


'''simple docstring'''
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        lowercase     (							lowercase__     ,		unittest.TestCase ):

		"""simple docstring"""

		_a   			=    ProphetNetTokenizer
		_a   			=    False




		def    lowerCAmelCase__    (		self							):

							'''simple docstring'''


							super().setUp()

							UpperCamelCase__       :Dict							 =			[
							    '[UNK]',
							    '[CLS]',
							    '[SEP]',
							    '[PAD]',
							    '[MASK]',
							    'want',
							    '##want',
							    '##ed',
							    'wa',
							    'un',
							    'runn',
							    '##ing',
							    ',',
							    'low',
							    'lowest',
							]
							UpperCamelCase__       :Dict							 =			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    lowerCAmelCase__    (		self   ,       UpperCamelCase_							):

							'''simple docstring'''


							UpperCamelCase__       :Any							 =			'UNwant\u00E9d,running'
							UpperCamelCase__       :Any							 =			'unwanted, running'
							return input_text, output_text




		def    lowerCAmelCase__    (		self							):

							'''simple docstring'''


							UpperCamelCase__       :Any							 =			self.tokenizer_class(self.vocab_file							)

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




		def    lowerCAmelCase__    (		self							):

							'''simple docstring'''


							UpperCamelCase__       :str							 =			BasicTokenizer()

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




		def    lowerCAmelCase__    (		self							):

							'''simple docstring'''


							UpperCamelCase__       :int							 =			BasicTokenizer(do_lower_case=_a							)

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




		def    lowerCAmelCase__    (		self							):

							'''simple docstring'''


							UpperCamelCase__       :List[Any]							 =			BasicTokenizer(do_lower_case=_a   ,       strip_accents=_a							)

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




		def    lowerCAmelCase__    (		self							):

							'''simple docstring'''


							UpperCamelCase__       :Optional[Any]							 =			BasicTokenizer(do_lower_case=_a   ,       strip_accents=_a							)

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




		def    lowerCAmelCase__    (		self							):

							'''simple docstring'''


							UpperCamelCase__       :Any							 =			BasicTokenizer(do_lower_case=_a							)

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




		def    lowerCAmelCase__    (		self							):

							'''simple docstring'''


							UpperCamelCase__       :Tuple							 =			BasicTokenizer(do_lower_case=_a							)

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




		def    lowerCAmelCase__    (		self							):

							'''simple docstring'''


							UpperCamelCase__       :Dict							 =			BasicTokenizer(do_lower_case=_a   ,       strip_accents=_a							)

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




		def    lowerCAmelCase__    (		self							):

							'''simple docstring'''


							UpperCamelCase__       :Union[str, Any]							 =			BasicTokenizer(do_lower_case=_a   ,       strip_accents=_a							)

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




		def    lowerCAmelCase__    (		self							):

							'''simple docstring'''


							UpperCamelCase__       :List[Any]							 =			BasicTokenizer(do_lower_case=_a   ,       never_split=['''[UNK]''']							)

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




		def    lowerCAmelCase__    (		self							):

							'''simple docstring'''


							UpperCamelCase__       :Dict							 =			['[UNK]', '[CLS]', '[SEP]', 'want', '##want', '##ed', 'wa', 'un', 'runn', '##ing']

							UpperCamelCase__       :List[str]							 =			{}
							for i, token in enumerate(_a							):
												UpperCamelCase__       :List[str]							 =			i
							UpperCamelCase__       :Any							 =			WordpieceTokenizer(vocab=_a   ,       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    lowerCAmelCase__    (		self							):

							'''simple docstring'''


							UpperCamelCase__       :Union[str, Any]							 =			self.tokenizer_class.from_pretrained('''microsoft/prophetnet-large-uncased'''							)

							UpperCamelCase__       :Union[str, Any]							 =			['A long paragraph for summarization.', 'Another paragraph for summarization.']
							UpperCamelCase__       :str							 =			[1037, 2146, 20423, 2005, 7680, 7849, 3989, 1012, 102]
							UpperCamelCase__       :Union[str, Any]							 =			tokenizer(_a   ,       padding=_a   ,       return_tensors='''pt'''							)
							self.assertIsInstance(_a   ,       _a							)
							UpperCamelCase__       :Optional[Any]							 =			list(batch.input_ids.numpy()[0]							)
							self.assertListEqual(_a   ,       _a							)

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




		def    lowerCAmelCase__    (		self							):

							'''simple docstring'''


							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    lowerCAmelCase__    (		self							):

							'''simple docstring'''


							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    lowerCAmelCase__    (		self							):

							'''simple docstring'''


							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    lowerCAmelCase__    (		self							):

							'''simple docstring'''


							UpperCamelCase__       :Dict							 =			self.tokenizer_class.from_pretrained('''microsoft/prophetnet-large-uncased'''							)

							UpperCamelCase__       :Tuple							 =			tokenizer.encode('''sequence builders'''   ,       add_special_tokens=_a							)
							UpperCamelCase__       :Union[str, Any]							 =			tokenizer.encode('''multi-sequence build'''   ,       add_special_tokens=_a							)

							UpperCamelCase__       :int							 =			tokenizer.build_inputs_with_special_tokens(_a							)
							UpperCamelCase__       :str							 =			tokenizer.build_inputs_with_special_tokens(_a   ,       _a							)

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



'''simple docstring'''
import logging

from transformers.configuration_utils import PretrainedConfig


__snake_case											=					logging.getLogger(__name__)
class        lowercase     (							A__ ):

		"""simple docstring"""

		_a   			=    'masked_bert'




		def __init__(		self   ,       UpperCamelCase_=30522   ,       UpperCamelCase_=768   ,       UpperCamelCase_=12   ,       UpperCamelCase_=12   ,       UpperCamelCase_=3072   ,       UpperCamelCase_="gelu"   ,       UpperCamelCase_=0.1   ,       UpperCamelCase_=0.1   ,       UpperCamelCase_=512   ,       UpperCamelCase_=2   ,       UpperCamelCase_=0.02   ,       UpperCamelCase_=1e-12   ,       UpperCamelCase_=0   ,       UpperCamelCase_="topK"   ,       UpperCamelCase_="constant"   ,       UpperCamelCase_=0.0   ,       **UpperCamelCase_   ,       ):

							'''simple docstring'''


							super().__init__(pad_token_id=UpperCamelCase_   ,       **UpperCamelCase_							)

							UpperCamelCase__       :Tuple							 =			vocab_size
							UpperCamelCase__       :Dict							 =			hidden_size
							UpperCamelCase__       :Optional[int]							 =			num_hidden_layers
							UpperCamelCase__       :Any							 =			num_attention_heads
							UpperCamelCase__       :Optional[Any]							 =			hidden_act
							UpperCamelCase__       :str							 =			intermediate_size
							UpperCamelCase__       :List[Any]							 =			hidden_dropout_prob
							UpperCamelCase__       :List[str]							 =			attention_probs_dropout_prob
							UpperCamelCase__       :List[Any]							 =			max_position_embeddings
							UpperCamelCase__       :int							 =			type_vocab_size
							UpperCamelCase__       :List[Any]							 =			initializer_range
							UpperCamelCase__       :Any							 =			layer_norm_eps
							UpperCamelCase__       :str							 =			pruning_method
							UpperCamelCase__       :int							 =			mask_init
							UpperCamelCase__       :Optional[Any]							 =			mask_scale