



import json
import os
import unittest

from transformers.models.roc_bert.tokenization_roc_bert import (
    VOCAB_FILES_NAMES,
    RoCBertBasicTokenizer,
    RoCBertTokenizer,
    RoCBertWordpieceTokenizer,
    _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			(       _lowercase	,	unittest.TestCase				):

 """simple docstring"""



 _lowercase   :    Tuple      						=					RoCBertTokenizer
 _lowercase   :    List[str]      						=					None
 _lowercase   :    Any      						=					False
 _lowercase   :    Optional[int]      						=					True
 _lowercase   :    List[Any]      						=					filter_non_english

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

  a__												= ['''[UNK]''', '''[CLS]''', '''[SEP]''', '''[PAD]''', '''[MASK]''', '''你''', '''好''', '''是''', '''谁''', '''a''', '''b''', '''c''', '''d''']
  a__												= {}
  a__												= {}
  for i, value in enumerate(SCREAMING_SNAKE_CASE      ):
   a__												= i
   a__												= i
  a__												= os.path.join(self.tmpdirname		,				VOCAB_FILES_NAMES['''vocab_file''']      )
  a__												= os.path.join(self.tmpdirname		,				VOCAB_FILES_NAMES['''word_shape_file''']      )
  a__												= os.path.join(self.tmpdirname		,				VOCAB_FILES_NAMES['''word_pronunciation_file''']      )
  with open(self.vocab_file		,				'''w'''		,				encoding='''utf-8'''      ) as vocab_writer:
   vocab_writer.write(''''''.join([x + '''\n''' for x in vocab_tokens]      )      )
  with open(self.word_shape_file		,				'''w'''		,				encoding='''utf-8'''      ) as word_shape_writer:
   json.dump(SCREAMING_SNAKE_CASE		,				SCREAMING_SNAKE_CASE		,				ensure_ascii=SCREAMING_SNAKE_CASE      )
  with open(self.word_pronunciation_file		,				'''w'''		,				encoding='''utf-8'''      ) as word_pronunciation_writer:
   json.dump(SCREAMING_SNAKE_CASE		,				SCREAMING_SNAKE_CASE		,				ensure_ascii=SCREAMING_SNAKE_CASE      )

 def 						_UpperCAmelCase       (	self      ) ->			Dict:
  a__												= self.tokenizer_class(self.vocab_file		,				self.word_shape_file		,				self.word_pronunciation_file      )

  a__												= tokenizer.tokenize('''你好[SEP]你是谁'''      )
  self.assertListEqual(SCREAMING_SNAKE_CASE		,				['''你''', '''好''', '''[SEP]''', '''你''', '''是''', '''谁''']      )
  self.assertListEqual(tokenizer.convert_tokens_to_ids(SCREAMING_SNAKE_CASE      )		,				[5, 6, 2, 5, 7, 8]      )
  self.assertListEqual(tokenizer.convert_tokens_to_shape_ids(SCREAMING_SNAKE_CASE      )		,				[5, 6, 2, 5, 7, 8]      )
  self.assertListEqual(tokenizer.convert_tokens_to_pronunciation_ids(SCREAMING_SNAKE_CASE      )		,				[5, 6, 2, 5, 7, 8]      )

 def 						_UpperCAmelCase       (	self      ) ->			Tuple:
  a__												= RoCBertBasicTokenizer()

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

 def 						_UpperCAmelCase       (	self      ) ->			str:
  a__												= RoCBertBasicTokenizer(do_lower_case=SCREAMING_SNAKE_CASE      )

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

 def 						_UpperCAmelCase       (	self      ) ->			Tuple:
  a__												= RoCBertBasicTokenizer(do_lower_case=SCREAMING_SNAKE_CASE		,				strip_accents=SCREAMING_SNAKE_CASE      )

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

 def 						_UpperCAmelCase       (	self      ) ->			int:
  a__												= RoCBertBasicTokenizer(do_lower_case=SCREAMING_SNAKE_CASE		,				strip_accents=SCREAMING_SNAKE_CASE      )

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

 def 						_UpperCAmelCase       (	self      ) ->			Union[str, Any]:
  a__												= RoCBertBasicTokenizer(do_lower_case=SCREAMING_SNAKE_CASE      )

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

 def 						_UpperCAmelCase       (	self      ) ->			Dict:
  a__												= RoCBertBasicTokenizer(do_lower_case=SCREAMING_SNAKE_CASE      )

