



"""simple docstring"""




import os
import unittest

from transformers import RealmTokenizerFast
from transformers.models.bert.tokenization_bert import (
    VOCAB_FILES_NAMES,
    BasicTokenizer,
    WordpieceTokenizer,
    _is_control,
    _is_punctuation,
    _is_whitespace,
)
from transformers.models.realm.tokenization_realm import RealmTokenizer
from transformers.testing_utils import require_tokenizers, slow

from ...test_tokenization_common import TokenizerTesterMixin, filter_non_english






@require_tokenizers
class 	UpperCAmelCase_  (				a_       ,			unittest.TestCase						):
      __SCREAMING_SNAKE_CASE						:   Any      = RealmTokenizer
      __SCREAMING_SNAKE_CASE						:   Optional[Any]      = RealmTokenizerFast
      __SCREAMING_SNAKE_CASE						:   List[str]      = True
      __SCREAMING_SNAKE_CASE						:   Tuple      = True
      __SCREAMING_SNAKE_CASE						:   Optional[Any]      = filter_non_english



      def 						snake_case_					(     self     :	Optional[int]						):
           super().setUp()

           _UpperCAmelCase			:	Union[str, Any]								=    [
               "[UNK]",
               "[CLS]",
               "[SEP]",
               "[PAD]",
               "[MASK]",
               "want",
               "##want",
               "##ed",
               "wa",
               "un",
               "runn",
               "##ing",
               ",",
               "low",
               "lowest",
           ]
           _UpperCAmelCase			:	str								=    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     :	str     ,	A     :	List[str]						):
           _UpperCAmelCase			:	Tuple								=    "UNwant\u00E9d,running"
           _UpperCAmelCase			:	int								=    "unwanted, running"
           return input_text, output_text



      def 						snake_case_					(     self     :	Dict						):
           _UpperCAmelCase			:	Tuple								=    self.tokenizer_class(self.vocab_file						)

           _UpperCAmelCase			:	Tuple								=    tokenizer.tokenize("UNwant\u00E9d,running"						)
           self.assertListEqual(lowercase_     ,	["un", "##want", "##ed", ",", "runn", "##ing"]						)
           self.assertListEqual(tokenizer.convert_tokens_to_ids(lowercase_						)     ,	[9, 6, 7, 1_2, 1_0, 1_1]						)



      def 						snake_case_					(     self     :	Optional[int]						):

           if not self.test_rust_tokenizer:
                return

           _UpperCAmelCase			:	int								=    self.get_tokenizer()
           _UpperCAmelCase			:	int								=    self.get_rust_tokenizer()

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

           _UpperCAmelCase			:	List[Any]								=    tokenizer.tokenize(lowercase_						)
           _UpperCAmelCase			:	Dict								=    rust_tokenizer.tokenize(lowercase_						)
           self.assertListEqual(lowercase_     ,	lowercase_						)

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

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

           # With lower casing
           _UpperCAmelCase			:	Any								=    self.get_tokenizer(do_lower_case=lowercase_						)
           _UpperCAmelCase			:	str								=    self.get_rust_tokenizer(do_lower_case=lowercase_						)

           _UpperCAmelCase			:	Any								=    "UNwant\u00E9d,running"

           _UpperCAmelCase			:	Any								=    tokenizer.tokenize(lowercase_						)
           _UpperCAmelCase			:	Dict								=    rust_tokenizer.tokenize(lowercase_						)
           self.assertListEqual(lowercase_     ,	lowercase_						)

           _UpperCAmelCase			:	List[Any]								=    tokenizer.encode(lowercase_     ,	add_special_tokens=lowercase_						)
           _UpperCAmelCase			:	int								=    rust_tokenizer.encode(lowercase_     ,	add_special_tokens=lowercase_						)
           self.assertListEqual(lowercase_     ,	lowercase_						)

           _UpperCAmelCase			:	int								=    self.get_rust_tokenizer()
           _UpperCAmelCase			:	int								=    tokenizer.encode(lowercase_						)
           _UpperCAmelCase			:	int								=    rust_tokenizer.encode(lowercase_						)
           self.assertListEqual(lowercase_     ,	lowercase_						)



      def 						snake_case_					(     self     :	Optional[int]						):
           _UpperCAmelCase			:	int								=    BasicTokenizer()

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



      def 						snake_case_					(     self     :	Union[str, Any]						):
           _UpperCAmelCase			:	Union[str, Any]								=    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 						snake_case_					(     self     :	Any						):
           _UpperCAmelCase			:	Optional[Any]								=    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 						snake_case_					(     self     :	Dict						):
           _UpperCAmelCase			:	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 						snake_case_					(     self     :	List[str]						):
           _UpperCAmelCase			:	List[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 						snake_case_					(     self     :	Union[str, Any]						):
           _UpperCAmelCase			:	Dict								=    BasicTokenizer(do_lower_case=lowercase_						)

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



      def 						snake_case_					(     self     :	Tuple						):
           _UpperCAmelCase			:	Optional[int]								=    BasicTokenizer(do_lower_case=lowercase_     ,	strip_accents=lowercase_						)

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



      def 						snake_case_					(     self     :	Optional[Any]						):
           _UpperCAmelCase			:	Optional[int]								=    BasicTokenizer(do_lower_case=lowercase_     ,	strip_accents=lowercase_						)

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



      def 						snake_case_					(     self     :	List[str]						):
           _UpperCAmelCase			:	Optional[Any]								=    BasicTokenizer(do_lower_case=lowercase_     ,	never_split=["[UNK]"]						)

