




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        lowerCamelCase__(   __lowerCamelCase					,	unittest.TestCase):
      UpperCAmelCase__ :      Tuple       						=  RealmTokenizer
      UpperCAmelCase__ :      Tuple       						=  RealmTokenizerFast
      UpperCAmelCase__ :      Optional[Any]       						=  True
      UpperCAmelCase__ :      str       						=  True
      UpperCAmelCase__ :      Optional[int]       						=  filter_non_english
      def      lowerCAmelCase__		(							self:					List[Any]  ):
             super().setUp()

             __lowerCamelCase  =		[
                 """[UNK]""",
                 """[CLS]""",
                 """[SEP]""",
                 """[PAD]""",
                 """[MASK]""",
                 """want""",
                 """##want""",
                 """##ed""",
                 """wa""",
                 """un""",
                 """runn""",
                 """##ing""",
                 """,""",
                 """low""",
                 """lowest""",
             ]
             __lowerCamelCase  =		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:					Union[str, Any]       ,			UpperCamelCase_:					Optional[Any]  ):
             __lowerCamelCase  =		"""UNwant\u00E9d,running"""
             __lowerCamelCase  =		"""unwanted, running"""
             return input_text, output_text
      def      lowerCAmelCase__		(							self:					List[str]  ):
             __lowerCamelCase  =		self.tokenizer_class(self.vocab_file  )

             __lowerCamelCase  =		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      lowerCAmelCase__		(							self:					int  ):
             if not self.test_rust_tokenizer:
                    return

             __lowerCamelCase  =		self.get_tokenizer()
             __lowerCamelCase  =		self.get_rust_tokenizer()

             __lowerCamelCase  =		"""UNwant\u00E9d,running"""

             __lowerCamelCase  =		tokenizer.tokenize(UpperCamelCase_  )
             __lowerCamelCase  =		rust_tokenizer.tokenize(UpperCamelCase_  )
             self.assertListEqual(UpperCamelCase_       ,			UpperCamelCase_  )

             __lowerCamelCase  =		tokenizer.encode(UpperCamelCase_       ,			add_special_tokens=UpperCamelCase_  )
             __lowerCamelCase  =		rust_tokenizer.encode(UpperCamelCase_       ,			add_special_tokens=UpperCamelCase_  )
             self.assertListEqual(UpperCamelCase_       ,			UpperCamelCase_  )

             __lowerCamelCase  =		self.get_rust_tokenizer()
             __lowerCamelCase  =		tokenizer.encode(UpperCamelCase_  )
             __lowerCamelCase  =		rust_tokenizer.encode(UpperCamelCase_  )
             self.assertListEqual(UpperCamelCase_       ,			UpperCamelCase_  )

             # With lower casing
             __lowerCamelCase  =		self.get_tokenizer(do_lower_case=UpperCamelCase_  )
             __lowerCamelCase  =		self.get_rust_tokenizer(do_lower_case=UpperCamelCase_  )

             __lowerCamelCase  =		"""UNwant\u00E9d,running"""

             __lowerCamelCase  =		tokenizer.tokenize(UpperCamelCase_  )
             __lowerCamelCase  =		rust_tokenizer.tokenize(UpperCamelCase_  )
             self.assertListEqual(UpperCamelCase_       ,			UpperCamelCase_  )

             __lowerCamelCase  =		tokenizer.encode(UpperCamelCase_       ,			add_special_tokens=UpperCamelCase_  )
             __lowerCamelCase  =		rust_tokenizer.encode(UpperCamelCase_       ,			add_special_tokens=UpperCamelCase_  )
             self.assertListEqual(UpperCamelCase_       ,			UpperCamelCase_  )

             __lowerCamelCase  =		self.get_rust_tokenizer()
             __lowerCamelCase  =		tokenizer.encode(UpperCamelCase_  )
             __lowerCamelCase  =		rust_tokenizer.encode(UpperCamelCase_  )
             self.assertListEqual(UpperCamelCase_       ,			UpperCamelCase_  )
      def      lowerCAmelCase__		(							self:					Dict  ):
             __lowerCamelCase  =		BasicTokenizer()

             self.assertListEqual(tokenizer.tokenize("""ah\u535A\u63A8zz"""  )       ,			["""ah""", """\u535A""", """\u63A8""", """zz"""]  )
      def      lowerCAmelCase__		(							self:					int  ):
             __lowerCamelCase  =		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      lowerCAmelCase__		(							self:					Tuple  ):
             __lowerCamelCase  =		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      lowerCAmelCase__		(							self:					Optional[int]  ):
             __lowerCamelCase  =		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      lowerCAmelCase__		(							self:					Any  ):
             __lowerCamelCase  =		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      lowerCAmelCase__		(							self:					Optional[int]  ):
             __lowerCamelCase  =		BasicTokenizer(do_lower_case=UpperCamelCase_  )

             self.assertListEqual(
                 tokenizer.tokenize(""" \tHeLLo!how  \n Are yoU?  """  )       ,			["""HeLLo""", """!""", """how""", """Are""", """yoU""", """?"""]  )
      def      lowerCAmelCase__		(							self:					int  ):
             __lowerCamelCase  =		BasicTokenizer(do_lower_case=UpperCamelCase_       ,			strip_accents=UpperCamelCase_  )

