

import os
import unittest

from transformers import MobileBertTokenizer, MobileBertTokenizerFast
from transformers.models.bert.tokenization_bert import (
    VOCAB_FILES_NAMES,
    BasicTokenizer,
    WordpieceTokenizer,
    _is_control,
    _is_punctuation,
    _is_whitespace,
)
from transformers.testing_utils import require_tokenizers, slow

from ...test_tokenization_common import TokenizerTesterMixin, filter_non_english






@require_tokenizers
class 	UpperCAmelCase__		(	A__						,					unittest.TestCase	):






  """simple docstring"""


  a									= MobileBertTokenizer
  a									= MobileBertTokenizerFast
  a									= True
  a									= True
  a									= filter_non_english
  a									= "google/mobilebert-uncased"






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

       SCREAMING_SNAKE_CASE__   =   [
           '''[UNK]''',
           '''[CLS]''',
           '''[SEP]''',
           '''[PAD]''',
           '''[MASK]''',
           '''want''',
           '''##want''',
           '''##ed''',
           '''wa''',
           '''un''',
           '''runn''',
           '''##ing''',
           ''',''',
           '''low''',
           '''lowest''',
       ]
       SCREAMING_SNAKE_CASE__   =   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] ) )

       SCREAMING_SNAKE_CASE__   =   [
           (tokenizer_def[0], self.pre_trained_model_path, tokenizer_def[2])  # else the 'google/' prefix is stripped
           for tokenizer_def in self.tokenizers_list
       ]






  def 				lowercase_		(							self						:		List[str]     ,       __lowerCamelCase						:		Optional[Any] )		->							List[Any]:
       SCREAMING_SNAKE_CASE__   =   '''UNwant\u00E9d,running'''
       SCREAMING_SNAKE_CASE__   =   '''unwanted, running'''
       return input_text, output_text






  def 				lowercase_		(							self						:		Tuple )		->							int:
       SCREAMING_SNAKE_CASE__   =   self.tokenizer_class(self.vocab_file )

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






  def 				lowercase_		(							self						:		List[Any] )		->							int:
       if not self.test_rust_tokenizer:
            return

       SCREAMING_SNAKE_CASE__   =   self.get_tokenizer()
       SCREAMING_SNAKE_CASE__   =   self.get_rust_tokenizer()

       SCREAMING_SNAKE_CASE__   =   '''UNwant\u00E9d,running'''

       SCREAMING_SNAKE_CASE__   =   tokenizer.tokenize(__lowerCamelCase )
       SCREAMING_SNAKE_CASE__   =   rust_tokenizer.tokenize(__lowerCamelCase )
       self.assertListEqual(__lowerCamelCase     ,       __lowerCamelCase )

       SCREAMING_SNAKE_CASE__   =   tokenizer.encode(__lowerCamelCase     ,       add_special_tokens=__lowerCamelCase )
       SCREAMING_SNAKE_CASE__   =   rust_tokenizer.encode(__lowerCamelCase     ,       add_special_tokens=__lowerCamelCase )
       self.assertListEqual(__lowerCamelCase     ,       __lowerCamelCase )

       SCREAMING_SNAKE_CASE__   =   self.get_rust_tokenizer()
       SCREAMING_SNAKE_CASE__   =   tokenizer.encode(__lowerCamelCase )
       SCREAMING_SNAKE_CASE__   =   rust_tokenizer.encode(__lowerCamelCase )
       self.assertListEqual(__lowerCamelCase     ,       __lowerCamelCase )

       # With lower casing
       SCREAMING_SNAKE_CASE__   =   self.get_tokenizer(do_lower_case=__lowerCamelCase )
       SCREAMING_SNAKE_CASE__   =   self.get_rust_tokenizer(do_lower_case=__lowerCamelCase )

       SCREAMING_SNAKE_CASE__   =   '''UNwant\u00E9d,running'''

       SCREAMING_SNAKE_CASE__   =   tokenizer.tokenize(__lowerCamelCase )
       SCREAMING_SNAKE_CASE__   =   rust_tokenizer.tokenize(__lowerCamelCase )
       self.assertListEqual(__lowerCamelCase     ,       __lowerCamelCase )

