

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 		__magic_name__ (				snake_case       ,	unittest.TestCase							):
     UpperCamelCase_     :int									=	RealmTokenizer
     UpperCamelCase_     :int									=	RealmTokenizerFast
     UpperCamelCase_     :Union[str, Any]									=	True
     UpperCamelCase_     :List[str]									=	True
     UpperCamelCase_     :str									=	filter_non_english






     def      UpperCAmelCase_							(							self     )->			Optional[int]:
         super().setUp()

         UpperCamelCase_          =		[
             "[UNK]",
             "[CLS]",
             "[SEP]",
             "[PAD]",
             "[MASK]",
             "want",
             "##want",
             "##ed",
             "wa",
             "un",
             "runn",
             "##ing",
             ",",
             "low",
             "lowest",
         ]
         UpperCamelCase_          =		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      UpperCAmelCase_							(							self						,		_lowercase     )->			int:
         UpperCamelCase_          =		"UNwant\u00E9d,running"
         UpperCamelCase_          =		"unwanted, running"
         return input_text, output_text






     def      UpperCAmelCase_							(							self     )->			Optional[Any]:
         UpperCamelCase_          =		self.tokenizer_class(self.vocab_file     )

         UpperCamelCase_          =		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      UpperCAmelCase_							(							self     )->			Optional[int]:
         if not self.test_rust_tokenizer:
             return

         UpperCamelCase_          =		self.get_tokenizer()
         UpperCamelCase_          =		self.get_rust_tokenizer()

         UpperCamelCase_          =		"UNwant\u00E9d,running"

         UpperCamelCase_          =		tokenizer.tokenize(_lowercase     )
         UpperCamelCase_          =		rust_tokenizer.tokenize(_lowercase     )
         self.assertListEqual(_lowercase						,		_lowercase     )

         UpperCamelCase_          =		tokenizer.encode(_lowercase						,		add_special_tokens=_lowercase     )
         UpperCamelCase_          =		rust_tokenizer.encode(_lowercase						,		add_special_tokens=_lowercase     )
         self.assertListEqual(_lowercase						,		_lowercase     )

         UpperCamelCase_          =		self.get_rust_tokenizer()
         UpperCamelCase_          =		tokenizer.encode(_lowercase     )
         UpperCamelCase_          =		rust_tokenizer.encode(_lowercase     )
         self.assertListEqual(_lowercase						,		_lowercase     )

         # With lower casing
         UpperCamelCase_          =		self.get_tokenizer(do_lower_case=_lowercase     )
         UpperCamelCase_          =		self.get_rust_tokenizer(do_lower_case=_lowercase     )

         UpperCamelCase_          =		"UNwant\u00E9d,running"

         UpperCamelCase_          =		tokenizer.tokenize(_lowercase     )
         UpperCamelCase_          =		rust_tokenizer.tokenize(_lowercase     )
         self.assertListEqual(_lowercase						,		_lowercase     )

         UpperCamelCase_          =		tokenizer.encode(_lowercase						,		add_special_tokens=_lowercase     )
         UpperCamelCase_          =		rust_tokenizer.encode(_lowercase						,		add_special_tokens=_lowercase     )
         self.assertListEqual(_lowercase						,		_lowercase     )

         UpperCamelCase_          =		self.get_rust_tokenizer()
         UpperCamelCase_          =		tokenizer.encode(_lowercase     )
         UpperCamelCase_          =		rust_tokenizer.encode(_lowercase     )
         self.assertListEqual(_lowercase						,		_lowercase     )






     def      UpperCAmelCase_							(							self     )->			Tuple:
         UpperCamelCase_          =		BasicTokenizer()

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






     def      UpperCAmelCase_							(							self     )->			Dict:
         UpperCamelCase_          =		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      UpperCAmelCase_							(							self     )->			Optional[Any]:
         UpperCamelCase_          =		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      UpperCAmelCase_							(							self     )->			Dict:
         UpperCamelCase_          =		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      UpperCAmelCase_							(							self     )->			Any:
         UpperCamelCase_          =		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      UpperCAmelCase_							(							self     )->			Tuple:
         UpperCamelCase_          =		BasicTokenizer(do_lower_case=_lowercase     )

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






     def      UpperCAmelCase_							(							self     )->			int:
         UpperCamelCase_          =		BasicTokenizer(do_lower_case=_lowercase						,		strip_accents=_lowercase     )

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






     def      UpperCAmelCase_							(							self     )->			Dict:
         UpperCamelCase_          =		BasicTokenizer(do_lower_case=_lowercase						,		strip_accents=_lowercase     )

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






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

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






     def      UpperCAmelCase_							(							self     )->			Any:
         UpperCamelCase_          =		["[UNK]", "[CLS]", "[SEP]", "want", "##want", "##ed", "wa", "un", "runn", "##ing"]