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

 def 						_UpperCAmelCase       (	self      ) ->			List[Any]:
  a__												= RoCBertBasicTokenizer(do_lower_case=SCREAMING_SNAKE_CASE		,				strip_accents=SCREAMING_SNAKE_CASE      )

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

 def 						_UpperCAmelCase       (	self      ) ->			List[str]:
  a__												= RoCBertBasicTokenizer(do_lower_case=SCREAMING_SNAKE_CASE		,				strip_accents=SCREAMING_SNAKE_CASE      )

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

 def 						_UpperCAmelCase       (	self      ) ->			Optional[Any]:
  a__												= RoCBertBasicTokenizer(do_lower_case=SCREAMING_SNAKE_CASE		,				never_split=['''[UNK]''']      )

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

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

  a__												= {}
  for i, token in enumerate(SCREAMING_SNAKE_CASE      ):
   a__												= i
  a__												= RoCBertWordpieceTokenizer(vocab=SCREAMING_SNAKE_CASE		,				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 						_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      ) ->			Dict:
  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      ) ->			Any:
  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 						_UpperCAmelCase       (	self      ) ->			Any:
  a__												= self.get_tokenizer()

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

  if self.test_rust_tokenizer:
   a__												= self.get_rust_tokenizer()
   self.assertListEqual(
       [rust_tokenizer.tokenize(SCREAMING_SNAKE_CASE      ) for t in ['''Test''', '''\xad''', '''test''']]		,				[['''[UNK]'''], [], ['''[UNK]''']]      )

 def 						_UpperCAmelCase       (	self      ) ->			Optional[int]:
  for tokenizer, pretrained_name, kwargs in self.tokenizers_list:
   with self.subTest(f"{tokenizer.__class__.__name__} ({pretrained_name})"      ):
    a__												= self.rust_tokenizer_class.from_pretrained(SCREAMING_SNAKE_CASE		,				**SCREAMING_SNAKE_CASE      )

    a__												= f"A, naïve {tokenizer_r.mask_token} AllenNLP sentence."
    a__												= tokenizer_r.encode_plus(
        SCREAMING_SNAKE_CASE		,				return_attention_mask=SCREAMING_SNAKE_CASE		,				return_token_type_ids=SCREAMING_SNAKE_CASE		,				return_offsets_mapping=SCREAMING_SNAKE_CASE		,				add_special_tokens=SCREAMING_SNAKE_CASE		,				)

    a__												= tokenizer_r.do_lower_case if hasattr(SCREAMING_SNAKE_CASE		,				'''do_lower_case'''      ) else False
    a__												= (
        [
            ((0, 0), tokenizer_r.cls_token),
            ((0, 1), '''A'''),
            ((1, 2), ''','''),
            ((3, 5), '''na'''),
            ((5, 6), '''##ï'''),
            ((6, 8), '''##ve'''),
            ((9, 1_5), tokenizer_r.mask_token),
            ((1_6, 2_1), '''Allen'''),
            ((2_1, 2_3), '''##NL'''),
            ((2_3, 2_4), '''##P'''),
            ((2_5, 3_3), '''sentence'''),
            ((3_3, 3_4), '''.'''),
            ((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, 1_5), tokenizer_r.mask_token),
            ((1_6, 2_1), '''allen'''),
            ((2_1, 2_3), '''##nl'''),
            ((2_3, 2_4), '''##p'''),
            ((2_5, 3_3), '''sentence'''),
            ((3_3, 3_4), '''.'''),
            ((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 						_UpperCAmelCase       (	self      ) ->			str:
  a__												= ['''的''', '''人''', '''有''']
  a__												= ''''''.join(SCREAMING_SNAKE_CASE      )
  for tokenizer, pretrained_name, kwargs in self.tokenizers_list:
   with self.subTest(f"{tokenizer.__class__.__name__} ({pretrained_name})"      ):
    a__												= True
    a__												= self.tokenizer_class.from_pretrained(SCREAMING_SNAKE_CASE		,				**SCREAMING_SNAKE_CASE      )
    a__												= self.rust_tokenizer_class.from_pretrained(SCREAMING_SNAKE_CASE		,				**SCREAMING_SNAKE_CASE      )

    a__												= tokenizer_p.encode(SCREAMING_SNAKE_CASE		,				add_special_tokens=SCREAMING_SNAKE_CASE      )
    a__												= tokenizer_r.encode(SCREAMING_SNAKE_CASE		,				add_special_tokens=SCREAMING_SNAKE_CASE      )

    a__												= tokenizer_r.convert_ids_to_tokens(SCREAMING_SNAKE_CASE      )
    a__												= tokenizer_p.convert_ids_to_tokens(SCREAMING_SNAKE_CASE      )