       SCREAMING_SNAKE_CASE__   =   tokenizer.encode(__lowerCamelCase     ,       add_special_tokens=__lowerCamelCase )
       SCREAMING_SNAKE_CASE__   =   rust_tokenizer.encode(__lowerCamelCase     ,       add_special_tokens=__lowerCamelCase )
       self.assertListEqual(__lowerCamelCase     ,       __lowerCamelCase )

       SCREAMING_SNAKE_CASE__   =   self.get_rust_tokenizer()
       SCREAMING_SNAKE_CASE__   =   tokenizer.encode(__lowerCamelCase )
       SCREAMING_SNAKE_CASE__   =   rust_tokenizer.encode(__lowerCamelCase )
       self.assertListEqual(__lowerCamelCase     ,       __lowerCamelCase )






  def 				lowercase_		(							self						:		Optional[Any] )		->							Optional[int]:
       SCREAMING_SNAKE_CASE__   =   BasicTokenizer()

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






  def 				lowercase_		(							self						:		Union[str, Any] )		->							Dict:
       SCREAMING_SNAKE_CASE__   =   BasicTokenizer(do_lower_case=__lowerCamelCase )

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






  def 				lowercase_		(							self						:		int )		->							Dict:
       SCREAMING_SNAKE_CASE__   =   BasicTokenizer(do_lower_case=__lowerCamelCase     ,       strip_accents=__lowerCamelCase )

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






  def 				lowercase_		(							self						:		int )		->							List[Any]:
       SCREAMING_SNAKE_CASE__   =   BasicTokenizer(do_lower_case=__lowerCamelCase     ,       strip_accents=__lowerCamelCase )

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






  def 				lowercase_		(							self						:		Dict )		->							List[str]:
       SCREAMING_SNAKE_CASE__   =   BasicTokenizer(do_lower_case=__lowerCamelCase )

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






  def 				lowercase_		(							self						:		Optional[int] )		->							Optional[int]:
       SCREAMING_SNAKE_CASE__   =   BasicTokenizer(do_lower_case=__lowerCamelCase )

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






  def 				lowercase_		(							self						:		Union[str, Any] )		->							Optional[int]:
       SCREAMING_SNAKE_CASE__   =   BasicTokenizer(do_lower_case=__lowerCamelCase     ,       strip_accents=__lowerCamelCase )

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






  def 				lowercase_		(							self						:		Tuple )		->							List[str]:
       SCREAMING_SNAKE_CASE__   =   BasicTokenizer(do_lower_case=__lowerCamelCase     ,       strip_accents=__lowerCamelCase )

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






  def 				lowercase_		(							self						:		Tuple )		->							Dict:
       SCREAMING_SNAKE_CASE__   =   BasicTokenizer(do_lower_case=__lowerCamelCase     ,       never_split=['''[UNK]'''] )

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






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

       SCREAMING_SNAKE_CASE__   =   {}
       for i, token in enumerate(__lowerCamelCase ):
            SCREAMING_SNAKE_CASE__   =   i
       SCREAMING_SNAKE_CASE__   =   WordpieceTokenizer(vocab=__lowerCamelCase     ,       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'''] )






  def 				lowercase_		(							self						:		Union[str, Any] )		->							Union[str, Any]:
       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 				lowercase_		(							self						:		Any )		->							List[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 				lowercase_		(							self						:		Optional[int] )		->							Dict:
       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(''' ''' ) )






  def 				lowercase_		(							self						:		int )		->							List[str]:
       SCREAMING_SNAKE_CASE__   =   self.get_tokenizer()
       SCREAMING_SNAKE_CASE__   =   self.get_rust_tokenizer()

       # Example taken from the issue https://github.com/huggingface/tokenizers/issues/340
       self.assertListEqual([tokenizer.tokenize(__lowerCamelCase ) for t in ['''Test''', '''\xad''', '''test''']]     ,       [['''[UNK]'''], [], ['''[UNK]''']] )

       self.assertListEqual(
           [rust_tokenizer.tokenize(__lowerCamelCase ) for t in ['''Test''', '''\xad''', '''test''']]     ,       [['''[UNK]'''], [], ['''[UNK]''']] )






