






"""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     ):
						_SCREAMING_SNAKE_CASE  : Any												=		BertTokenizer
						_SCREAMING_SNAKE_CASE  : List[str]												=		BertTokenizerFast
						_SCREAMING_SNAKE_CASE  : List[Any]												=		True
						_SCREAMING_SNAKE_CASE  : int												=		True
						_SCREAMING_SNAKE_CASE  : Tuple												=		filter_non_english






						def      __snake_case      (		self  :Tuple				)      ->str:
										super().setUp()

										lowercase    :      Optional[Any]       = [
										    """[UNK]""",
										    """[CLS]""",
										    """[SEP]""",
										    """[PAD]""",
										    """[MASK]""",
										    """want""",
										    """##want""",
										    """##ed""",
										    """wa""",
										    """un""",
										    """runn""",
										    """##ing""",
										    """,""",
										    """low""",
										    """lowest""",
										]
										lowercase    :      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  :Tuple			, __magic_name__  :str				)      ->str:
										lowercase    :      Tuple       = """UNwant\u00E9d,running"""
										lowercase    :      List[Any]       = """unwanted, running"""
										return input_text, output_text






						def      __snake_case      (		self  :List[str]				)      ->int:
										lowercase    :      Tuple       = self.tokenizer_class(self.vocab_file				)

										lowercase    :      int       = tokenizer.tokenize("""UNwant\u00E9d,running"""				)
										self.assertListEqual(__magic_name__			, ["""un""", """##want""", """##ed""", """,""", """runn""", """##ing"""]				)
										self.assertListEqual(tokenizer.convert_tokens_to_ids(__magic_name__				)			, [9, 6, 7, 12, 10, 11]				)






						def      __snake_case      (		self  :Tuple				)      ->Optional[Any]:
										if not self.test_rust_tokenizer:
														return

										lowercase    :      Dict       = self.get_tokenizer()
										lowercase    :      Union[str, Any]       = self.get_rust_tokenizer()

										lowercase    :      Union[str, Any]       = """UNwant\u00E9d,running"""

										lowercase    :      List[Any]       = tokenizer.tokenize(__magic_name__				)
										lowercase    :      Optional[int]       = rust_tokenizer.tokenize(__magic_name__				)
										self.assertListEqual(__magic_name__			, __magic_name__				)

										lowercase    :      int       = tokenizer.encode(__magic_name__			, add_special_tokens=__magic_name__				)
										lowercase    :      Dict       = rust_tokenizer.encode(__magic_name__			, add_special_tokens=__magic_name__				)
										self.assertListEqual(__magic_name__			, __magic_name__				)

										lowercase    :      str       = self.get_rust_tokenizer()
										lowercase    :      List[str]       = tokenizer.encode(__magic_name__				)
										lowercase    :      Dict       = rust_tokenizer.encode(__magic_name__				)
										self.assertListEqual(__magic_name__			, __magic_name__				)

										# With lower casing
										lowercase    :      Any       = self.get_tokenizer(do_lower_case=__magic_name__				)
										lowercase    :      Union[str, Any]       = self.get_rust_tokenizer(do_lower_case=__magic_name__				)

										lowercase    :      Optional[Any]       = """UNwant\u00E9d,running"""

										lowercase    :      Tuple       = tokenizer.tokenize(__magic_name__				)
										lowercase    :      Optional[int]       = rust_tokenizer.tokenize(__magic_name__				)
										self.assertListEqual(__magic_name__			, __magic_name__				)

										lowercase    :      Dict       = tokenizer.encode(__magic_name__			, add_special_tokens=__magic_name__				)
										lowercase    :      Any       = rust_tokenizer.encode(__magic_name__			, add_special_tokens=__magic_name__				)
										self.assertListEqual(__magic_name__			, __magic_name__				)

										lowercase    :      Dict       = self.get_rust_tokenizer()
										lowercase    :      str       = tokenizer.encode(__magic_name__				)
										lowercase    :      Optional[Any]       = rust_tokenizer.encode(__magic_name__				)
										self.assertListEqual(__magic_name__			, __magic_name__				)






						def      __snake_case      (		self  :Tuple				)      ->Optional[int]:
										lowercase    :      str       = BasicTokenizer()

