





import os
import unittest

from transformers import BatchEncoding
from transformers.models.bert.tokenization_bert import (
    BasicTokenizer,
    WordpieceTokenizer,
    _is_control,
    _is_punctuation,
    _is_whitespace,
)
from transformers.models.prophetnet.tokenization_prophetnet import VOCAB_FILES_NAMES, ProphetNetTokenizer
from transformers.testing_utils import require_torch, slow

from ...test_tokenization_common import TokenizerTesterMixin


class        __SCREAMING_SNAKE_CASE      (			lowerCAmelCase_					,unittest.TestCase ):
       _UpperCAmelCase				:  Any			   =   ProphetNetTokenizer
       _UpperCAmelCase				:  str			   =   False







       def 						__lowerCamelCase   (				self					:     Any      )       ->int:
          super().setUp()

          lowerCamelCase__       :						Any        =							[
              '''[UNK]''',
              '''[CLS]''',
              '''[SEP]''',
              '''[PAD]''',
              '''[MASK]''',
              '''want''',
              '''##want''',
              '''##ed''',
              '''wa''',
              '''un''',
              '''runn''',
              '''##ing''',
              ''',''',
              '''low''',
              '''lowest''',
          ]
          lowerCamelCase__       :						Optional[Any]        =							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					:     List[Any]		, A					:     List[Any]      )       ->int:
          lowerCamelCase__       :						Optional[int]        =							'''UNwant\u00E9d,running'''
          lowerCamelCase__       :						Tuple        =							'''unwanted, running'''
          return input_text, output_text







       def 						__lowerCamelCase   (				self					:     int      )       ->Optional[Any]:
          lowerCamelCase__       :						Tuple        =							self.tokenizer_class(self.vocab_file      )

          lowerCamelCase__       :						Dict        =							tokenizer.tokenize('''UNwant\u00E9d,running'''      )
          self.assertListEqual(A		, ['''un''', '''##want''', '''##ed''', ''',''', '''runn''', '''##ing''']      )
          self.assertListEqual(tokenizer.convert_tokens_to_ids(A      )		, [9, 6, 7, 1_2, 1_0, 1_1]      )







       def 						__lowerCamelCase   (				self					:     str      )       ->int:
          lowerCamelCase__       :						Union[str, Any]        =							BasicTokenizer()

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







       def 						__lowerCamelCase   (				self					:     Tuple      )       ->Union[str, Any]:
          lowerCamelCase__       :						List[Any]        =							BasicTokenizer(do_lower_case=A      )

          self.assertListEqual(
              tokenizer.tokenize(''' \tHeLLo!how  \n Are yoU?  '''      )		, ['''hello''', '''!''', '''how''', '''are''', '''you''', '''?''']      )
          self.assertListEqual(tokenizer.tokenize('''H\u00E9llo'''      )		, ['''hello''']      )







       def 						__lowerCamelCase   (				self					:     List[Any]      )       ->Optional[int]:
          lowerCamelCase__       :						Optional[int]        =							BasicTokenizer(do_lower_case=A		, strip_accents=A      )

          self.assertListEqual(
              tokenizer.tokenize(''' \tHäLLo!how  \n Are yoU?  '''      )		, ['''hällo''', '''!''', '''how''', '''are''', '''you''', '''?''']      )
          self.assertListEqual(tokenizer.tokenize('''H\u00E9llo'''      )		, ['''h\u00E9llo''']      )







       def 						__lowerCamelCase   (				self					:     str      )       ->Tuple:
          lowerCamelCase__       :						int        =							BasicTokenizer(do_lower_case=A		, strip_accents=A      )

          self.assertListEqual(
              tokenizer.tokenize(''' \tHäLLo!how  \n Are yoU?  '''      )		, ['''hallo''', '''!''', '''how''', '''are''', '''you''', '''?''']      )
          self.assertListEqual(tokenizer.tokenize('''H\u00E9llo'''      )		, ['''hello''']      )







       def 						__lowerCamelCase   (				self					:     Any      )       ->List[str]:
          lowerCamelCase__       :						Optional[Any]        =							BasicTokenizer(do_lower_case=A      )

          self.assertListEqual(
              tokenizer.tokenize(''' \tHäLLo!how  \n Are yoU?  '''      )		, ['''hallo''', '''!''', '''how''', '''are''', '''you''', '''?''']      )
          self.assertListEqual(tokenizer.tokenize('''H\u00E9llo'''      )		, ['''hello''']      )







       def 						__lowerCamelCase   (				self					:     Any      )       ->Union[str, Any]:
          lowerCamelCase__       :						List[str]        =							BasicTokenizer(do_lower_case=A      )

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







       def 						__lowerCamelCase   (				self					:     Dict      )       ->int:
          lowerCamelCase__       :						str        =							BasicTokenizer(do_lower_case=A		, strip_accents=A      )

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







       def 						__lowerCamelCase   (				self					:     Any      )       ->str:
          lowerCamelCase__       :						List[str]        =							BasicTokenizer(do_lower_case=A		, strip_accents=A      )

