





import unittest

import numpy as np

from transformers import DistilBertConfig, is_flax_available
from transformers.testing_utils import require_flax, slow

from ...test_modeling_flax_common import FlaxModelTesterMixin, ids_tensor, random_attention_mask


if is_flax_available():
	import jax.numpy as jnp

	from transformers.models.distilbert.modeling_flax_distilbert import (
	    FlaxDistilBertForMaskedLM,
	    FlaxDistilBertForMultipleChoice,
	    FlaxDistilBertForQuestionAnswering,
	    FlaxDistilBertForSequenceClassification,
	    FlaxDistilBertForTokenClassification,
	    FlaxDistilBertModel,
	)



class 					__lowerCAmelCase       (			unittest.TestCase     ):






			def __init__(self					,							__magic_name__					,							__magic_name__=13					,							__magic_name__=7					,							__magic_name__=True					,							__magic_name__=True					,							__magic_name__=True					,							__magic_name__=True					,							__magic_name__=99					,							__magic_name__=32					,							__magic_name__=5					,							__magic_name__=4					,							__magic_name__=37					,							__magic_name__="gelu"					,							__magic_name__=0.1					,							__magic_name__=0.1					,							__magic_name__=512					,							__magic_name__=16					,							__magic_name__=2					,							__magic_name__=0.02					,							__magic_name__=4					,							)     ->   int:


							'''simple docstring'''



							snake_case_						:    Union[str, Any]				=  parent
							snake_case_						:    Optional[int]				=  batch_size
							snake_case_						:    Optional[Any]				=  seq_length
							snake_case_						:    Union[str, Any]				=  is_training
							snake_case_						:    List[str]				=  use_attention_mask
							snake_case_						:    Optional[Any]				=  use_token_type_ids
							snake_case_						:    int				=  use_labels
							snake_case_						:    List[Any]				=  vocab_size
							snake_case_						:    Union[str, Any]				=  hidden_size
							snake_case_						:    str				=  num_hidden_layers
							snake_case_						:    Dict				=  num_attention_heads
							snake_case_						:    Union[str, Any]				=  intermediate_size
							snake_case_						:    Tuple				=  hidden_act
							snake_case_						:    str				=  hidden_dropout_prob
							snake_case_						:    List[Any]				=  attention_probs_dropout_prob
							snake_case_						:    Tuple				=  max_position_embeddings
							snake_case_						:    List[Any]				=  type_vocab_size
							snake_case_						:    Tuple				=  type_sequence_label_size
							snake_case_						:    Optional[Any]				=  initializer_range
							snake_case_						:    Union[str, Any]				=  num_choices






			def 			lowerCamelCase  (self    )     ->   List[str]:


							'''simple docstring'''



							snake_case_						:    Any				=  ids_tensor([self.batch_size, self.seq_length]					,							self.vocab_size    )

							snake_case_						:    Union[str, Any]				=  None
							if self.use_attention_mask:
											snake_case_						:    Optional[int]				=  random_attention_mask([self.batch_size, self.seq_length]    )

							snake_case_						:    Dict				=  DistilBertConfig(
							    vocab_size=self.vocab_size					,							dim=self.hidden_size					,							n_layers=self.num_hidden_layers					,							n_heads=self.num_attention_heads					,							hidden_dim=self.intermediate_size					,							hidden_act=self.hidden_act					,							dropout=self.hidden_dropout_prob					,							attention_dropout=self.attention_probs_dropout_prob					,							max_position_embeddings=self.max_position_embeddings					,							initializer_range=self.initializer_range					,							tie_weights_=__magic_name__					,							)

							return config, input_ids, attention_mask






			def 			lowerCamelCase  (self    )     ->   Optional[int]:


							'''simple docstring'''



							snake_case_						:    List[str]				=  self.prepare_config_and_inputs()
							snake_case_			,							snake_case_			,							snake_case_						:    Optional[Any]				=  config_and_inputs
							snake_case_						:    int				=  {'''input_ids''': input_ids, '''attention_mask''': attention_mask}
							return config, inputs_dict




