



import unittest

from transformers import DebertaVaTokenizer, DebertaVaTokenizerFast
from transformers.testing_utils import get_tests_dir, require_sentencepiece, require_tokenizers, slow

from ...test_tokenization_common import TokenizerTesterMixin


_lowercase						  =		get_tests_dir("fixtures/spiece.model")



@require_sentencepiece
@require_tokenizers
class     _UpperCAmelCase			(       A__			,      unittest.TestCase     ):
     UpperCamelCase__		    =				DebertaVaTokenizer
     UpperCamelCase__		    =				DebertaVaTokenizerFast
     UpperCamelCase__		    =				True
     UpperCamelCase__		    =				True




     def 		snake_case_		(				self):
         super().setUp()

         # We have a SentencePiece fixture for testing
         A__		 =					DebertaVaTokenizer(a__ ,						unk_token='''<unk>''')
         tokenizer.save_pretrained(self.tmpdirname)




     def 		snake_case_		(				self ,						a__):
         A__		 =					'''this is a test'''
         A__		 =					'''this is a test'''
         return input_text, output_text




     def 		snake_case_		(				self):
         A__		 =					'''<pad>'''
         A__		 =					0

         self.assertEqual(self.get_tokenizer()._convert_token_to_id(a__) ,						a__)
         self.assertEqual(self.get_tokenizer()._convert_id_to_token(a__) ,						a__)




     def 		snake_case_		(				self):
         A__		 =					list(self.get_tokenizer().get_vocab().keys())
         self.assertEqual(vocab_keys[0] ,						'''<pad>''')
         self.assertEqual(vocab_keys[1] ,						'''<unk>''')
         self.assertEqual(vocab_keys[-1] ,						'''[PAD]''')
         self.assertEqual(len(a__) ,						3_0_0_0_1)




     def 		snake_case_		(				self):
         self.assertEqual(self.get_tokenizer().vocab_size ,						3_0_0_0_0)




     def 		snake_case_		(				self):
         # fmt: off
         A__		 =					''' \tHeLLo!how  \n Are yoU?  '''
         A__		 =					['''▁hello''', '''!''', '''how''', '''▁are''', '''▁you''', '''?''']
         # fmt: on

         A__		 =					DebertaVaTokenizer(a__ ,						do_lower_case=a__)
         A__		 =					tokenizer.convert_ids_to_tokens(tokenizer.encode(a__ ,						add_special_tokens=a__))

         self.assertListEqual(a__ ,						a__)

         A__		 =					DebertaVaTokenizerFast(a__ ,						do_lower_case=a__)
         A__		 =					rust_tokenizer.convert_ids_to_tokens(rust_tokenizer.encode(a__ ,						add_special_tokens=a__))

         self.assertListEqual(a__ ,						a__)




     @unittest.skip('''There is an inconsistency between slow and fast tokenizer due to a bug in the fast one.''')
     def 		snake_case_		(				self):
         pass




     @unittest.skip('''There is an inconsistency between slow and fast tokenizer due to a bug in the fast one.''')
     def 		snake_case_		(				self):
         pass




     def 		snake_case_		(				self):
         # fmt: off
         A__		 =					'''I was born in 92000, and this is falsé.'''
         A__		 =					['''▁''', '''<unk>''', '''▁was''', '''▁born''', '''▁in''', '''▁9''', '''2000''', '''▁''', ''',''', '''▁and''', '''▁this''', '''▁is''', '''▁fal''', '''s''', '''<unk>''', '''▁''', '''.''', ]
         # fmt: on

         A__		 =					DebertaVaTokenizer(a__ ,						split_by_punct=a__)
         A__		 =					tokenizer.convert_ids_to_tokens(tokenizer.encode(a__ ,						add_special_tokens=a__))

         self.assertListEqual(a__ ,						a__)

         A__		 =					DebertaVaTokenizerFast(a__ ,						split_by_punct=a__)
         A__		 =					rust_tokenizer.convert_ids_to_tokens(rust_tokenizer.encode(a__ ,						add_special_tokens=a__))

         self.assertListEqual(a__ ,						a__)




     def 		snake_case_		(				self):
         # fmt: off
         A__		 =					'''I was born in 92000, and this is falsé.'''
         A__		 =					['''▁i''', '''▁was''', '''▁born''', '''▁in''', '''▁9''', '''2000''', '''▁''', ''',''', '''▁and''', '''▁this''', '''▁is''', '''▁fal''', '''s''', '''<unk>''', '''▁''', '''.''', ]
         # fmt: on

