






"""simple docstring"""




import os
import unittest

from transformers import BertTokenizerFast
from transformers.models.bert.tokenization_bert import (
    VOCAB_FILES_NAMES,
    BasicTokenizer,
    BertTokenizer,
    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			(	snake_case_		,     unittest.TestCase      ):
 UpperCamelCase					:       Optional[int]			=					BertTokenizer
 UpperCamelCase					:       str			=					BertTokenizerFast
 UpperCamelCase					:       List[Any]			=					True
 UpperCamelCase					:       str			=					True
 UpperCamelCase					:       Any			=					filter_non_english


 def _lowercase	(     self		:						int							)					->       List[Any]:
   super().setUp()

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


 def _lowercase	(     self		:						Optional[int]							)					->       Optional[Any]:
   _a  :       Optional[Any]             =	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 _lowercase	(     self		:						Tuple							)					->       List[Any]:
   if not self.test_rust_tokenizer:
     return

   _a  :       Union[str, Any]             =	self.get_tokenizer()
   _a  :       Tuple             =	self.get_rust_tokenizer()

   _a  :       str             =	"""UNwant\u00E9d,running"""

   _a  :       Union[str, Any]             =	tokenizer.tokenize(UpperCAmelCase__							)
   _a  :       Any             =	rust_tokenizer.tokenize(UpperCAmelCase__							)
   self.assertListEqual(UpperCAmelCase__							,						UpperCAmelCase__							)

   _a  :       List[Any]             =	tokenizer.encode(UpperCAmelCase__							,						add_special_tokens=UpperCAmelCase__							)
   _a  :       Dict             =	rust_tokenizer.encode(UpperCAmelCase__							,						add_special_tokens=UpperCAmelCase__							)
   self.assertListEqual(UpperCAmelCase__							,						UpperCAmelCase__							)

   _a  :       int             =	self.get_rust_tokenizer()
   _a  :       int             =	tokenizer.encode(UpperCAmelCase__							)
   _a  :       List[Any]             =	rust_tokenizer.encode(UpperCAmelCase__							)
   self.assertListEqual(UpperCAmelCase__							,						UpperCAmelCase__							)

   # With lower casing
   _a  :       str             =	self.get_tokenizer(do_lower_case=UpperCAmelCase__							)
   _a  :       Tuple             =	self.get_rust_tokenizer(do_lower_case=UpperCAmelCase__							)

   _a  :       List[str]             =	"""UNwant\u00E9d,running"""

   _a  :       Optional[Any]             =	tokenizer.tokenize(UpperCAmelCase__							)
   _a  :       List[Any]             =	rust_tokenizer.tokenize(UpperCAmelCase__							)
   self.assertListEqual(UpperCAmelCase__							,						UpperCAmelCase__							)

   _a  :       List[str]             =	tokenizer.encode(UpperCAmelCase__							,						add_special_tokens=UpperCAmelCase__							)
   _a  :       Union[str, Any]             =	rust_tokenizer.encode(UpperCAmelCase__							,						add_special_tokens=UpperCAmelCase__							)
   self.assertListEqual(UpperCAmelCase__							,						UpperCAmelCase__							)

   _a  :       Optional[int]             =	self.get_rust_tokenizer()
   _a  :       Any             =	tokenizer.encode(UpperCAmelCase__							)
   _a  :       List[str]             =	rust_tokenizer.encode(UpperCAmelCase__							)
   self.assertListEqual(UpperCAmelCase__							,						UpperCAmelCase__							)


 def _lowercase	(     self		:						Union[str, Any]							)					->       List[str]:
   _a  :       str             =	BasicTokenizer()

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


 def _lowercase	(     self		:						List[Any]							)					->       Optional[int]:
   _a  :       Optional[Any]             =	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 _lowercase	(     self		:						int							)					->       Tuple:
   _a  :       Optional[Any]             =	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 _lowercase	(     self		:						Any							)					->       Dict:
   _a  :       str             =	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 _lowercase	(     self		:						str							)					->       Dict:
   _a  :       Optional[int]             =	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 _lowercase	(     self		:						str							)					->       List[str]:
   _a  :       Union[str, Any]             =	BasicTokenizer(do_lower_case=UpperCAmelCase__							)

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


 def _lowercase	(     self		:						Optional[Any]							)					->       int:
   _a  :       Optional[int]             =	BasicTokenizer(do_lower_case=UpperCAmelCase__							,						strip_accents=UpperCAmelCase__							)

