





"""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 					__magic_name__		(			snake_case__			,						unittest.TestCase     ):
       __A			:      Tuple        =   ProphetNetTokenizer
       __A			:      Tuple        =   False






       def  __snake_case						(   self  :    Tuple				):

              '''simple docstring'''






              super().setUp()

              lowercase		:Any       							=				[
                  '[UNK]',
                  '[CLS]',
                  '[SEP]',
                  '[PAD]',
                  '[MASK]',
                  'want',
                  '##want',
                  '##ed',
                  'wa',
                  'un',
                  'runn',
                  '##ing',
                  ',',
                  'low',
                  'lowest',
              ]
              lowercase		:int       							=				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  __snake_case						(   self  :    Optional[Any]  ,     snake_case__  :    List[Any]				):

              '''simple docstring'''






              lowercase		:List[Any]       							=				'UNwant\u00E9d,running'
              lowercase		:List[str]       							=				'unwanted, running'
              return input_text, output_text






       def  __snake_case						(   self  :    List[str]				):

              '''simple docstring'''






              lowercase		:Tuple       							=				self.tokenizer_class(self.vocab_file				)

              lowercase		:List[Any]       							=				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  __snake_case						(   self  :    List[Any]				):

              '''simple docstring'''






              lowercase		:int       							=				BasicTokenizer()

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






       def  __snake_case						(   self  :    Union[str, Any]				):

              '''simple docstring'''






              lowercase		:Union[str, 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  __snake_case						(   self  :    List[str]				):

              '''simple docstring'''






              lowercase		:Optional[Any]       							=				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  __snake_case						(   self  :    Tuple				):

              '''simple docstring'''






              lowercase		:List[str]       							=				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  __snake_case						(   self  :    Tuple				):

              '''simple docstring'''






              lowercase		:Optional[int]       							=				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  __snake_case						(   self  :    Tuple				):

              '''simple docstring'''






              lowercase		:Tuple       							=				BasicTokenizer(do_lower_case=_A				)

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






       def  __snake_case						(   self  :    Any				):

              '''simple docstring'''






              lowercase		:Tuple       							=				BasicTokenizer(do_lower_case=_A  ,     strip_accents=_A				)

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






       def  __snake_case						(   self  :    Tuple				):

              '''simple docstring'''






              lowercase		:Dict       							=				BasicTokenizer(do_lower_case=_A  ,     strip_accents=_A				)

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






       def  __snake_case						(   self  :    List[Any]				):

              '''simple docstring'''






              lowercase		:List[Any]       							=				BasicTokenizer(do_lower_case=_A  ,     never_split=['''[UNK]''']				)

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






       def  __snake_case						(   self  :    str				):

              '''simple docstring'''






              lowercase		:Optional[int]       							=				['[UNK]', '[CLS]', '[SEP]', 'want', '##want', '##ed', 'wa', 'un', 'runn', '##ing']

              lowercase		:Optional[int]       							=				{}
              for i, token in enumerate(_A				):
                     lowercase		:Tuple       							=				i
              lowercase		:Tuple       							=				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  __snake_case						(   self  :    Union[str, Any]				):

              '''simple docstring'''






              lowercase		:int       							=				self.tokenizer_class.from_pretrained('''microsoft/prophetnet-large-uncased'''				)

              lowercase		:Optional[Any]       							=				['A long paragraph for summarization.', 'Another paragraph for summarization.']
              lowercase		:str       							=				[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]
              lowercase		:str       							=				tokenizer(_A  ,     padding=_A  ,     return_tensors='''pt'''				)
              self.assertIsInstance(_A  ,     _A				)
              lowercase		:List[str]       							=				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  __snake_case						(   self  :    Any				):

              '''simple docstring'''






              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  __snake_case						(   self  :    List[Any]				):

              '''simple docstring'''






              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  __snake_case						(   self  :    int				):

              '''simple docstring'''






              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  __snake_case						(   self  :    Dict				):

              '''simple docstring'''






              lowercase		:Union[str, Any]       							=				self.tokenizer_class.from_pretrained('''microsoft/prophetnet-large-uncased'''				)

              lowercase		:Any       							=				tokenizer.encode('''sequence builders'''  ,     add_special_tokens=_A				)
              lowercase		:List[Any]       							=				tokenizer.encode('''multi-sequence build'''  ,     add_special_tokens=_A				)

              lowercase		:str       							=				tokenizer.build_inputs_with_special_tokens(_A				)
              lowercase		:Optional[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]





"""simple docstring"""



from __future__ import annotations

from itertools import permutations
from random import randint
from timeit import repeat






def       lowerCamelCase					()     ->							tuple[list[int], int]:
       lowercase		:Any       							=				[randint(-1000				,				1000) for i in range(10)]
       lowercase		:Any       							=				randint(-5000				,				5000)
       return (arr, r)


UpperCAmelCase      		=			make_dataset()






def       lowerCamelCase					(a_						:list[int]				,				a_						:int)     ->							tuple[int, ...]:
       for triplet in permutations(a_				,				3):
              if sum(a_) == target:
                     return tuple(sorted(a_))
       return (0, 0, 0)






def       lowerCamelCase					(a_						:list[int]				,				a_						:int)     ->							tuple[int, int, int]:
       arr.sort()
       lowercase		:Union[str, Any]       							=				len(a_)
       for i in range(n - 1):
              lowercase							,  lowercase		:Union[str, Any]       							=				i + 1, n - 1
              while left < right:
                     if arr[i] + arr[left] + arr[right] == target:
                            return (arr[i], arr[left], arr[right])
                     elif arr[i] + arr[left] + arr[right] < target:
                            left += 1
                     elif arr[i] + arr[left] + arr[right] > target:
                            right -= 1
       return (0, 0, 0)






def       lowerCamelCase					()     ->							tuple[float, float]:
       lowercase		:int       							=				'''
from __main__ import dataset, triplet_sum1, triplet_sum2
'''
       lowercase		:Optional[Any]       							=				'''
triplet_sum1(*dataset)
'''
       lowercase		:Union[str, Any]       							=				'''
triplet_sum2(*dataset)
'''
       lowercase		:Dict       							=				repeat(setup=a_				,				stmt=a_				,				repeat=5				,				number=1_0000)
       lowercase		:Optional[int]       							=				repeat(setup=a_				,				stmt=a_				,				repeat=5				,				number=1_0000)
       return (min(a_), min(a_))


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

 testmod()
 UpperCAmelCase      		=			solution_times()
 print(F"""The time for naive implementation is {times[0]}.""")
 print(F"""The time for optimized implementation is {times[1]}.""")

