


"""simple docstring"""







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       __A				(       _SCREAMING_SNAKE_CASE,    unittest.TestCase			):






 """simple docstring"""




 __lowerCAmelCase 					=  ProphetNetTokenizer
 __lowerCAmelCase 					=  False


 def       SCREAMING_SNAKE_CASE							(		self						)					->     List[str]:
     super().setUp()

     a 		=[
         '''[UNK]''',
         '''[CLS]''',
         '''[SEP]''',
         '''[PAD]''',
         '''[MASK]''',
         '''want''',
         '''##want''',
         '''##ed''',
         '''wa''',
         '''un''',
         '''runn''',
         '''##ing''',
         ''',''',
         '''low''',
         '''lowest''',
     ]
     a 		=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       SCREAMING_SNAKE_CASE							(		self ,    __A						)					->     Tuple:
     a 		='''UNwant\u00E9d,running'''
     a 		='''unwanted, running'''
     return input_text, output_text


 def       SCREAMING_SNAKE_CASE							(		self						)					->     Optional[Any]:
     a 		=self.tokenizer_class(self.vocab_file						)

     a 		=tokenizer.tokenize('''UNwant\u00E9d,running'''						)
     self.assertListEqual(__A ,    ['''un''', '''##want''', '''##ed''', ''',''', '''runn''', '''##ing''']						)
     self.assertListEqual(tokenizer.convert_tokens_to_ids(__A						) ,    [9, 6, 7, 12, 10, 11]						)


 def       SCREAMING_SNAKE_CASE							(		self						)					->     Any:
     a 		=BasicTokenizer()

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


 def       SCREAMING_SNAKE_CASE							(		self						)					->     Tuple:
     a 		=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       SCREAMING_SNAKE_CASE							(		self						)					->     List[str]:
     a 		=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       SCREAMING_SNAKE_CASE							(		self						)					->     str:
     a 		=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       SCREAMING_SNAKE_CASE							(		self						)					->     List[Any]:
     a 		=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       SCREAMING_SNAKE_CASE							(		self						)					->     Tuple:
     a 		=BasicTokenizer(do_lower_case=__A						)

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


 def       SCREAMING_SNAKE_CASE							(		self						)					->     str:
     a 		=BasicTokenizer(do_lower_case=__A ,    strip_accents=__A						)

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


 def       SCREAMING_SNAKE_CASE							(		self						)					->     Optional[int]:
     a 		=BasicTokenizer(do_lower_case=__A ,    strip_accents=__A						)

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


 def       SCREAMING_SNAKE_CASE							(		self						)					->     Any:
     a 		=BasicTokenizer(do_lower_case=__A ,    never_split=['''[UNK]''']						)

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


 def       SCREAMING_SNAKE_CASE							(		self						)					->     str:
     a 		=['''[UNK]''', '''[CLS]''', '''[SEP]''', '''want''', '''##want''', '''##ed''', '''wa''', '''un''', '''runn''', '''##ing''']

     a 		={}
     for i, token in enumerate(__A						):
         a 		=i
     a 		=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       SCREAMING_SNAKE_CASE							(		self						)					->     int:
     a 		=self.tokenizer_class.from_pretrained('''microsoft/prophetnet-large-uncased'''						)

     a 		=['''A long paragraph for summarization.''', '''Another paragraph for summarization.''']
     a 		=[1037, 2146, 2_0423, 2005, 7680, 7849, 3989, 1012, 102]
     a 		=tokenizer(__A ,    padding=__A ,    return_tensors='''pt'''						)
     self.assertIsInstance(__A ,    __A						)
     a 		=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       SCREAMING_SNAKE_CASE							(		self						)					->     int:
     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       SCREAMING_SNAKE_CASE							(		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       SCREAMING_SNAKE_CASE							(		self						)					->     Tuple:
     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       SCREAMING_SNAKE_CASE							(		self						)					->     List[Any]:
     a 		=self.tokenizer_class.from_pretrained('''microsoft/prophetnet-large-uncased'''						)

     a 		=tokenizer.encode('''sequence builders''' ,    add_special_tokens=__A						)
     a 		=tokenizer.encode('''multi-sequence build''' ,    add_special_tokens=__A						)

     a 		=tokenizer.build_inputs_with_special_tokens(__A						)
     a 		=tokenizer.build_inputs_with_special_tokens(__A ,    __A						)

     assert encoded_sentence == text + [102]
     assert encoded_pair == text + [102] + text_a + [102]






'''simple docstring'''

from string import ascii_lowercase, ascii_uppercase





def lowerCamelCase						(     __lowerCamelCase :    str    )						->str:
    if not sentence:
        return ""
    _SCREAMING_SNAKE_CASE									=			dict(zip(__lowerCamelCase					,       __lowerCamelCase    )    )
    return lower_to_upper.get(sentence[0]					,       sentence[0]    ) + sentence[1:]


if __name__ == "__main__":
      from doctest import testmod

      testmod()