  @slow
  def 				lowercase_		(							self						:		List[Any] )		->							Dict:
       SCREAMING_SNAKE_CASE__   =   self.tokenizer_class.from_pretrained('''google/mobilebert-uncased''' )

       SCREAMING_SNAKE_CASE__   =   tokenizer.encode('''sequence builders'''     ,       add_special_tokens=__lowerCamelCase )
       SCREAMING_SNAKE_CASE__   =   tokenizer.encode('''multi-sequence build'''     ,       add_special_tokens=__lowerCamelCase )

       SCREAMING_SNAKE_CASE__   =   tokenizer.build_inputs_with_special_tokens(__lowerCamelCase )
       SCREAMING_SNAKE_CASE__   =   tokenizer.build_inputs_with_special_tokens(__lowerCamelCase     ,       __lowerCamelCase )

       assert encoded_sentence == [101] + text + [102]
       assert encoded_pair == [101] + text + [102] + text_a + [102]






  def 				lowercase_		(							self						:		Optional[int] )		->							int:
       for tokenizer, pretrained_name, kwargs in self.tokenizers_list:
            with self.subTest(f'''{tokenizer.__class__.__name__} ({pretrained_name})''' ):
                 SCREAMING_SNAKE_CASE__   =   self.rust_tokenizer_class.from_pretrained(__lowerCamelCase     ,       **__lowerCamelCase )

                 SCREAMING_SNAKE_CASE__   =   f'''A, naïve {tokenizer_r.mask_token} AllenNLP sentence.'''
                 SCREAMING_SNAKE_CASE__   =   tokenizer_r.encode_plus(
                     __lowerCamelCase     ,       return_attention_mask=__lowerCamelCase     ,       return_token_type_ids=__lowerCamelCase     ,       return_offsets_mapping=__lowerCamelCase     ,       add_special_tokens=__lowerCamelCase     ,       )

                 SCREAMING_SNAKE_CASE__   =   tokenizer_r.do_lower_case if hasattr(__lowerCamelCase     ,       '''do_lower_case''' ) else False
                 SCREAMING_SNAKE_CASE__   =   (
                     [
                         ((0, 0), tokenizer_r.cls_token),
                         ((0, 1), '''A'''),
                         ((1, 2), ''','''),
                         ((3, 5), '''na'''),
                         ((5, 6), '''##ï'''),
                         ((6, 8), '''##ve'''),
                         ((9, 15), tokenizer_r.mask_token),
                         ((16, 21), '''Allen'''),
                         ((21, 23), '''##NL'''),
                         ((23, 24), '''##P'''),
                         ((25, 33), '''sentence'''),
                         ((33, 34), '''.'''),
                         ((0, 0), tokenizer_r.sep_token),
                     ]
                     if not do_lower_case
                     else [
                         ((0, 0), tokenizer_r.cls_token),
                         ((0, 1), '''a'''),
                         ((1, 2), ''','''),
                         ((3, 8), '''naive'''),
                         ((9, 15), tokenizer_r.mask_token),
                         ((16, 21), '''allen'''),
                         ((21, 23), '''##nl'''),
                         ((23, 24), '''##p'''),
                         ((25, 33), '''sentence'''),
                         ((33, 34), '''.'''),
                         ((0, 0), tokenizer_r.sep_token),
                     ]
                 )

                 self.assertEqual(
                     [e[1] for e in expected_results]     ,       tokenizer_r.convert_ids_to_tokens(tokens['''input_ids'''] ) )
                 self.assertEqual([e[0] for e in expected_results]     ,       tokens['''offset_mapping'''] )







  def 				lowercase_		(							self						:		Any )		->							Tuple:
       SCREAMING_SNAKE_CASE__   =   ['''的''', '''人''', '''有''']
       SCREAMING_SNAKE_CASE__   =   ''''''.join(__lowerCamelCase )
       for tokenizer, pretrained_name, kwargs in self.tokenizers_list:
            with self.subTest(f'''{tokenizer.__class__.__name__} ({pretrained_name})''' ):
                 SCREAMING_SNAKE_CASE__   =   True
                 SCREAMING_SNAKE_CASE__   =   self.tokenizer_class.from_pretrained(__lowerCamelCase     ,       **__lowerCamelCase )
                 SCREAMING_SNAKE_CASE__   =   self.rust_tokenizer_class.from_pretrained(__lowerCamelCase     ,       **__lowerCamelCase )