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



      def 						snake_case_					(     self     :	Optional[int]						):
           _UpperCAmelCase			:	List[str]								=    ["[UNK]", "[CLS]", "[SEP]", "want", "##want", "##ed", "wa", "un", "runn", "##ing"]

           _UpperCAmelCase			:	Dict								=    {}
           for i, token in enumerate(lowercase_						):
                _UpperCAmelCase			:	List[str]								=    i
           _UpperCAmelCase			:	Union[str, Any]								=    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 						snake_case_					(     self     :	Tuple						):
           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     :	Any						):
           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						):
           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     :	int						):
           _UpperCAmelCase			:	List[str]								=    self.get_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]"]]						)

           if self.test_rust_tokenizer:
                _UpperCAmelCase			:	Any								=    self.get_rust_tokenizer()
                self.assertListEqual(
                    [rust_tokenizer.tokenize(lowercase_						) for t in ["Test", "\xad", "test"]]     ,	[["[UNK]"], [], ["[UNK]"]]						)



      @slow
      def 						snake_case_					(     self     :	int						):
           _UpperCAmelCase			:	Optional[int]								=    self.tokenizer_class.from_pretrained("bert-base-uncased"						)

           _UpperCAmelCase			:	Any								=    tokenizer.encode("sequence builders"     ,	add_special_tokens=lowercase_						)
           _UpperCAmelCase			:	Any								=    tokenizer.encode("multi-sequence build"     ,	add_special_tokens=lowercase_						)

           _UpperCAmelCase			:	Dict								=    tokenizer.build_inputs_with_special_tokens(lowercase_						)
           _UpperCAmelCase			:	Any								=    tokenizer.build_inputs_with_special_tokens(lowercase_     ,	lowercase_						)

           assert encoded_sentence == [1_0_1] + text + [1_0_2]
           assert encoded_pair == [1_0_1] + text + [1_0_2] + text_a + [1_0_2]



      def 						snake_case_					(     self     :	Union[str, Any]						):

           for tokenizer, pretrained_name, kwargs in self.tokenizers_list:
                with self.subTest(f'{tokenizer.__class__.__name__} ({pretrained_name})'						):
                     _UpperCAmelCase			:	List[str]								=    self.rust_tokenizer_class.from_pretrained(lowercase_     ,	**lowercase_						)

                     _UpperCAmelCase			:	Dict								=    f'A, naïve {tokenizer_r.mask_token} AllenNLP sentence.'
                     _UpperCAmelCase			:	Tuple								=    tokenizer_r.encode_plus(
                         lowercase_     ,	return_attention_mask=lowercase_     ,	return_token_type_ids=lowercase_     ,	return_offsets_mapping=lowercase_     ,	add_special_tokens=lowercase_     ,	)

                     _UpperCAmelCase			:	Dict								=    tokenizer_r.do_lower_case if hasattr(lowercase_     ,	"do_lower_case"						) else False
                     _UpperCAmelCase			:	Optional[Any]								=    (
                         [
                             ((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"]						)



      @slow
      def 						snake_case_					(     self     :	Tuple						):

           for tokenizer, pretrained_name, kwargs in self.tokenizers_list:
                with self.subTest(f'{tokenizer.__class__.__name__} ({pretrained_name})'						):
                     _UpperCAmelCase			:	str								=    self.rust_tokenizer_class.from_pretrained(lowercase_     ,	**lowercase_						)
                     _UpperCAmelCase			:	Dict								=    self.tokenizer_class.from_pretrained(lowercase_     ,	**lowercase_						)
                     _UpperCAmelCase			:	Tuple								=    [["Hello world!", "Nice to meet you!"], ["The cute cat.", "The adorable dog."]]

                     _UpperCAmelCase			:	List[str]								=    tokenizer_r.batch_encode_candidates(lowercase_     ,	max_length=1_0     ,	return_tensors="np"						)
                     _UpperCAmelCase			:	int								=    tokenizer_p.batch_encode_candidates(lowercase_     ,	max_length=1_0     ,	return_tensors="np"						)

                     _UpperCAmelCase			:	int								=    (2, 2, 1_0)

                     self.assertEqual(encoded_sentence_r["input_ids"].shape     ,	lowercase_						)
                     self.assertEqual(encoded_sentence_r["attention_mask"].shape     ,	lowercase_						)
                     self.assertEqual(encoded_sentence_r["token_type_ids"].shape     ,	lowercase_						)

                     self.assertEqual(encoded_sentence_p["input_ids"].shape     ,	lowercase_						)
                     self.assertEqual(encoded_sentence_p["attention_mask"].shape     ,	lowercase_						)
                     self.assertEqual(encoded_sentence_p["token_type_ids"].shape     ,	lowercase_						)








import math
def      lowerCamelCase					(						a_	)	->			Dict:
							lowerCAmelCase_										=     0
							if n % 2 == 0:
														count += 1
														while n % 2 == 0:
																					lowerCAmelCase_										=     int(n / 2	)
    # the n input value must be odd so that
    # we can skip one element (ie i += 2)

							lowerCAmelCase_										=     3

							while i <= int(math.sqrt(a_	)	):
														if n % i == 0:
																					count += 1
																					while n % i == 0:
																												lowerCAmelCase_										=     int(n / i	)
														lowerCAmelCase_										=     i + 2

							# this condition checks the prime
							# number n is greater than 2

							if n > 2:
														count += 1
							return count


if __name__ == "__main__":
		lowerCamelCase_						     =  5_1_2_4_2_1_8_3
		print(f'''The number of distinct prime factors is/are {exact_prime_factor_count(n)}''')
		print(f'''The value of log(log(n)) is {math.log(math.log(n)):.4f}''')



