
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   __lowercase						(						__snake_case   , unittest.TestCase       ):
	_A       =   BertTokenizer
	_A       =   BertTokenizerFast
	_A       =   True
	_A       =   True
	_A       =   filter_non_english






	def       _a(self				: Optional[Any]    ) ->			Tuple:
							super().setUp()

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






	def       _a(self				: str    ) ->			Optional[Any]:
							_lowercase       :	Union[str, Any]           =   self.tokenizer_class(self.vocab_file    )

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






	def       _a(self				: List[str]    ) ->			Optional[int]:
							if not self.test_rust_tokenizer:
													return

							_lowercase       :	Tuple           =   self.get_tokenizer()
							_lowercase       :	Any           =   self.get_rust_tokenizer()

							_lowercase       :	int           =   "UNwant\u00E9d,running"

							_lowercase       :	str           =   tokenizer.tokenize(_lowercase    )
							_lowercase       :	Optional[int]           =   rust_tokenizer.tokenize(_lowercase    )
							self.assertListEqual(_lowercase      ,	_lowercase    )

							_lowercase       :	List[str]           =   tokenizer.encode(_lowercase      ,	add_special_tokens=_lowercase    )
							_lowercase       :	Optional[int]           =   rust_tokenizer.encode(_lowercase      ,	add_special_tokens=_lowercase    )
							self.assertListEqual(_lowercase      ,	_lowercase    )

							_lowercase       :	Optional[Any]           =   self.get_rust_tokenizer()
							_lowercase       :	Dict           =   tokenizer.encode(_lowercase    )
							_lowercase       :	Tuple           =   rust_tokenizer.encode(_lowercase    )
							self.assertListEqual(_lowercase      ,	_lowercase    )

							# With lower casing
							_lowercase       :	Optional[Any]           =   self.get_tokenizer(do_lower_case=_lowercase    )
							_lowercase       :	Dict           =   self.get_rust_tokenizer(do_lower_case=_lowercase    )

							_lowercase       :	int           =   "UNwant\u00E9d,running"

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

							_lowercase       :	Union[str, Any]           =   tokenizer.encode(_lowercase      ,	add_special_tokens=_lowercase    )
							_lowercase       :	Dict           =   rust_tokenizer.encode(_lowercase      ,	add_special_tokens=_lowercase    )
							self.assertListEqual(_lowercase      ,	_lowercase    )

							_lowercase       :	Tuple           =   self.get_rust_tokenizer()
							_lowercase       :	Any           =   tokenizer.encode(_lowercase    )
							_lowercase       :	Tuple           =   rust_tokenizer.encode(_lowercase    )
							self.assertListEqual(_lowercase      ,	_lowercase    )






	def       _a(self				: Any    ) ->			List[Any]:
							_lowercase       :	Optional[Any]           =   BasicTokenizer()

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






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

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






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

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






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

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






	def       _a(self				: Optional[int]    ) ->			str:
							_lowercase       :	str           =   BasicTokenizer(do_lower_case=_lowercase    )

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






	def       _a(self				: Dict    ) ->			Any:
							_lowercase       :	str           =   BasicTokenizer(do_lower_case=_lowercase    )

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






	def       _a(self				: Dict    ) ->			Any:
							_lowercase       :	Any           =   BasicTokenizer(do_lower_case=_lowercase      ,	strip_accents=_lowercase    )

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






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

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






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

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






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






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

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

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

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






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

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

							_lowercase       :	List[str]           =   tokenizer.build_inputs_with_special_tokens(_lowercase    )
							_lowercase       :	Optional[Any]           =   tokenizer.build_inputs_with_special_tokens(_lowercase      ,	_lowercase    )

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






	def       _a(self				: Tuple    ) ->			Optional[Any]:
							for tokenizer, pretrained_name, kwargs in self.tokenizers_list:
													with self.subTest(F"""{tokenizer.__class__.__name__} ({pretrained_name})"""    ):
																			_lowercase       :	List[Any]           =   self.rust_tokenizer_class.from_pretrained(_lowercase      ,	**_lowercase    )

																			_lowercase       :	Tuple           =   F"""A, naïve {tokenizer_r.mask_token} AllenNLP sentence."""
																			_lowercase       :	int           =   tokenizer_r.encode_plus(
																			    _lowercase      ,	return_attention_mask=_lowercase      ,	return_token_type_ids=_lowercase      ,	return_offsets_mapping=_lowercase      ,	add_special_tokens=_lowercase      ,	)

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

																			_lowercase       :	Union[str, Any]           =   tokenizer_p.encode(_lowercase      ,	add_special_tokens=_lowercase    )
																			_lowercase       :	str           =   tokenizer_r.encode(_lowercase      ,	add_special_tokens=_lowercase    )

																			_lowercase       :	Optional[Any]           =   tokenizer_r.convert_ids_to_tokens(_lowercase    )
																			_lowercase       :	Optional[int]           =   tokenizer_p.convert_ids_to_tokens(_lowercase    )

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

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

																			_lowercase       :	Dict           =   tokenizer_r.encode(_lowercase      ,	add_special_tokens=_lowercase    )
																			_lowercase       :	Optional[Any]           =   tokenizer_p.encode(_lowercase      ,	add_special_tokens=_lowercase    )

																			_lowercase       :	List[Any]           =   tokenizer_r.convert_ids_to_tokens(_lowercase    )
																			_lowercase       :	List[str]           =   tokenizer_p.convert_ids_to_tokens(_lowercase    )

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







def 			lowerCAmelCase(      SCREAMING_SNAKE_CASE_ = 4_0_0_0_0_0_0			)->						int:



    """simple docstring"""






    UpperCamelCase_			  =						[0, 1]
    UpperCamelCase_			  =						0
    while fib[i] <= n:
        fib.append(fib[i] + fib[i + 1]			)
        if fib[i + 2] > n:
            break
        i += 1
    UpperCamelCase_			  =						0
    for j in range(len(SCREAMING_SNAKE_CASE_			) - 1			):
        if fib[j] % 2 == 0:
            total += fib[j]

    return total


if __name__ == "__main__":
 print(F'''{solution() = }''')