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






						def      __snake_case      (		self  :Union[str, Any]				)      ->str:
										lowercase    :      Union[str, Any]       = BasicTokenizer(do_lower_case=__magic_name__				)

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






						def      __snake_case      (		self  :Optional[int]				)      ->int:
										lowercase    :      int       = BasicTokenizer(do_lower_case=__magic_name__			, strip_accents=__magic_name__				)

										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				)      ->List[Any]:
										lowercase    :      str       = BasicTokenizer(do_lower_case=__magic_name__			, strip_accents=__magic_name__				)

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






						def      __snake_case      (		self  :Optional[int]				)      ->Union[str, Any]:
										lowercase    :      Union[str, Any]       = BasicTokenizer(do_lower_case=__magic_name__				)

										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				)      ->Optional[int]:
										lowercase    :      List[str]       = BasicTokenizer(do_lower_case=__magic_name__				)

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






						def      __snake_case      (		self  :List[str]				)      ->List[Any]:
										lowercase    :      List[Any]       = BasicTokenizer(do_lower_case=__magic_name__			, strip_accents=__magic_name__				)

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






						def      __snake_case      (		self  :Tuple				)      ->Tuple:
										lowercase    :      List[Any]       = BasicTokenizer(do_lower_case=__magic_name__			, strip_accents=__magic_name__				)

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






						def      __snake_case      (		self  :Any				)      ->Dict:
										lowercase    :      str       = BasicTokenizer(do_lower_case=__magic_name__			, never_split=["""[UNK]"""]				)

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






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






						def      __snake_case      (		self  :List[Any]				)      ->int:
										lowercase    :      int       = ["""[UNK]""", """[CLS]""", """[SEP]""", """want""", """##want""", """##ed""", """wa""", """un""", """runn""", """##ing"""]

										lowercase    :      Dict       = {}
										for i, token in enumerate(__magic_name__				):
														lowercase    :      Optional[Any]       = i
										lowercase    :      Tuple       = WordpieceTokenizer(vocab=__magic_name__			, 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      __snake_case      (		self  :Optional[Any]				)      ->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      __snake_case      (		self  :Optional[int]				)      ->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      __snake_case      (		self  :Tuple				)      ->int:
										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      __snake_case      (		self  :Union[str, Any]				)      ->List[str]:
										lowercase    :      Union[str, Any]       = self.get_tokenizer()
										lowercase    :      Optional[Any]       = self.get_rust_tokenizer()

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

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






						@slow
						def      __snake_case      (		self  :Dict				)      ->Any:
										lowercase    :      Any       = self.tokenizer_class.from_pretrained("""bert-base-uncased"""				)

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

										lowercase    :      Optional[int]       = tokenizer.build_inputs_with_special_tokens(__magic_name__				)
										lowercase    :      List[str]       = tokenizer.build_inputs_with_special_tokens(__magic_name__			, __magic_name__				)

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






						def      __snake_case      (		self  :Optional[Any]				)      ->List[Any]:
										for tokenizer, pretrained_name, kwargs in self.tokenizers_list:
														with self.subTest(f"""{tokenizer.__class__.__name__} ({pretrained_name})"""				):
																		lowercase    :      Optional[Any]       = self.rust_tokenizer_class.from_pretrained(__magic_name__			, **__magic_name__				)

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

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

																		lowercase    :      Union[str, Any]       = tokenizer_p.encode(__magic_name__			, add_special_tokens=__magic_name__				)
																		lowercase    :      Optional[int]       = tokenizer_r.encode(__magic_name__			, add_special_tokens=__magic_name__				)

																		lowercase    :      Optional[Any]       = tokenizer_r.convert_ids_to_tokens(__magic_name__				)
																		lowercase    :      List[str]       = tokenizer_p.convert_ids_to_tokens(__magic_name__				)