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

    a__												= False
    a__												= self.rust_tokenizer_class.from_pretrained(SCREAMING_SNAKE_CASE		,				**SCREAMING_SNAKE_CASE      )
    a__												= self.tokenizer_class.from_pretrained(SCREAMING_SNAKE_CASE		,				**SCREAMING_SNAKE_CASE      )

    a__												= tokenizer_r.encode(SCREAMING_SNAKE_CASE		,				add_special_tokens=SCREAMING_SNAKE_CASE      )
    a__												= tokenizer_p.encode(SCREAMING_SNAKE_CASE		,				add_special_tokens=SCREAMING_SNAKE_CASE      )

    a__												= tokenizer_r.convert_ids_to_tokens(SCREAMING_SNAKE_CASE      )
    a__												= tokenizer_p.convert_ids_to_tokens(SCREAMING_SNAKE_CASE      )

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

 @slow
 def 						_UpperCAmelCase       (	self      ) ->			Optional[int]:
  a__												= self.tokenizer_class(self.vocab_file		,				self.word_shape_file		,				self.word_pronunciation_file      )

  a__												= tokenizer.encode('''你好'''		,				add_special_tokens=SCREAMING_SNAKE_CASE      )
  a__												= tokenizer.encode('''你是谁'''		,				add_special_tokens=SCREAMING_SNAKE_CASE      )

  a__												= tokenizer.build_inputs_with_special_tokens(SCREAMING_SNAKE_CASE      )
  a__												= tokenizer.build_inputs_with_special_tokens(SCREAMING_SNAKE_CASE		,				SCREAMING_SNAKE_CASE      )

  assert encoded_sentence == [1] + text + [2]
  assert encoded_pair == [1] + text + [2] + text_a + [2]



 def 						_UpperCAmelCase       (	self      ) ->			List[Any]:
  a__												= self.get_tokenizers(do_lower_case=SCREAMING_SNAKE_CASE      )
  for tokenizer in tokenizers:
   with self.subTest(f"{tokenizer.__class__.__name__}"      ):
    a__												= '''你好，你是谁'''
    a__												= tokenizer.tokenize(SCREAMING_SNAKE_CASE      )
    a__												= tokenizer.convert_tokens_to_ids(SCREAMING_SNAKE_CASE      )
    a__												= tokenizer.convert_tokens_to_shape_ids(SCREAMING_SNAKE_CASE      )
    a__												= tokenizer.convert_tokens_to_pronunciation_ids(SCREAMING_SNAKE_CASE      )
    a__												= tokenizer.prepare_for_model(
        SCREAMING_SNAKE_CASE		,				SCREAMING_SNAKE_CASE		,				SCREAMING_SNAKE_CASE		,				add_special_tokens=SCREAMING_SNAKE_CASE      )

    a__												= tokenizer.encode_plus(SCREAMING_SNAKE_CASE		,				add_special_tokens=SCREAMING_SNAKE_CASE      )

    self.assertEqual(SCREAMING_SNAKE_CASE		,				SCREAMING_SNAKE_CASE      )










from __future__ import annotations

from typing import Any
class    __UpperCamelCase			:

 """simple docstring"""



 def __init__(	self		,				SCREAMING_SNAKE_CASE		,				SCREAMING_SNAKE_CASE		,				SCREAMING_SNAKE_CASE = 0      ) ->			None:
  a__							,			a__												= row, column
  a__												= [[default_value for c in range(SCREAMING_SNAKE_CASE      )] for r in range(SCREAMING_SNAKE_CASE      )]

 def __str__(	self      ) ->			str:
  a__												= f"Matrix consist of {self.row} rows and {self.column} columns\n"

  # Make string identifier
  a__												= 0
  for row_vector in self.array:
   for obj in row_vector:
    a__												= max(SCREAMING_SNAKE_CASE		,				len(str(SCREAMING_SNAKE_CASE      )      )      )
  a__												= f"%{max_element_length}s"