         A__		 =					DebertaVaTokenizer(a__ ,						do_lower_case=a__ ,						split_by_punct=a__)
         A__		 =					tokenizer.convert_ids_to_tokens(tokenizer.encode(a__ ,						add_special_tokens=a__))
         self.assertListEqual(a__ ,						a__)

         A__		 =					DebertaVaTokenizerFast(a__ ,						do_lower_case=a__ ,						split_by_punct=a__)
         A__		 =					rust_tokenizer.convert_ids_to_tokens(rust_tokenizer.encode(a__ ,						add_special_tokens=a__))
         self.assertListEqual(a__ ,						a__)




     def 		snake_case_		(				self):
         # fmt: off
         A__		 =					'''I was born in 92000, and this is falsé.'''
         A__		 =					['''▁i''', '''▁was''', '''▁born''', '''▁in''', '''▁9''', '''2000''', ''',''', '''▁and''', '''▁this''', '''▁is''', '''▁fal''', '''s''', '''<unk>''', '''.''', ]
         # fmt: on

         A__		 =					DebertaVaTokenizer(a__ ,						do_lower_case=a__ ,						split_by_punct=a__)
         A__		 =					tokenizer.convert_ids_to_tokens(tokenizer.encode(a__ ,						add_special_tokens=a__))

         self.assertListEqual(a__ ,						a__)

         A__		 =					DebertaVaTokenizerFast(a__ ,						do_lower_case=a__ ,						split_by_punct=a__)
         A__		 =					rust_tokenizer.convert_ids_to_tokens(rust_tokenizer.encode(a__ ,						add_special_tokens=a__))

         self.assertListEqual(a__ ,						a__)




     def 		snake_case_		(				self):
         # fmt: off
         A__		 =					'''I was born in 92000, and this is falsé.'''
         A__		 =					['''▁''', '''<unk>''', '''▁was''', '''▁born''', '''▁in''', '''▁9''', '''2000''', '''▁''', ''',''', '''▁and''', '''▁this''', '''▁is''', '''▁fal''', '''s''', '''<unk>''', '''▁''', '''.''', ]
         # fmt: on

         A__		 =					DebertaVaTokenizer(a__ ,						do_lower_case=a__ ,						split_by_punct=a__)
         A__		 =					tokenizer.convert_ids_to_tokens(tokenizer.encode(a__ ,						add_special_tokens=a__))

         self.assertListEqual(a__ ,						a__)

         A__		 =					DebertaVaTokenizerFast(a__ ,						do_lower_case=a__ ,						split_by_punct=a__)
         A__		 =					rust_tokenizer.convert_ids_to_tokens(rust_tokenizer.encode(a__ ,						add_special_tokens=a__))

         self.assertListEqual(a__ ,						a__)




     def 		snake_case_		(				self):
         # fmt: off
         A__		 =					''' \tHeLLo!how  \n Are yoU?  '''
         A__		 =					['''▁''', '''<unk>''', '''e''', '''<unk>''', '''o''', '''!''', '''how''', '''▁''', '''<unk>''', '''re''', '''▁yo''', '''<unk>''', '''?''']
         # fmt: on

         A__		 =					DebertaVaTokenizer(a__ ,						do_lower_case=a__ ,						split_by_punct=a__)
         A__		 =					tokenizer.convert_ids_to_tokens(tokenizer.encode(a__ ,						add_special_tokens=a__))

         self.assertListEqual(a__ ,						a__)

         A__		 =					DebertaVaTokenizerFast(a__ ,						do_lower_case=a__ ,						split_by_punct=a__)
         A__		 =					rust_tokenizer.convert_ids_to_tokens(rust_tokenizer.encode(a__ ,						add_special_tokens=a__))

         self.assertListEqual(a__ ,						a__)




     def 		snake_case_		(				self):
         A__		 =					self.get_tokenizer()
         A__		 =					self.get_rust_tokenizer()

         A__		 =					'''I was born in 92000, and this is falsé.'''