             self.assertListEqual(
                 tokenizer.tokenize(""" \tHäLLo!how  \n Are yoU?  """  )       ,			["""HäLLo""", """!""", """how""", """Are""", """yoU""", """?"""]  )
      def      lowerCAmelCase__		(							self:					int  ):
             __lowerCamelCase  =		BasicTokenizer(do_lower_case=UpperCamelCase_       ,			strip_accents=UpperCamelCase_  )

             self.assertListEqual(
                 tokenizer.tokenize(""" \tHäLLo!how  \n Are yoU?  """  )       ,			["""HaLLo""", """!""", """how""", """Are""", """yoU""", """?"""]  )
      def      lowerCAmelCase__		(							self:					Optional[Any]  ):
             __lowerCamelCase  =		BasicTokenizer(do_lower_case=UpperCamelCase_       ,			never_split=["""[UNK]"""]  )

             self.assertListEqual(
                 tokenizer.tokenize(""" \tHeLLo!how  \n Are yoU? [UNK]"""  )       ,			["""HeLLo""", """!""", """how""", """Are""", """yoU""", """?""", """[UNK]"""]  )
      def      lowerCAmelCase__		(							self:					List[Any]  ):
             __lowerCamelCase  =		["""[UNK]""", """[CLS]""", """[SEP]""", """want""", """##want""", """##ed""", """wa""", """un""", """runn""", """##ing"""]

             __lowerCamelCase  =		{}
             for i, token in enumerate(UpperCamelCase_  ):
                    __lowerCamelCase  =		i
             __lowerCamelCase  =		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      lowerCAmelCase__		(							self:					List[Any]  ):
             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      lowerCAmelCase__		(							self:					int  ):
             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      lowerCAmelCase__		(							self:					int  ):
             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      lowerCAmelCase__		(							self:					List[str]  ):
             __lowerCamelCase  =		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  =		self.get_rust_tokenizer()
                    self.assertListEqual(
                        [rust_tokenizer.tokenize(UpperCamelCase_  ) for t in ["""Test""", """\xad""", """test"""]]       ,			[["""[UNK]"""], [], ["""[UNK]"""]]  )
      @slow
      def      lowerCAmelCase__		(							self:					str  ):
             __lowerCamelCase  =		self.tokenizer_class.from_pretrained("""bert-base-uncased"""  )

             __lowerCamelCase  =		tokenizer.encode("""sequence builders"""       ,			add_special_tokens=UpperCamelCase_  )
             __lowerCamelCase  =		tokenizer.encode("""multi-sequence build"""       ,			add_special_tokens=UpperCamelCase_  )

             __lowerCamelCase  =		tokenizer.build_inputs_with_special_tokens(UpperCamelCase_  )
             __lowerCamelCase  =		tokenizer.build_inputs_with_special_tokens(UpperCamelCase_       ,			UpperCamelCase_  )

             assert encoded_sentence == [1_01] + text + [1_02]
             assert encoded_pair == [1_01] + text + [1_02] + text_a + [1_02]
      def      lowerCAmelCase__		(							self:					Tuple  ):
             for tokenizer, pretrained_name, kwargs in self.tokenizers_list:
                    with self.subTest(F'{tokenizer.__class__.__name__} ({pretrained_name})'  ):
                           __lowerCamelCase  =		self.rust_tokenizer_class.from_pretrained(UpperCamelCase_       ,			**UpperCamelCase_  )

                           __lowerCamelCase  =		F'A, naïve {tokenizer_r.mask_token} AllenNLP sentence.'
                           __lowerCamelCase  =		tokenizer_r.encode_plus(
                               UpperCamelCase_       ,			return_attention_mask=UpperCamelCase_       ,			return_token_type_ids=UpperCamelCase_       ,			return_offsets_mapping=UpperCamelCase_       ,			add_special_tokens=UpperCamelCase_       ,			)

                           __lowerCamelCase  =		tokenizer_r.do_lower_case if hasattr(UpperCamelCase_       ,			"""do_lower_case"""  ) else False
                           __lowerCamelCase  =		(
                               [
                                   ((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      lowerCAmelCase__		(							self:					str  ):
             for tokenizer, pretrained_name, kwargs in self.tokenizers_list:
                    with self.subTest(F'{tokenizer.__class__.__name__} ({pretrained_name})'  ):
                           __lowerCamelCase  =		self.rust_tokenizer_class.from_pretrained(UpperCamelCase_       ,			**UpperCamelCase_  )
                           __lowerCamelCase  =		self.tokenizer_class.from_pretrained(UpperCamelCase_       ,			**UpperCamelCase_  )
                           __lowerCamelCase  =		[["""Hello world!""", """Nice to meet you!"""], ["""The cute cat.""", """The adorable dog."""]]

                           __lowerCamelCase  =		tokenizer_r.batch_encode_candidates(UpperCamelCase_       ,			max_length=10       ,			return_tensors="""np"""  )
                           __lowerCamelCase  =		tokenizer_p.batch_encode_candidates(UpperCamelCase_       ,			max_length=10       ,			return_tensors="""np"""  )

                           __lowerCamelCase  =		(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 Callable




def    lowerCamelCase__			(		A__			:   Callable      ):





       '''simple docstring'''



       def wrapper(A__			:   int      ):
              __lowerCamelCase  =		function_with_docstring.__doc__
              return target_function

       return wrapper

