





'''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   _lowercase						(							a		,					unittest.TestCase				):
   _UpperCamelCase       		=   ProphetNetTokenizer
   _UpperCamelCase       		=   False


   def 					snake_case				( self					):
       super().setUp()

       A       :       Optional[int]							=						[
           '''[UNK]''',
           '''[CLS]''',
           '''[SEP]''',
           '''[PAD]''',
           '''[MASK]''',
           '''want''',
           '''##want''',
           '''##ed''',
           '''wa''',
           '''un''',
           '''runn''',
           '''##ing''',
           ''',''',
           '''low''',
           '''lowest''',
       ]
       A       :       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 					snake_case				( self    ,   _UpperCAmelCase					):
       A       :       Dict							=						'''UNwant\u00E9d,running'''
       A       :       int							=						'''unwanted, running'''
       return input_text, output_text


   def 					snake_case				( self					):
       A       :       Dict							=						self.tokenizer_class(self.vocab_file					)

       A       :       Dict							=						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 					snake_case				( self					):
       A       :       Union[str, Any]							=						BasicTokenizer()

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


   def 					snake_case				( self					):
       A       :       List[str]							=						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 					snake_case				( self					):
       A       :       Optional[int]							=						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 					snake_case				( self					):
       A       :       Dict							=						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 					snake_case				( self					):
       A       :       Union[str, Any]							=						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 					snake_case				( self					):
       A       :       Optional[int]							=						BasicTokenizer(do_lower_case=_UpperCAmelCase					)

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


   def 					snake_case				( self					):
       A       :       List[Any]							=						BasicTokenizer(do_lower_case=_UpperCAmelCase    ,   strip_accents=_UpperCAmelCase					)

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


   def 					snake_case				( self					):
       A       :       List[Any]							=						BasicTokenizer(do_lower_case=_UpperCAmelCase    ,   strip_accents=_UpperCAmelCase					)

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


   def 					snake_case				( self					):
       A       :       List[Any]							=						BasicTokenizer(do_lower_case=_UpperCAmelCase    ,   never_split=['''[UNK]''']					)

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


   def 					snake_case				( self					):
       A       :       List[Any]							=						['''[UNK]''', '''[CLS]''', '''[SEP]''', '''want''', '''##want''', '''##ed''', '''wa''', '''un''', '''runn''', '''##ing''']

       A       :       List[Any]							=						{}
       for i, token in enumerate(_UpperCAmelCase					):
           A       :       Any							=						i
       A       :       Optional[Any]							=						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 					snake_case				( self					):
       A       :       str							=						self.tokenizer_class.from_pretrained('''microsoft/prophetnet-large-uncased'''					)

       A       :       Any							=						['''A long paragraph for summarization.''', '''Another paragraph for summarization.''']
       A       :       int							=						[1_037, 2_146, 20_423, 2_005, 7_680, 7_849, 3_989, 1_012, 102]
       A       :       Any							=						tokenizer(_UpperCAmelCase    ,   padding=_UpperCAmelCase    ,   return_tensors='''pt'''					)
       self.assertIsInstance(_UpperCAmelCase    ,   _UpperCAmelCase					)
       A       :       Dict							=						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 					snake_case				( self					):
       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					):
       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					):
       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					):
       A       :       List[str]							=						self.tokenizer_class.from_pretrained('''microsoft/prophetnet-large-uncased'''					)

       A       :       int							=						tokenizer.encode('''sequence builders'''    ,   add_special_tokens=_UpperCAmelCase					)
       A       :       str							=						tokenizer.encode('''multi-sequence build'''    ,   add_special_tokens=_UpperCAmelCase					)

       A       :       Dict							=						tokenizer.build_inputs_with_special_tokens(_UpperCAmelCase					)
       A       :       str							=						tokenizer.build_inputs_with_special_tokens(_UpperCAmelCase    ,   _UpperCAmelCase					)

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







'''simple docstring'''






def 							_lowerCamelCase(  UpperCamelCase__    : Optional[int]    ,       UpperCamelCase__    : str		)		->  Optional[int]:
    A       :       Optional[int]							=						0
    A       :       str							=						len(UpperCamelCase__		) - 1

    while left <= right:
        # avoid divided by 0 during interpolation
        if sorted_collection[left] == sorted_collection[right]:
            if sorted_collection[left] == item:
                return left
            else:
                return None

        A       :       Any							=						left + ((item - sorted_collection[left]) * (right - left)) // (
            sorted_collection[right] - sorted_collection[left]
        )

        # out of range check
        if point < 0 or point >= len(UpperCamelCase__		):
            return None

        A       :       Union[str, Any]							=						sorted_collection[point]
        if current_item == item:
            return point
        else:
            if point < left:
                A       :       Tuple							=						left
                A       :       Tuple							=						point
            elif point > right:
                A       :       Optional[Any]							=						right
                A       :       str							=						point
            else:
                if item < current_item:
                    A       :       Tuple							=						point - 1
                else:
                    A       :       Optional[Any]							=						point + 1
    return None
def 							_lowerCamelCase(  UpperCamelCase__    : Dict    ,       UpperCamelCase__    : str    ,       UpperCamelCase__    : Dict    ,       UpperCamelCase__    : List[str]		)		->  List[Any]:

    # avoid divided by 0 during interpolation
    if sorted_collection[left] == sorted_collection[right]:
        if sorted_collection[left] == item:
            return left
        else:
            return None

    A       :       Dict							=						left + ((item - sorted_collection[left]) * (right - left)) // (
        sorted_collection[right] - sorted_collection[left]
    )

    # out of range check
    if point < 0 or point >= len(UpperCamelCase__		):
        return None

    if sorted_collection[point] == item:
        return point
    elif point < left:
        return interpolation_search_by_recursion(UpperCamelCase__    ,       UpperCamelCase__    ,       UpperCamelCase__    ,       UpperCamelCase__		)
    elif point > right:
        return interpolation_search_by_recursion(UpperCamelCase__    ,       UpperCamelCase__    ,       UpperCamelCase__    ,       UpperCamelCase__		)
    else:
        if sorted_collection[point] > item:
            return interpolation_search_by_recursion(
                UpperCamelCase__    ,       UpperCamelCase__    ,       UpperCamelCase__    ,       point - 1		)
        else:
            return interpolation_search_by_recursion(
                UpperCamelCase__    ,       UpperCamelCase__    ,       point + 1    ,       UpperCamelCase__		)
def 							_lowerCamelCase(  UpperCamelCase__    : Optional[int]		)		->  List[Any]:
    if collection != sorted(UpperCamelCase__		):
        raise ValueError('''Collection must be ascending sorted'''		)
    return True


if __name__ == "__main__":
     import sys
     snake_case_     =	0
     if debug == 1:
          snake_case_     =	[10, 30, 40, 45, 50, 66, 77, 93]
          try:
               __assert_sorted(collection)
          except ValueError:
               sys.exit("""Sequence must be ascending sorted to apply interpolation search""")
          snake_case_     =	67

     snake_case_     =	interpolation_search(collection, target)
     if result is not None:
          print(f'''{target} found at positions: {result}''')
     else:
          print("""Not found""")