         A__		 =					tokenizer.convert_ids_to_tokens(tokenizer.encode(a__ ,						add_special_tokens=a__))
         A__		 =					rust_tokenizer.convert_ids_to_tokens(rust_tokenizer.encode(a__ ,						add_special_tokens=a__))
         self.assertListEqual(a__ ,						a__)

         A__		 =					tokenizer.encode(a__ ,						add_special_tokens=a__)
         A__		 =					rust_tokenizer.encode(a__ ,						add_special_tokens=a__)
         self.assertListEqual(a__ ,						a__)

         A__		 =					self.get_rust_tokenizer()
         A__		 =					tokenizer.encode(a__)
         A__		 =					rust_tokenizer.encode(a__)
         self.assertListEqual(a__ ,						a__)




     def 		snake_case_		(				self):
         A__		 =					'''This is a test'''
         A__		 =					[1_3, 1, 4_3_9_8, 2_5, 2_1, 1_2_8_9]
         A__		 =					['''▁''', '''T''', '''his''', '''▁is''', '''▁a''', '''▁test''']
         A__		 =					['''▁''', '''<unk>''', '''his''', '''▁is''', '''▁a''', '''▁test''']

         A__		 =					DebertaVaTokenizer(a__ ,						keep_accents=a__)
         A__		 =					DebertaVaTokenizerFast(a__ ,						keep_accents=a__)

         A__		 =					tokenizer.encode(a__ ,						add_special_tokens=a__)
         self.assertListEqual(a__ ,						a__)
         A__		 =					tokenizer.tokenize(a__)
         self.assertListEqual(a__ ,						a__)
         A__		 =					tokenizer.convert_ids_to_tokens(a__)
         self.assertListEqual(a__ ,						a__)

         A__		 =					rust_tokenizer.encode(a__ ,						add_special_tokens=a__)
         self.assertListEqual(a__ ,						a__)
         A__		 =					rust_tokenizer.tokenize(a__)
         self.assertListEqual(a__ ,						a__)
         A__		 =					rust_tokenizer.convert_ids_to_tokens(a__)
         self.assertListEqual(a__ ,						a__)

         # fmt: off
         A__		 =					'''I was born in 92000, and this is falsé.'''
         A__		 =					[1_3, 1, 2_3, 3_8_6, 1_9, 5_6_1, 3_0_5_0, 1_5, 1_7, 4_8, 2_5, 8_2_5_6, 1_8, 1, 9]
         A__		 =					['''▁''', '''I''', '''▁was''', '''▁born''', '''▁in''', '''▁9''', '''2000''', ''',''', '''▁and''', '''▁this''', '''▁is''', '''▁fal''', '''s''', '''é''', '''.''', ]
         A__		 =					['''▁''', '''<unk>''', '''▁was''', '''▁born''', '''▁in''', '''▁9''', '''2000''', ''',''', '''▁and''', '''▁this''', '''▁is''', '''▁fal''', '''s''', '''<unk>''', '''.''', ]
         # fmt: on

         A__		 =					tokenizer.encode(a__ ,						add_special_tokens=a__)
         self.assertListEqual(a__ ,						a__)
         A__		 =					tokenizer.tokenize(a__)
         self.assertListEqual(a__ ,						a__)
         A__		 =					tokenizer.convert_ids_to_tokens(a__)
         self.assertListEqual(a__ ,						a__)

         A__		 =					rust_tokenizer.encode(a__ ,						add_special_tokens=a__)
         self.assertListEqual(a__ ,						a__)
         A__		 =					rust_tokenizer.tokenize(a__)
         self.assertListEqual(a__ ,						a__)
         A__		 =					rust_tokenizer.convert_ids_to_tokens(a__)
         self.assertListEqual(a__ ,						a__)




     def 		snake_case_		(				self):
         A__		 =					DebertaVaTokenizer(a__)

         A__		 =					tokenizer.encode('''sequence builders''')
         A__		 =					tokenizer.encode('''multi-sequence build''')

         A__		 =					tokenizer.build_inputs_with_special_tokens(a__)
         A__		 =					tokenizer.build_inputs_with_special_tokens(a__ ,						a__)

         self.assertEqual([tokenizer.cls_token_id] + text + [tokenizer.sep_token_id] ,						a__)
         self.assertEqual(
             [tokenizer.cls_token_id] + text + [tokenizer.sep_token_id] + text_a + [tokenizer.sep_token_id] ,						a__ ,						)