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







       def 						__lowerCamelCase   (				self					:     List[str]      )       ->str:
          lowerCamelCase__       :						Optional[int]        =							BasicTokenizer(do_lower_case=A		, never_split=['''[UNK]''']      )

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







       def 						__lowerCamelCase   (				self					:     Optional[int]      )       ->Optional[int]:
          lowerCamelCase__       :						Optional[int]        =							['''[UNK]''', '''[CLS]''', '''[SEP]''', '''want''', '''##want''', '''##ed''', '''wa''', '''un''', '''runn''', '''##ing''']

          lowerCamelCase__       :						Dict        =							{}
          for i, token in enumerate(A      ):
             lowerCamelCase__       :						Tuple        =							i
          lowerCamelCase__       :						str        =							WordpieceTokenizer(vocab=A		, 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''']      )







       @require_torch
       def 						__lowerCamelCase   (				self					:     Any      )       ->Optional[int]:
          lowerCamelCase__       :						str        =							self.tokenizer_class.from_pretrained('''microsoft/prophetnet-large-uncased'''      )

          lowerCamelCase__       :						str        =							['''A long paragraph for summarization.''', '''Another paragraph for summarization.''']
          lowerCamelCase__       :						Optional[int]        =							[1_0_3_7, 2_1_4_6, 2_0_4_2_3, 2_0_0_5, 7_6_8_0, 7_8_4_9, 3_9_8_9, 1_0_1_2, 1_0_2]
          lowerCamelCase__       :						Optional[int]        =							tokenizer(A		, padding=A		, return_tensors='''pt'''      )
          self.assertIsInstance(A		, A      )
          lowerCamelCase__       :						Optional[int]        =							list(batch.input_ids.numpy()[0]      )
          self.assertListEqual(A		, A      )

          self.assertEqual((2, 9)		, batch.input_ids.shape      )
          self.assertEqual((2, 9)		, batch.attention_mask.shape      )







       def 						__lowerCamelCase   (				self					:     Optional[int]      )       ->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					:     List[Any]      )       ->Union[str, Any]:
          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					:     List[str]      )       ->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(''' '''      )      )







       @slow
       def 						__lowerCamelCase   (				self					:     Tuple      )       ->Union[str, Any]:
          lowerCamelCase__       :						int        =							self.tokenizer_class.from_pretrained('''microsoft/prophetnet-large-uncased'''      )

          lowerCamelCase__       :						Optional[int]        =							tokenizer.encode('''sequence builders'''		, add_special_tokens=A      )
          lowerCamelCase__       :						Tuple        =							tokenizer.encode('''multi-sequence build'''		, add_special_tokens=A      )

          lowerCamelCase__       :						Any        =							tokenizer.build_inputs_with_special_tokens(A      )
          lowerCamelCase__       :						List[Any]        =							tokenizer.build_inputs_with_special_tokens(A		, A      )

          assert encoded_sentence == text + [1_0_2]
          assert encoded_pair == text + [1_0_2] + text_a + [1_0_2]










from __future__ import annotations

_A :   List[str]  			=  '#'


class        __SCREAMING_SNAKE_CASE      :







       def __init__(				self					:     List[Any]      )       ->None:
          lowerCamelCase__       :						dict        =							{}







       def 						__lowerCamelCase   (				self					:     Union[str, Any]		, A					:     str      )       ->None:
          lowerCamelCase__       :						Any        =							self._trie
          for char in text:
             if char not in trie:
                lowerCamelCase__       :						Any        =							{}
             lowerCamelCase__       :						Any        =							trie[char]
          lowerCamelCase__       :						List[str]        =							True







       def 						__lowerCamelCase   (				self					:     List[Any]		, A					:     str      )       ->tuple | list:
          lowerCamelCase__       :						Dict        =							self._trie
          for char in prefix:
             if char in trie:
                lowerCamelCase__       :						List[Any]        =							trie[char]
             else:
                return []
          return self._elements(A      )







       def 						__lowerCamelCase   (				self					:     Dict		, A					:     dict      )       ->tuple:
          lowerCamelCase__       :						Optional[Any]        =							[]
          for c, v in d.items():
             lowerCamelCase__       :						Any        =							[''' '''] if c == END else [(c + s) for s in self._elements(A      )]
             result.extend(A      )
          return tuple(A      )


_A :   str  			=  Trie()
_A :   List[Any]  			=  ('depart', 'detergent', 'daring', 'dog', 'deer', 'deal')
for word in words:
       trie.insert_word(word)



def 	_a						(   UpperCAmelCase					)    ->    tuple:







   """simple docstring"""
   lowerCamelCase__       :						Optional[int]        =							trie.find_word(UpperCAmelCase					)
   return tuple(string + word for word in suffixes					)



def 	_a						(   )    ->    None:







   """simple docstring"""
   print(autocomplete_using_trie('''de'''					)					)


if __name__ == "__main__":
       import doctest

       doctest.testmod()
       main()



