





import os
import unittest

from transformers import BatchEncoding
from transformers.models.bert.tokenization_bert import (
    BasicTokenizer,
    WordpieceTokenizer,
    _is_control,
    _is_punctuation,
    _is_whitespace,
)
from transformers.models.prophetnet.tokenization_prophetnet import VOCAB_FILES_NAMES, ProphetNetTokenizer
from transformers.testing_utils import require_torch, slow

from ...test_tokenization_common import TokenizerTesterMixin

class SCREAMING_SNAKE_CASE_ (					lowercase_							,       unittest.TestCase   ):





					"""simple docstring"""


					A__				 =    ProphetNetTokenizer
					A__				 =    False





					def 					__magic_name__ ( self	):
										super().setUp()

										lowerCamelCase__       =       [
										    "[UNK]",
										    "[CLS]",
										    "[SEP]",
										    "[PAD]",
										    "[MASK]",
										    "want",
										    "##want",
										    "##ed",
										    "wa",
										    "un",
										    "runn",
										    "##ing",
										    ",",
										    "low",
										    "lowest",
										]
										lowerCamelCase__       =       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 					__magic_name__ ( self	,  _lowerCAmelCase	):
										lowerCamelCase__       =       "UNwant\u00E9d,running"
										lowerCamelCase__       =       "unwanted, running"
										return input_text, output_text





					def 					__magic_name__ ( self	):
										lowerCamelCase__       =       self.tokenizer_class(self.vocab_file	)

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





					def 					__magic_name__ ( self	):
										lowerCamelCase__       =       BasicTokenizer()

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





					def 					__magic_name__ ( self	):
										lowerCamelCase__       =       BasicTokenizer(do_lower_case=_lowerCAmelCase	)

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





					def 					__magic_name__ ( self	):
										lowerCamelCase__       =       BasicTokenizer(do_lower_case=_lowerCAmelCase	,  strip_accents=_lowerCAmelCase	)

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





					def 					__magic_name__ ( self	):
										lowerCamelCase__       =       BasicTokenizer(do_lower_case=_lowerCAmelCase	,  strip_accents=_lowerCAmelCase	)

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





					def 					__magic_name__ ( self	):
										lowerCamelCase__       =       BasicTokenizer(do_lower_case=_lowerCAmelCase	)

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





					def 					__magic_name__ ( self	):
										lowerCamelCase__       =       BasicTokenizer(do_lower_case=_lowerCAmelCase	)

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





					def 					__magic_name__ ( self	):
										lowerCamelCase__       =       BasicTokenizer(do_lower_case=_lowerCAmelCase	,  strip_accents=_lowerCAmelCase	)

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





					def 					__magic_name__ ( self	):
										lowerCamelCase__       =       BasicTokenizer(do_lower_case=_lowerCAmelCase	,  strip_accents=_lowerCAmelCase	)

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





					def 					__magic_name__ ( self	):
										lowerCamelCase__       =       BasicTokenizer(do_lower_case=_lowerCAmelCase	,  never_split=["[UNK]"]	)

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





					def 					__magic_name__ ( self	):
										lowerCamelCase__       =       ["[UNK]", "[CLS]", "[SEP]", "want", "##want", "##ed", "wa", "un", "runn", "##ing"]

										lowerCamelCase__       =       {}
										for i, token in enumerate(_lowerCAmelCase	):
															lowerCamelCase__       =       i
										lowerCamelCase__       =       WordpieceTokenizer(vocab=_lowerCAmelCase	,  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"]	)





					@require_torch
					def 					__magic_name__ ( self	):
										lowerCamelCase__       =       self.tokenizer_class.from_pretrained("microsoft/prophetnet-large-uncased"	)

										lowerCamelCase__       =       ["A long paragraph for summarization.", "Another paragraph for summarization."]
										lowerCamelCase__       =       [1037, 2146, 2_0423, 2005, 7680, 7849, 3989, 1012, 102]
										lowerCamelCase__       =       tokenizer(_lowerCAmelCase	,  padding=_lowerCAmelCase	,  return_tensors="pt"	)
										self.assertIsInstance(_lowerCAmelCase	,  _lowerCAmelCase	)
										lowerCamelCase__       =       list(batch.input_ids.numpy()[0]	)
										self.assertListEqual(_lowerCAmelCase	,  _lowerCAmelCase	)

										self.assertEqual((2, 9)	,  batch.input_ids.shape	)
										self.assertEqual((2, 9)	,  batch.attention_mask.shape	)





					def 					__magic_name__ ( self	):
										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 					__magic_name__ ( self	):
										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 					__magic_name__ ( self	):
										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(" "	)	)






					@slow
					def 					__magic_name__ ( self	):
										lowerCamelCase__       =       self.tokenizer_class.from_pretrained("microsoft/prophetnet-large-uncased"	)

										lowerCamelCase__       =       tokenizer.encode("sequence builders"	,  add_special_tokens=_lowerCAmelCase	)
										lowerCamelCase__       =       tokenizer.encode("multi-sequence build"	,  add_special_tokens=_lowerCAmelCase	)

										lowerCamelCase__       =       tokenizer.build_inputs_with_special_tokens(_lowerCAmelCase	)
										lowerCamelCase__       =       tokenizer.build_inputs_with_special_tokens(_lowerCAmelCase	,  _lowerCAmelCase	)

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








def    __UpperCamelCase      (    a,     a,     a=False) ->Dict:

					if isinstance(a,     a) and isinstance(a,     a):
										lowerCamelCase__       =       len(set_a.intersection(a))

										if alternative_union:
															lowerCamelCase__       =       len(a) + len(a)
										else:
															lowerCamelCase__       =       len(set_a.union(a))

										return intersection / union

					if isinstance(a,     (list, tuple)) and isinstance(a,     (list, tuple)):
										lowerCamelCase__       =       [element for element in set_a if element in set_b]

										if alternative_union:
															lowerCamelCase__       =       len(a) + len(a)
															return len(a) / union
										else:
															lowerCamelCase__       =       set_a + [element for element in set_b if element not in set_a]
															return len(a) / len(a)

										return len(a) / len(a)
					return None


if __name__ == "__main__":
						A_												=     {"a", "b", "c", "d", "e"}
						A_												=     {"c", "d", "e", "f", "h", "i"}
						print(jaccard_similarity(set_a, set_b))