@require_flax
class 					__lowerCAmelCase       (			lowercase_,     unittest.TestCase     ):
			lowerCamelCase_     :     List[str]       			=      (
			    (
			        FlaxDistilBertModel,
			        FlaxDistilBertForMaskedLM,
			        FlaxDistilBertForMultipleChoice,
			        FlaxDistilBertForQuestionAnswering,
			        FlaxDistilBertForSequenceClassification,
			        FlaxDistilBertForTokenClassification,
			        FlaxDistilBertForQuestionAnswering,
			    )
			    if is_flax_available()
			    else ()
			)






			def 			lowerCamelCase  (self    )     ->   Tuple:


							'''simple docstring'''



							snake_case_						:    Union[str, Any]				=  FlaxDistilBertModelTester(self    )






			@slow
			def 			lowerCamelCase  (self    )     ->   Union[str, Any]:


							'''simple docstring'''



							for model_class_name in self.all_model_classes:
											snake_case_						:    str				=  model_class_name.from_pretrained('''distilbert-base-uncased'''    )
											snake_case_						:    Any				=  model(np.ones((1, 1)    )    )
											self.assertIsNotNone(__magic_name__    )




@require_flax
class 					__lowerCAmelCase       (			unittest.TestCase     ):






			@slow
			def 			lowerCamelCase  (self    )     ->   int:


							'''simple docstring'''



							snake_case_						:    List[Any]				=  FlaxDistilBertModel.from_pretrained('''distilbert-base-uncased'''    )
							snake_case_						:    Dict				=  np.array([[0, 345, 232, 328, 740, 140, 1695, 69, 6078, 1588, 2]]    )
							snake_case_						:    Optional[Any]				=  np.array([[0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1]]    )
							snake_case_						:    Dict				=  model(__magic_name__					,							attention_mask=__magic_name__    )[0]
							snake_case_						:    Optional[int]				=  (1, 11, 768)
							self.assertEqual(output.shape					,							__magic_name__    )
							snake_case_						:    Any				=  np.array([[[-0.1_639, 0.3_299, 0.1_648], [-0.1_746, 0.3_289, 0.1_710], [-0.1_884, 0.3_357, 0.1_810]]]    )

							self.assertTrue(jnp.allclose(output[:, 1:4, 1:4]					,							__magic_name__					,							atol=1e-4    )    )




'''simple docstring'''

import unittest

from transformers import DebertaVaTokenizer, DebertaVaTokenizerFast
from transformers.testing_utils import get_tests_dir, require_sentencepiece, require_tokenizers, slow

from ...test_tokenization_common import TokenizerTesterMixin


lowerCamelCase							:   List[str]  						=	get_tests_dir('fixtures/spiece.model')
@require_sentencepiece
@require_tokenizers
class   __lowerCAmelCase						(lowercase_  ,     unittest.TestCase     ):





      '''simple docstring'''






      lowerCAmelCase__					:     int  					=							DebertaVaTokenizer
      lowerCAmelCase__					:     List[Any]  					=							DebertaVaTokenizerFast
      lowerCAmelCase__					:     str  					=							True
      lowerCAmelCase__					:     Tuple  					=							True



      def       UpperCamelCase__		(self    :    Tuple ):

             '''simple docstring'''







             super().setUp()

             # We have a SentencePiece fixture for testing
             lowercase__      			= DebertaVaTokenizer(UpperCamelCase   ,						unk_token='''<unk>''' )
             tokenizer.save_pretrained(self.tmpdirname )



      def       UpperCamelCase__		(self    :    Union[str, Any]   ,						UpperCamelCase    :    str ):

             '''simple docstring'''







             lowercase__      			= '''this is a test'''
             lowercase__      			= '''this is a test'''
             return input_text, output_text



      def       UpperCamelCase__		(self    :    Optional[int] ):

             '''simple docstring'''







             lowercase__      			= '''<pad>'''
             lowercase__      			= 0

             self.assertEqual(self.get_tokenizer()._convert_token_to_id(UpperCamelCase )   ,						UpperCamelCase )
             self.assertEqual(self.get_tokenizer()._convert_id_to_token(UpperCamelCase )   ,						UpperCamelCase )



      def       UpperCamelCase__		(self    :    Dict ):

