



'''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 					snake_case			(UpperCamelCase		,   unittest.TestCase ):
       lowerCAmelCase__	:Optional[int]     =       ProphetNetTokenizer
       lowerCAmelCase__	:int     =       False



       def 				_a   (					self   )	->				Tuple:
           super().setUp()

           lowercase__									=    [
               "[UNK]",
               "[CLS]",
               "[SEP]",
               "[PAD]",
               "[MASK]",
               "want",
               "##want",
               "##ed",
               "wa",
               "un",
               "runn",
               "##ing",
               ",",
               "low",
               "lowest",
           ]
           lowercase__									=    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 				_a   (					self  ,UpperCAmelCase_   )	->				str:
           lowercase__									=    "UNwant\u00E9d,running"
           lowercase__									=    "unwanted, running"
           return input_text, output_text



       def 				_a   (					self   )	->				List[str]:
           lowercase__									=    self.tokenizer_class(self.vocab_file   )

           lowercase__									=    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 				_a   (					self   )	->				Optional[int]:
           lowercase__									=    BasicTokenizer()

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



       def 				_a   (					self   )	->				Tuple:
           lowercase__									=    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 				_a   (					self   )	->				str:
           lowercase__									=    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 				_a   (					self   )	->				Tuple:
           lowercase__									=    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 				_a   (					self   )	->				str:
           lowercase__									=    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 				_a   (					self   )	->				int:
           lowercase__									=    BasicTokenizer(do_lower_case=UpperCAmelCase_   )

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



       def 				_a   (					self   )	->				Dict:
           lowercase__									=    BasicTokenizer(do_lower_case=UpperCAmelCase_  ,strip_accents=UpperCAmelCase_   )

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



       def 				_a   (					self   )	->				Dict:
           lowercase__									=    BasicTokenizer(do_lower_case=UpperCAmelCase_  ,strip_accents=UpperCAmelCase_   )

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



       def 				_a   (					self   )	->				Tuple:
           lowercase__									=    BasicTokenizer(do_lower_case=UpperCAmelCase_  ,never_split=["[UNK]"]   )

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



       def 				_a   (					self   )	->				Optional[Any]:
           lowercase__									=    ["[UNK]", "[CLS]", "[SEP]", "want", "##want", "##ed", "wa", "un", "runn", "##ing"]

           lowercase__									=    {}
           for i, token in enumerate(UpperCAmelCase_   ):
               lowercase__									=    i
           lowercase__									=    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"]   )



       @require_torch
       def 				_a   (					self   )	->				List[Any]:
           lowercase__									=    self.tokenizer_class.from_pretrained("microsoft/prophetnet-large-uncased"   )

           lowercase__									=    ["A long paragraph for summarization.", "Another paragraph for summarization."]
           lowercase__									=    [1_037, 2_146, 20_423, 2_005, 7_680, 7_849, 3_989, 1_012, 102]
           lowercase__									=    tokenizer(UpperCAmelCase_  ,padding=UpperCAmelCase_  ,return_tensors="pt"   )
           self.assertIsInstance(UpperCAmelCase_  ,UpperCAmelCase_   )
           lowercase__									=    list(batch.input_ids.numpy()[0]   )
           self.assertListEqual(UpperCAmelCase_  ,UpperCAmelCase_   )

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



       def 				_a   (					self   )	->				List[str]:
           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 				_a   (					self   )	->				Optional[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 				_a   (					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 				_a   (					self   )	->				List[Any]:
           lowercase__									=    self.tokenizer_class.from_pretrained("microsoft/prophetnet-large-uncased"   )

           lowercase__									=    tokenizer.encode("sequence builders"  ,add_special_tokens=UpperCAmelCase_   )
           lowercase__									=    tokenizer.encode("multi-sequence build"  ,add_special_tokens=UpperCAmelCase_   )

           lowercase__									=    tokenizer.build_inputs_with_special_tokens(UpperCAmelCase_   )
           lowercase__									=    tokenizer.build_inputs_with_special_tokens(UpperCAmelCase_  ,UpperCAmelCase_   )

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









'''simple docstring'''





from __future__ import annotations




def 							lowerCamelCase	(					_snake_case	:    list[int]							):





    '''simple docstring'''


    return len(set(_snake_case							)							) == len(_snake_case							)


if __name__ == "__main__":
 import doctest

 doctest.testmod()