                 SCREAMING_SNAKE_CASE__   =   tokenizer_p.encode(__lowerCamelCase     ,       add_special_tokens=__lowerCamelCase )
                 SCREAMING_SNAKE_CASE__   =   tokenizer_r.encode(__lowerCamelCase     ,       add_special_tokens=__lowerCamelCase )

                 SCREAMING_SNAKE_CASE__   =   tokenizer_r.convert_ids_to_tokens(__lowerCamelCase )
                 SCREAMING_SNAKE_CASE__   =   tokenizer_p.convert_ids_to_tokens(__lowerCamelCase )

                 # it is expected that each Chinese character is not preceded by "##"
                 self.assertListEqual(__lowerCamelCase     ,       __lowerCamelCase )
                 self.assertListEqual(__lowerCamelCase     ,       __lowerCamelCase )

                 SCREAMING_SNAKE_CASE__   =   False
                 SCREAMING_SNAKE_CASE__   =   self.rust_tokenizer_class.from_pretrained(__lowerCamelCase     ,       **__lowerCamelCase )
                 SCREAMING_SNAKE_CASE__   =   self.tokenizer_class.from_pretrained(__lowerCamelCase     ,       **__lowerCamelCase )

                 SCREAMING_SNAKE_CASE__   =   tokenizer_r.encode(__lowerCamelCase     ,       add_special_tokens=__lowerCamelCase )
                 SCREAMING_SNAKE_CASE__   =   tokenizer_p.encode(__lowerCamelCase     ,       add_special_tokens=__lowerCamelCase )

                 SCREAMING_SNAKE_CASE__   =   tokenizer_r.convert_ids_to_tokens(__lowerCamelCase )
                 SCREAMING_SNAKE_CASE__   =   tokenizer_p.convert_ids_to_tokens(__lowerCamelCase )

                 # it is expected that only the first Chinese character is not preceded by "##".
                 SCREAMING_SNAKE_CASE__   =   [
                     f'''##{token}''' if idx != 0 else token for idx, token in enumerate(__lowerCamelCase )
                 ]
                 self.assertListEqual(__lowerCamelCase     ,       __lowerCamelCase )
                 self.assertListEqual(__lowerCamelCase     ,       __lowerCamelCase )





import doctest
from collections import deque

import numpy as np






class 	UpperCAmelCase__		:






  """simple docstring"""


  def __init__(							self						:		List[Any] )		->							None:
       SCREAMING_SNAKE_CASE__   =   [2, 1, 2, -1]
       SCREAMING_SNAKE_CASE__   =   [1, 2, 3, 4]







  def 				lowercase_		(							self						:		Optional[int] )		->							list[float]:
       SCREAMING_SNAKE_CASE__   =   len(self.first_signal )
       SCREAMING_SNAKE_CASE__   =   len(self.second_signal )

       SCREAMING_SNAKE_CASE__   =   max(__lowerCamelCase     ,       __lowerCamelCase )

       # create a zero matrix of max_length x max_length
       SCREAMING_SNAKE_CASE__   =   [[0] * max_length for i in range(__lowerCamelCase )]

       # fills the smaller signal with zeros to make both signals of same length
       if length_first_signal < length_second_signal:
            self.first_signal += [0] * (max_length - length_first_signal)
       elif length_first_signal > length_second_signal:
            self.second_signal += [0] * (max_length - length_second_signal)
       for i in range(__lowerCamelCase ):
            SCREAMING_SNAKE_CASE__   =   deque(self.second_signal )
            rotated_signal.rotate(__lowerCamelCase )
            for j, item in enumerate(__lowerCamelCase ):
                 matrix[i][j] += item

        # multiply the matrix with the first signal
       SCREAMING_SNAKE_CASE__   =   np.matmul(np.transpose(__lowerCamelCase )     ,       np.transpose(self.first_signal ) )

       # rounding-off to two decimal places
       return [round(__lowerCamelCase     ,       2 ) for i in final_signal]


if __name__ == "__main__":
       doctest.testmod()