             '''simple docstring'''







             lowercase__      			= list(self.get_tokenizer().get_vocab().keys() )
             self.assertEqual(vocab_keys[0]   ,						'''<pad>''' )
             self.assertEqual(vocab_keys[1]   ,						'''<unk>''' )
             self.assertEqual(vocab_keys[-1]   ,						'''[PAD]''' )
             self.assertEqual(len(UpperCamelCase )   ,						30001 )



      def       UpperCamelCase__		(self    :    int ):

             '''simple docstring'''







             self.assertEqual(self.get_tokenizer().vocab_size   ,						30000 )



      def       UpperCamelCase__		(self    :    Optional[Any] ):

             '''simple docstring'''







             lowercase__      			= ''' \tHeLLo!how  \n Are yoU?  '''
             lowercase__      			= ['''▁hello''', '''!''', '''how''', '''▁are''', '''▁you''', '''?''']
             # fmt: on

             lowercase__      			= DebertaVaTokenizer(UpperCamelCase   ,						do_lower_case=UpperCamelCase )
             lowercase__      			= tokenizer.convert_ids_to_tokens(tokenizer.encode(UpperCamelCase   ,						add_special_tokens=UpperCamelCase ) )

             self.assertListEqual(UpperCamelCase   ,						UpperCamelCase )

             lowercase__      			= DebertaVaTokenizerFast(UpperCamelCase   ,						do_lower_case=UpperCamelCase )
             lowercase__      			= rust_tokenizer.convert_ids_to_tokens(rust_tokenizer.encode(UpperCamelCase   ,						add_special_tokens=UpperCamelCase ) )

             self.assertListEqual(UpperCamelCase   ,						UpperCamelCase )



      @unittest.skip('''There is an inconsistency between slow and fast tokenizer due to a bug in the fast one.''' )
      def       UpperCamelCase__		(self    :    List[Any] ):

             '''simple docstring'''







             pass



      @unittest.skip('''There is an inconsistency between slow and fast tokenizer due to a bug in the fast one.''' )
      def       UpperCamelCase__		(self    :    List[str] ):

             '''simple docstring'''







             pass



      def       UpperCamelCase__		(self    :    Optional[int] ):

             '''simple docstring'''







             lowercase__      			= '''I was born in 92000, and this is falsé.'''
             lowercase__      			= ['''▁''', '''<unk>''', '''▁was''', '''▁born''', '''▁in''', '''▁9''', '''2000''', '''▁''', ''',''', '''▁and''', '''▁this''', '''▁is''', '''▁fal''', '''s''', '''<unk>''', '''▁''', '''.''', ]
             # fmt: on

             lowercase__      			= DebertaVaTokenizer(UpperCamelCase   ,						split_by_punct=UpperCamelCase )
             lowercase__      			= tokenizer.convert_ids_to_tokens(tokenizer.encode(UpperCamelCase   ,						add_special_tokens=UpperCamelCase ) )

             self.assertListEqual(UpperCamelCase   ,						UpperCamelCase )

             lowercase__      			= DebertaVaTokenizerFast(UpperCamelCase   ,						split_by_punct=UpperCamelCase )
             lowercase__      			= rust_tokenizer.convert_ids_to_tokens(rust_tokenizer.encode(UpperCamelCase   ,						add_special_tokens=UpperCamelCase ) )

             self.assertListEqual(UpperCamelCase   ,						UpperCamelCase )



      def       UpperCamelCase__		(self    :    int ):

