   ,       __lowerCAmelCase							)





"""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]