         UpperCamelCase_          =		{}
         for i, token in enumerate(_lowercase     ):
             UpperCamelCase_          =		i
         UpperCamelCase_          =		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      UpperCAmelCase_							(							self     )->			Optional[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      UpperCAmelCase_							(							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      UpperCAmelCase_							(							self     )->			Union[str, 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     )->			Union[str, Any]:
         UpperCamelCase_          =		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_          =		self.get_rust_tokenizer()
             self.assertListEqual(
                 [rust_tokenizer.tokenize(_lowercase     ) for t in ["Test", "\xad", "test"]]						,		[["[UNK]"], [], ["[UNK]"]]     )






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

         UpperCamelCase_          =		tokenizer.encode("sequence builders"						,		add_special_tokens=_lowercase     )
         UpperCamelCase_          =		tokenizer.encode("multi-sequence build"						,		add_special_tokens=_lowercase     )

         UpperCamelCase_          =		tokenizer.build_inputs_with_special_tokens(_lowercase     )
         UpperCamelCase_          =		tokenizer.build_inputs_with_special_tokens(_lowercase						,		_lowercase     )

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






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

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

                 UpperCamelCase_          =		tokenizer_r.do_lower_case if hasattr(_lowercase						,		"do_lower_case"     ) else False
                 UpperCamelCase_          =		(
                     [
                         ((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"]     )






     @slow
     def      UpperCAmelCase_							(							self     )->			Optional[int]:
         for tokenizer, pretrained_name, kwargs in self.tokenizers_list:
             with self.subTest(F"{tokenizer.__class__.__name__} ({pretrained_name})"     ):
                 UpperCamelCase_          =		self.rust_tokenizer_class.from_pretrained(_lowercase						,		**_lowercase     )
                 UpperCamelCase_          =		self.tokenizer_class.from_pretrained(_lowercase						,		**_lowercase     )
                 UpperCamelCase_          =		[["Hello world!", "Nice to meet you!"], ["The cute cat.", "The adorable dog."]]

                 UpperCamelCase_          =		tokenizer_r.batch_encode_candidates(_lowercase						,		max_length=10						,		return_tensors="np"     )
                 UpperCamelCase_          =		tokenizer_p.batch_encode_candidates(_lowercase						,		max_length=10						,		return_tensors="np"     )

                 UpperCamelCase_          =		(2, 2, 10)

                 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     )



class 		__magic_name__ :






     def __init__(							self     )->			int:
         UpperCamelCase_          =		[0]
         UpperCamelCase_          =		0






     def      UpperCAmelCase_							(							self						,		_lowercase     )->			None:
         UpperCamelCase_          =		self.__heap[i]
         while i // 2 > 0:
             if self.__heap[i] > self.__heap[i // 2]:
                 UpperCamelCase_          =		self.__heap[i // 2]
                 UpperCamelCase_          =		temporary
             i //= 2






     def      UpperCAmelCase_							(							self						,		_lowercase     )->			None:
         self.__heap.append(_lowercase     )
         self.__size += 1
         self.__swap_up(self.__size     )






     def      UpperCAmelCase_							(							self						,		_lowercase     )->			None:
         while self.__size >= 2 * i:
             if 2 * i + 1 > self.__size:
                 UpperCamelCase_          =		2 * i
             else:
                 if self.__heap[2 * i] > self.__heap[2 * i + 1]:
                     UpperCamelCase_          =		2 * i
                 else:
                     UpperCamelCase_          =		2 * i + 1
             UpperCamelCase_          =		self.__heap[i]
             if self.__heap[i] < self.__heap[bigger_child]:
                 UpperCamelCase_          =		self.__heap[bigger_child]
                 UpperCamelCase_          =		temporary
             UpperCamelCase_          =		bigger_child






     def      UpperCAmelCase_							(							self     )->			int:
         UpperCamelCase_          =		self.__heap[1]
         UpperCamelCase_          =		self.__heap[self.__size]
         self.__size -= 1
         self.__heap.pop()
         self.__swap_down(1     )
         return max_value






     @property
     def      UpperCAmelCase_							(							self     )->			List[Any]:
         return self.__heap[1:]






     def __len__(							self     )->			List[str]:
         return self.__size


if __name__ == "__main__":
 import doctest

 doctest.testmod()
 # create an instance of BinaryHeap
 SCREAMING_SNAKE_CASE						:Optional[int]      =			BinaryHeap()
 binary_heap.insert(6)
 binary_heap.insert(10)
 binary_heap.insert(15)
 binary_heap.insert(12)
 # pop root(max-values because it is max heap)
 print(binary_heap.pop())  # 15
 print(binary_heap.pop())  # 12
 # get the list and size after operations
 print(binary_heap.get_list)
 print(len(binary_heap))