     @slow
     def 		snake_case_		(				self):
         # fmt: off
         A__		 =					{'''input_ids''': [[1, 3_9_8_6_7, 3_6, 1_9_3_9_0, 4_8_6, 2_7, 3_5_0_5_2, 8_1_4_3_6, 1_8, 6_0_6_8_5, 1_2_2_5, 7, 3_5_0_5_2, 8_1_4_3_6, 1_8, 9_3_6_7, 1_6_8_9_9, 1_8, 1_5_9_3_7, 5_3, 5_9_4, 7_7_3, 1_8, 1_6_2_8_7, 3_0_4_6_5, 3_6, 1_5_9_3_7, 6, 4_1_1_3_9, 3_8, 3_6_9_7_9, 6_0_7_6_3, 1_9_1, 6, 3_4_1_3_2, 9_9, 6, 5_0_5_3_8, 3_9_0, 4_3_2_3_0, 6, 3_4_1_3_2, 2_7_7_9, 2_0_8_5_0, 1_4, 6_9_9, 1_0_7_2, 1_1_9_4, 3_6, 3_8_2, 1_0_9_0_1, 5_3, 7, 6_9_9, 1_0_7_2, 2_0_8_4, 3_6, 2_0_4_2_2, 6_3_0, 5_3, 1_9, 1_0_5, 3_0_4_9, 1_8_9_6, 1_0_5_3, 1_6_8_9_9, 1_5_0_6, 1_1, 3_7_9_7_8, 4_2_4_3, 7, 1_2_3_7, 3_1_8_6_9, 2_0_0, 1_6_5_6_6, 6_5_4, 6, 3_5_0_5_2, 8_1_4_3_6, 7, 5_5_6_3_0, 1_3_5_9_3, 4, 2], [1, 2_6, 1_5_0_1_1, 1_3, 6_6_7, 8, 1_0_5_3, 1_8, 2_3_6_1_1, 1_2_3_7, 7_2_3_5_6, 1_2_8_2_0, 3_4, 1_0_4_1_3_4, 1_2_0_9, 3_5, 1_3_3_1_3, 6_6_2_7, 2_1, 2_0_2, 3_4_7, 7, 1_6_4, 2_3_9_9, 1_1, 4_6, 4_4_8_5, 4, 2, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0], [1, 5, 1_2_3_2, 2_8_6_4, 1_5_7_8_5, 1_4_9_5_1, 1_0_5, 5, 8_5_8_1, 1_2_5_0, 4, 2, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0]], '''token_type_ids''': [[0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0], [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0], [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0]], '''attention_mask''': [[1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1], [1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0], [1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0]]}  # noqa: E501
         # fmt: on

         self.tokenizer_integration_test_util(
             expected_encoding=a__ ,						model_name='''microsoft/deberta-v2-xlarge''' ,						revision='''ad6e42c1532ddf3a15c39246b63f5559d558b670''' ,						)





def 		lowerCAmelCase__    (					UpperCamelCase_				:       str ,       UpperCamelCase_				:       str	)->  float:

    def get_matched_characters(UpperCamelCase_				:       str ,       UpperCamelCase_				:       str	) -> str:
        A__		 =					[]
        A__		 =					min(len(_stra	) ,       len(_stra	)	) // 2
        for i, l in enumerate(_stra	):
            A__		 =					int(max(0 ,       i - limit	)	)
            A__		 =					int(min(i + limit + 1 ,       len(_stra	)	)	)
            if l in _stra[left:right]:
                matched.append(UpperCamelCase_	)
                A__		 =					f"{_stra[0:_stra.index(UpperCamelCase_	)]} {_stra[_stra.index(UpperCamelCase_	) + 1:]}"

        return "".join(UpperCamelCase_	)

    # matching characters
    A__		 =					get_matched_characters(UpperCamelCase_ ,       UpperCamelCase_	)
    A__		 =					get_matched_characters(UpperCamelCase_ ,       UpperCamelCase_	)
    A__		 =					len(UpperCamelCase_	)

    # transposition
    A__		 =					(
        len([(ca, ca) for ca, ca in zip(UpperCamelCase_ ,       UpperCamelCase_	) if ca != ca]	) // 2
    )

    if not match_count:
        A__		 =					0.0
    else:
        A__		 =					(
            1
            / 3
            * (
                match_count / len(UpperCamelCase_	)
                + match_count / len(UpperCamelCase_	)
                + (match_count - transpositions) / match_count
            )
        )

    # common prefix up to 4 characters
    A__		 =					0
    for ca, ca in zip(stra[:4] ,       stra[:4]	):
        if ca == ca:
            prefix_len += 1
        else:
            break

    return jaro + 0.1 * prefix_len * (1 - jaro)


if __name__ == "__main__":
   import doctest

   doctest.testmod()
   print(jaro_winkler("hello", "world"))