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


 def _lowercase	(     self		:						Optional[int]							)					->       Union[str, Any]:
   _a  :       str             =	BasicTokenizer(do_lower_case=UpperCAmelCase__							,						strip_accents=UpperCAmelCase__							)

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


 def _lowercase	(     self		:						Optional[int]							)					->       Tuple:
   _a  :       Tuple             =	BasicTokenizer(do_lower_case=UpperCAmelCase__							,						never_split=["""[UNK]"""]							)

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


 def _lowercase	(     self		:						Optional[Any]							)					->       int:
   _a  :       str             =	BasicTokenizer()
   _a  :       Union[str, Any]             =	"""a\n'll !!to?'d of, can't."""
   _a  :       Optional[Any]             =	["""a""", """'""", """ll""", """!""", """!""", """to""", """?""", """'""", """d""", """of""", """,""", """can""", """'""", """t""", """."""]
   self.assertListEqual(tokenizer.tokenize(UpperCAmelCase__							)							,						UpperCAmelCase__							)


 def _lowercase	(     self		:						List[str]							)					->       Dict:
   _a  :       List[str]             =	["""[UNK]""", """[CLS]""", """[SEP]""", """want""", """##want""", """##ed""", """wa""", """un""", """runn""", """##ing"""]

   _a  :       Tuple             =	{}
   for i, token in enumerate(UpperCAmelCase__							):
     _a  :       Optional[Any]             =	i
   _a  :       List[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"""]							)


 def _lowercase	(     self		:						int							)					->       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 _lowercase	(     self		:						Dict							)					->       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		:						Any							)					->       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(""" """							)							)


 def _lowercase	(     self		:						Union[str, Any]							)					->       Tuple:
   _a  :       Optional[int]             =	self.get_tokenizer()
   _a  :       Optional[Any]             =	self.get_rust_tokenizer()

   # Example taken from the issue https://github.com/huggingface/tokenizers/issues/340
   self.assertListEqual([tokenizer.tokenize(UpperCAmelCase__							) for t in ["""Test""", """\xad""", """test"""]]							,						[["""[UNK]"""], [], ["""[UNK]"""]]							)

   self.assertListEqual(
       [rust_tokenizer.tokenize(UpperCAmelCase__							) for t in ["""Test""", """\xad""", """test"""]]							,						[["""[UNK]"""], [], ["""[UNK]"""]]							)


 @slow
 def _lowercase	(     self		:						Tuple							)					->       Optional[int]:
   _a  :       Any             =	self.tokenizer_class.from_pretrained("""bert-base-uncased"""							)

   _a  :       Any             =	tokenizer.encode("""sequence builders"""							,						add_special_tokens=UpperCAmelCase__							)
   _a  :       Optional[int]             =	tokenizer.encode("""multi-sequence build"""							,						add_special_tokens=UpperCAmelCase__							)

   _a  :       Tuple             =	tokenizer.build_inputs_with_special_tokens(UpperCAmelCase__							)
   _a  :       Union[str, Any]             =	tokenizer.build_inputs_with_special_tokens(UpperCAmelCase__							,						UpperCAmelCase__							)

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


 def _lowercase	(     self		:						Dict							)					->       int:
   for tokenizer, pretrained_name, kwargs in self.tokenizers_list:
     with self.subTest(f"""{tokenizer.__class__.__name__} ({pretrained_name})"""							):
       _a  :       Union[str, Any]             =	self.rust_tokenizer_class.from_pretrained(UpperCAmelCase__							,						**UpperCAmelCase__							)

       _a  :       Optional[Any]             =	f"""A, naïve {tokenizer_r.mask_token} AllenNLP sentence."""
       _a  :       str             =	tokenizer_r.encode_plus(
           UpperCAmelCase__							,						return_attention_mask=UpperCAmelCase__							,						return_token_type_ids=UpperCAmelCase__							,						return_offsets_mapping=UpperCAmelCase__							,						add_special_tokens=UpperCAmelCase__							,						)

