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      lowerCamelCase_					(       UpperCAmelCase_						,     unittest.TestCase			):






    '''simple docstring'''






    a__     :						Any      =				ProphetNetTokenizer
    a__     :						Union[str, Any]      =				False







    def       UpperCamelCase__       (     self)	->     Optional[int]:
        super().setUp()

        __UpperCamelCase					:int        =		[
            '''[UNK]''',
            '''[CLS]''',
            '''[SEP]''',
            '''[PAD]''',
            '''[MASK]''',
            '''want''',
            '''##want''',
            '''##ed''',
            '''wa''',
            '''un''',
            '''runn''',
            '''##ing''',
            ''',''',
            '''low''',
            '''lowest''',
        ]
        __UpperCamelCase					: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       UpperCamelCase__       (     self			,			__lowercase)	->     int:
        __UpperCamelCase					:Optional[Any]        =		'''UNwant\u00E9d,running'''
        __UpperCamelCase					:List[str]        =		'''unwanted, running'''
        return input_text, output_text







    def       UpperCamelCase__       (     self)	->     Union[str, Any]:
        __UpperCamelCase					:List[Any]        =		self.tokenizer_class(self.vocab_file)

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







    def       UpperCamelCase__       (     self)	->     Optional[int]:
        __UpperCamelCase					:List[str]        =		BasicTokenizer()

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







    def       UpperCamelCase__       (     self)	->     str:
        __UpperCamelCase					:Tuple        =		BasicTokenizer(do_lower_case=__lowercase)

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







    def       UpperCamelCase__       (     self)	->     Dict:
        __UpperCamelCase					:Tuple        =		BasicTokenizer(do_lower_case=__lowercase			,			strip_accents=__lowercase)

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







    def       UpperCamelCase__       (     self)	->     Dict:
        __UpperCamelCase					:str        =		BasicTokenizer(do_lower_case=__lowercase			,			strip_accents=__lowercase)

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







    def       UpperCamelCase__       (     self)	->     Dict:
        __UpperCamelCase					:int        =		BasicTokenizer(do_lower_case=__lowercase)

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







    def       UpperCamelCase__       (     self)	->     Optional[int]:
        __UpperCamelCase					:Union[str, Any]        =		BasicTokenizer(do_lower_case=__lowercase)

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







    def       UpperCamelCase__       (     self)	->     List[Any]:
        __UpperCamelCase					:str        =		BasicTokenizer(do_lower_case=__lowercase			,			strip_accents=__lowercase)

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







    def       UpperCamelCase__       (     self)	->     Optional[Any]:
        __UpperCamelCase					:List[Any]        =		BasicTokenizer(do_lower_case=__lowercase			,			strip_accents=__lowercase)

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







    def       UpperCamelCase__       (     self)	->     Dict:
        __UpperCamelCase					:List[Any]        =		BasicTokenizer(do_lower_case=__lowercase			,			never_split=['''[UNK]'''])

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







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

        __UpperCamelCase					:Any        =		{}
        for i, token in enumerate(__lowercase):
            __UpperCamelCase					:Union[str, Any]        =		i
        __UpperCamelCase					:Union[str, Any]        =		WordpieceTokenizer(vocab=__lowercase			,			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       UpperCamelCase__       (     self)	->     Optional[Any]:
        __UpperCamelCase					:Optional[Any]        =		self.tokenizer_class.from_pretrained('''microsoft/prophetnet-large-uncased''')

        __UpperCamelCase					:Optional[int]        =		['''A long paragraph for summarization.''', '''Another paragraph for summarization.''']
        __UpperCamelCase					:Optional[Any]        =		[1_037, 2_146, 20_423, 2_005, 7_680, 7_849, 3_989, 1_012, 102]
        __UpperCamelCase					:Tuple        =		tokenizer(__lowercase			,			padding=__lowercase			,			return_tensors='''pt''')
        self.assertIsInstance(__lowercase			,			__lowercase)
        __UpperCamelCase					:Union[str, Any]        =		list(batch.input_ids.numpy()[0])
        self.assertListEqual(__lowercase			,			__lowercase)

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







    def       UpperCamelCase__       (     self)	->     Dict:
        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       UpperCamelCase__       (     self)	->     str:
        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       UpperCamelCase__       (     self)	->     List[str]:
        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       UpperCamelCase__       (     self)	->     List[str]:
        __UpperCamelCase					:List[Any]        =		self.tokenizer_class.from_pretrained('''microsoft/prophetnet-large-uncased''')

        __UpperCamelCase					:Optional[Any]        =		tokenizer.encode('''sequence builders'''			,			add_special_tokens=__lowercase)
        __UpperCamelCase					:Union[str, Any]        =		tokenizer.encode('''multi-sequence build'''			,			add_special_tokens=__lowercase)

        __UpperCamelCase					:int        =		tokenizer.build_inputs_with_special_tokens(__lowercase)
        __UpperCamelCase					:Dict        =		tokenizer.build_inputs_with_special_tokens(__lowercase			,			__lowercase)

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






def lowerCamelCase  (       SCREAMING_SNAKE_CASE     ):
    '''simple docstring'''







    if not grid or not grid[0]:
        raise TypeError('''The grid does not contain the appropriate information'''     )

    for cell_n in range(1  ,      len(grid[0]     )     ):
        grid[0][cell_n] += grid[0][cell_n - 1]
    __UpperCamelCase					:Union[str, Any]        =		grid[0]

    for row_n in range(1  ,      len(SCREAMING_SNAKE_CASE     )     ):
        __UpperCamelCase					:Optional[int]        =		grid[row_n]
        __UpperCamelCase					:Dict        =		fill_row(SCREAMING_SNAKE_CASE  ,      SCREAMING_SNAKE_CASE     )
        __UpperCamelCase					:Any        =		grid[row_n]

    return grid[-1][-1]



def lowerCamelCase  (       SCREAMING_SNAKE_CASE  ,      SCREAMING_SNAKE_CASE     ):
    '''simple docstring'''







    current_row[0] += row_above[0]
    for cell_n in range(1  ,      len(SCREAMING_SNAKE_CASE     )     ):
        current_row[cell_n] += min(current_row[cell_n - 1]  ,      row_above[cell_n]     )

    return current_row


if __name__ == "__main__":
    import doctest

    doctest.testmod()