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

																		lowercase    :      Dict       = False
																		lowercase    :      List[Any]       = self.rust_tokenizer_class.from_pretrained(__magic_name__			, **__magic_name__				)
																		lowercase    :      Optional[int]       = self.tokenizer_class.from_pretrained(__magic_name__			, **__magic_name__				)

																		lowercase    :      List[Any]       = tokenizer_r.encode(__magic_name__			, add_special_tokens=__magic_name__				)
																		lowercase    :      Optional[int]       = tokenizer_p.encode(__magic_name__			, add_special_tokens=__magic_name__				)

																		lowercase    :      Optional[int]       = tokenizer_r.convert_ids_to_tokens(__magic_name__				)
																		lowercase    :      Union[str, Any]       = tokenizer_p.convert_ids_to_tokens(__magic_name__				)

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








"""simple docstring"""







from itertools import zip_longest

import requests
from bsa import BeautifulSoup
from pandas import DataFrame


def      UpperCamelCase       ( _A = "laptop" )     ->       DataFrame:
				lowercase    :      List[str]       = F"""https://www.amazon.in/laptop/s?k={product}"""
				lowercase    :      str       = {
				    """User-Agent""": """Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/537.36
        (KHTML, like Gecko)Chrome/44.0.2403.157 Safari/537.36""",
				    """Accept-Language""": """en-US, en;q=0.5""",
				}
				lowercase    :      str       = BeautifulSoup(requests.get(_A  ,				headers=_A ).text )
				# Initialize a Pandas dataframe with the column titles
				lowercase    :      Optional[Any]       = DataFrame(
				    columns=[
				        """Product Title""",
				        """Product Link""",
				        """Current Price of the product""",
				        """Product Rating""",
				        """MRP of the product""",
				        """Discount""",
				    ] )
				# Loop through each entry and store them in the dataframe
				for item, _ in zip_longest(
				    soup.find_all(
				        """div"""  ,				attrs={"""class""": """s-result-item""", """data-component-type""": """s-search-result"""}  ,				)  ,				soup.find_all("""div"""  ,				attrs={"""class""": """a-row a-size-base a-color-base"""} )  ,				):
								try:
												lowercase    :      str       = item.ha.text
												lowercase    :      Tuple       = """https://www.amazon.in/""" + item.ha.a["""href"""]
												lowercase    :      Tuple       = item.find("""span"""  ,				attrs={"""class""": """a-offscreen"""} ).text
												try:
																lowercase    :      Any       = item.find("""span"""  ,				attrs={"""class""": """a-icon-alt"""} ).text
												except AttributeError:
																lowercase    :      Tuple       = """Not available"""
												try:
																lowercase    :      Any       = (
																    """₹"""
																    + item.find(
																        """span"""  ,				attrs={"""class""": """a-price a-text-price"""} ).text.split("""₹""" )[1]
																)
												except AttributeError:
																lowercase    :      Any       = """"""
												try:
																lowercase    :      List[str]       = float(
																    (
																        (
																            float(product_mrp.strip("""₹""" ).replace(""","""  ,				"""""" ) )
																            - float(product_price.strip("""₹""" ).replace(""","""  ,				"""""" ) )
																        )
																        / float(product_mrp.strip("""₹""" ).replace(""","""  ,				"""""" ) )
																    )
																    * 100 )
												except ValueError:
																lowercase    :      Tuple       = float("""nan""" )
								except AttributeError:
												pass
								lowercase    :      Union[str, Any]       = [
								    product_title,
								    product_link,
								    product_price,
								    product_rating,
								    product_mrp,
								    discount,
								]
				lowercase    :      Tuple       = """ """
				lowercase    :      List[str]       = """ """
				data_frame.index += 1
				return data_frame


if __name__ == "__main__":
				_lowerCAmelCase            =	'headphones'
				get_amazon_product_data(product).to_csv(F'Amazon Product Data for {product}.csv')