  # Make string and return
  def single_line(SCREAMING_SNAKE_CASE      ) -> str:
   nonlocal string_format_identifier
   a__												= '''['''
   line += ", ".join(string_format_identifier % (obj,) for obj in row_vector      )
   line += "]"
   return line

  s += "\n".join(single_line(SCREAMING_SNAKE_CASE      ) for row_vector in self.array      )
  return s

 def __repr__(	self      ) ->			str:
  return str(self      )

 def 						_UpperCAmelCase       (	self		,				SCREAMING_SNAKE_CASE      ) ->			bool:
  if not (isinstance(SCREAMING_SNAKE_CASE		,				(list, tuple)      ) and len(SCREAMING_SNAKE_CASE      ) == 2):
   return False
  elif not (0 <= loc[0] < self.row and 0 <= loc[1] < self.column):
   return False
  else:
   return True

 def __getitem__(	self		,				SCREAMING_SNAKE_CASE      ) ->			Any:
  assert self.validate_indicies(SCREAMING_SNAKE_CASE      )
  return self.array[loc[0]][loc[1]]

 def __setitem__(	self		,				SCREAMING_SNAKE_CASE		,				SCREAMING_SNAKE_CASE      ) ->			None:
  assert self.validate_indicies(SCREAMING_SNAKE_CASE      )
  a__												= value

 def __add__(	self		,				SCREAMING_SNAKE_CASE      ) ->			Matrix:
  assert isinstance(SCREAMING_SNAKE_CASE		,				SCREAMING_SNAKE_CASE      )
  assert self.row == another.row and self.column == another.column

  # Add
  a__												= Matrix(self.row		,				self.column      )
  for r in range(self.row      ):
   for c in range(self.column      ):
    a__												= self[r, c] + another[r, c]
  return result

 def __neg__(	self      ) ->			Matrix:
  a__												= Matrix(self.row		,				self.column      )
  for r in range(self.row      ):
   for c in range(self.column      ):
    a__												= -self[r, c]
  return result

 def __sub__(	self		,				SCREAMING_SNAKE_CASE      ) ->			Matrix:
  return self + (-another)

 def __mul__(	self		,				SCREAMING_SNAKE_CASE      ) ->			Matrix:

  if isinstance(SCREAMING_SNAKE_CASE		,				(int, float)      ):  # Scalar multiplication
   a__												= Matrix(self.row		,				self.column      )
   for r in range(self.row      ):
    for c in range(self.column      ):
     a__												= self[r, c] * another
   return result
  elif isinstance(SCREAMING_SNAKE_CASE		,				SCREAMING_SNAKE_CASE      ):  # Matrix multiplication
   assert self.column == another.row
   a__												= Matrix(self.row		,				another.column      )
   for r in range(self.row      ):
    for c in range(another.column      ):
     for i in range(self.column      ):
      result[r, c] += self[r, i] * another[i, c]
   return result
  else:
   a__												= f"Unsupported type given for another ({type(SCREAMING_SNAKE_CASE      )})"
   raise TypeError(SCREAMING_SNAKE_CASE      )

 def 						_UpperCAmelCase       (	self      ) ->			Matrix:
  a__												= Matrix(self.column		,				self.row      )
  for r in range(self.row      ):
   for c in range(self.column      ):
    a__												= self[r, c]
  return result



 def 						_UpperCAmelCase       (	self		,				SCREAMING_SNAKE_CASE		,				SCREAMING_SNAKE_CASE      ) ->			Any:
  assert isinstance(SCREAMING_SNAKE_CASE		,				SCREAMING_SNAKE_CASE      ) and isinstance(SCREAMING_SNAKE_CASE		,				SCREAMING_SNAKE_CASE      )
  assert self.row == self.column == u.row == v.row  # u, v should be column vector
  assert u.column == v.column == 1  # u, v should be column vector

  # Calculate
  a__												= v.transpose()
  a__												= (v_t * self * u)[0, 0] + 1
  if numerator_factor == 0:
   return None  # It's not invertable
  return self - ((self * u) * (v_t * self) * (1.0 / numerator_factor))


# Testing
if __name__ == "__main__":






     def     __a					(		):
      # a^(-1)
      a__												= Matrix(3							,  3							,  0       )
      for i in range(3       ):
       a__												= 1
      print(f"a^(-1) is {ainv}"       )
      # u, v
      a__												= Matrix(3							,  1							,  0       )
      a__							,			a__							,			a__												= 1, 2, -3
      a__												= Matrix(3							,  1							,  0       )
      a__							,			a__							,			a__												= 4, -2, 5
      print(f"u is {u}"       )
      print(f"v is {v}"       )
      print(f"uv^T is {u * v.transpose()}"       )
      # Sherman Morrison
      print(f"(a + uv^T)^(-1) is {ainv.sherman_morrison(__UpperCAmelCase							,  __UpperCAmelCase       )}"       )






     def     __a					(		):
      import doctest

      doctest.testmod()

     testa()