       _a  :       List[str]             =	tokenizer_r.do_lower_case if hasattr(UpperCAmelCase__							,						"""do_lower_case"""							) else False
       _a  :       List[str]             =	(
           [
               ((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		:						Optional[int]							)					->       Any:
   _a  :       str             =	["""的""", """人""", """有"""]
   _a  :       Optional[int]             =	"""""".join(UpperCAmelCase__							)
   for tokenizer, pretrained_name, kwargs in self.tokenizers_list:
     with self.subTest(f"""{tokenizer.__class__.__name__} ({pretrained_name})"""							):
       _a  :       List[str]             =	True
       _a  :       Union[str, Any]             =	self.tokenizer_class.from_pretrained(UpperCAmelCase__							,						**UpperCAmelCase__							)
       _a  :       Optional[Any]             =	self.rust_tokenizer_class.from_pretrained(UpperCAmelCase__							,						**UpperCAmelCase__							)

       _a  :       List[str]             =	tokenizer_p.encode(UpperCAmelCase__							,						add_special_tokens=UpperCAmelCase__							)
       _a  :       str             =	tokenizer_r.encode(UpperCAmelCase__							,						add_special_tokens=UpperCAmelCase__							)

       _a  :       int             =	tokenizer_r.convert_ids_to_tokens(UpperCAmelCase__							)
       _a  :       Optional[int]             =	tokenizer_p.convert_ids_to_tokens(UpperCAmelCase__							)

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

       _a  :       List[str]             =	False
       _a  :       List[Any]             =	self.rust_tokenizer_class.from_pretrained(UpperCAmelCase__							,						**UpperCAmelCase__							)
       _a  :       Union[str, Any]             =	self.tokenizer_class.from_pretrained(UpperCAmelCase__							,						**UpperCAmelCase__							)

       _a  :       Any             =	tokenizer_r.encode(UpperCAmelCase__							,						add_special_tokens=UpperCAmelCase__							)
       _a  :       int             =	tokenizer_p.encode(UpperCAmelCase__							,						add_special_tokens=UpperCAmelCase__							)

       _a  :       Optional[int]             =	tokenizer_r.convert_ids_to_tokens(UpperCAmelCase__							)
       _a  :       List[Any]             =	tokenizer_p.convert_ids_to_tokens(UpperCAmelCase__							)

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









"""simple docstring"""




import cva
import numpy as np






class        UpperCamelCase			:


 def __init__(     self		:						Optional[int]							,						UpperCAmelCase__		:						float							,						UpperCAmelCase__		:						int							)					->       Dict:

   if k in (0.0_4, 0.0_6):
     _a  :       List[str]             =	k
     _a  :       List[Any]             =	window_size
   else:
     raise ValueError("""invalid k value"""							)


 def __str__(     self		:						Dict							)					->       str:
   return str(self.k							)







 def _lowercase	(     self		:						int							,						UpperCAmelCase__		:						str							)					->       tuple[cva.Mat, list[list[int]]]:
   _a  :       Dict             =	cva.imread(UpperCAmelCase__							,						0							)
   _a      ,  _a  :       List[Any]             =	img.shape
   _a  :       list[list[int]]             =	[]
   _a  :       List[Any]             =	img.copy()
   _a  :       int             =	cva.cvtColor(UpperCAmelCase__							,						cva.COLOR_GRAY2RGB							)
   _a      ,  _a  :       Any             =	np.gradient(UpperCAmelCase__							)
   _a  :       Tuple             =	dx**2
   _a  :       Union[str, Any]             =	dy**2
   _a  :       Union[str, Any]             =	dx * dy
   _a  :       int             =	0.0_4
   _a  :       List[str]             =	self.window_size // 2
   for y in range(UpperCAmelCase__							,						h - offset							):
     for x in range(UpperCAmelCase__							,						w - offset							):
       _a  :       str             =	ixx[
           y - offset : y + offset + 1, x - offset : x + offset + 1
       ].sum()
       _a  :       List[Any]             =	iyy[
           y - offset : y + offset + 1, x - offset : x + offset + 1
       ].sum()
       _a  :       Tuple             =	ixy[
           y - offset : y + offset + 1, x - offset : x + offset + 1
       ].sum()

       _a  :       Any             =	(wxx * wyy) - (wxy**2)
       _a  :       Tuple             =	wxx + wyy
       _a  :       Any             =	det - k * (trace**2)
       # Can change the value
       if r > 0.5:
         corner_list.append([x, y, r]							)
         color_img.itemset((y, x, 0)							,						0							)
         color_img.itemset((y, x, 1)							,						0							)
         color_img.itemset((y, x, 2)							,						255							)
   return color_img, corner_list


if __name__ == "__main__":
 _snake_case          =   HarrisCorner(0.04, 3)
 _snake_case      , _snake_case          =   edge_detect.detect('path_to_image')
 cva.imwrite('detect.png', color_img)