             '''simple docstring'''







             lowercase__      			= '''I was born in 92000, and this is falsé.'''
             lowercase__      			= ['''▁i''', '''▁was''', '''▁born''', '''▁in''', '''▁9''', '''2000''', '''▁''', ''',''', '''▁and''', '''▁this''', '''▁is''', '''▁fal''', '''s''', '''<unk>''', '''▁''', '''.''', ]
             # fmt: on

             lowercase__      			= DebertaVaTokenizer(UpperCamelCase   ,						do_lower_case=UpperCamelCase   ,						split_by_punct=UpperCamelCase )
             lowercase__      			= tokenizer.convert_ids_to_tokens(tokenizer.encode(UpperCamelCase   ,						add_special_tokens=UpperCamelCase ) )
             self.assertListEqual(UpperCamelCase   ,						UpperCamelCase )

             lowercase__      			= DebertaVaTokenizerFast(UpperCamelCase   ,						do_lower_case=UpperCamelCase   ,						split_by_punct=UpperCamelCase )
             lowercase__      			= rust_tokenizer.convert_ids_to_tokens(rust_tokenizer.encode(UpperCamelCase   ,						add_special_tokens=UpperCamelCase ) )
             self.assertListEqual(UpperCamelCase   ,						UpperCamelCase )



      def       UpperCamelCase__		(self    :    Optional[Any] ):

             '''simple docstring'''







             lowercase__      			= '''I was born in 92000, and this is falsé.'''
             lowercase__      			= ['''▁i''', '''▁was''', '''▁born''', '''▁in''', '''▁9''', '''2000''', ''',''', '''▁and''', '''▁this''', '''▁is''', '''▁fal''', '''s''', '''<unk>''', '''.''', ]
             # fmt: on

             lowercase__      			= DebertaVaTokenizer(UpperCamelCase   ,						do_lower_case=UpperCamelCase   ,						split_by_punct=UpperCamelCase )
             lowercase__      			= tokenizer.convert_ids_to_tokens(tokenizer.encode(UpperCamelCase   ,						add_special_tokens=UpperCamelCase ) )

             self.assertListEqual(UpperCamelCase   ,						UpperCamelCase )

             lowercase__      			= DebertaVaTokenizerFast(UpperCamelCase   ,						do_lower_case=UpperCamelCase   ,						split_by_punct=UpperCamelCase )
             lowercase__      			= rust_tokenizer.convert_ids_to_tokens(rust_tokenizer.encode(UpperCamelCase   ,						add_special_tokens=UpperCamelCase ) )

             self.assertListEqual(UpperCamelCase   ,						UpperCamelCase )



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

             '''simple docstring'''







             lowercase__      			= '''I was born in 92000, and this is falsé.'''
             lowercase__      			= ['''▁''', '''<unk>''', '''▁was''', '''▁born''', '''▁in''', '''▁9''', '''2000''', '''▁''', ''',''', '''▁and''', '''▁this''', '''▁is''', '''▁fal''', '''s''', '''<unk>''', '''▁''', '''.''', ]
             # fmt: on

             lowercase__      			= DebertaVaTokenizer(UpperCamelCase   ,						do_lower_case=UpperCamelCase   ,						split_by_punct=UpperCamelCase )
             lowercase__      			= tokenizer.convert_ids_to_tokens(tokenizer.encode(UpperCamelCase   ,						add_special_tokens=UpperCamelCase ) )

             self.assertListEqual(UpperCamelCase   ,						UpperCamelCase )

             lowercase__      			= DebertaVaTokenizerFast(UpperCamelCase   ,						do_lower_case=UpperCamelCase   ,						split_by_punct=UpperCamelCase )
             lowercase__      			= rust_tokenizer.convert_ids_to_tokens(rust_tokenizer.encode(UpperCamelCase   ,						add_special_tokens=UpperCamelCase ) )

             self.assertListEqual(UpperCamelCase   ,						UpperCamelCase )



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

             '''simple docstring'''







             lowercase__      			= ''' \tHeLLo!how  \n Are yoU?  '''
             lowercase__      			= ['''▁''', '''<unk>''', '''e''', '''<unk>''', '''o''', '''!''', '''how''', '''▁''', '''<unk>''', '''re''', '''▁yo''', '''<unk>''', '''?''']
             # fmt: on

             lowercase__      			= DebertaVaTokenizer(UpperCamelCase   ,						do_lower_case=UpperCamelCase   ,						split_by_punct=UpperCamelCase )
             lowercase__      			= tokenizer.convert_ids_to_tokens(tokenizer.encode(UpperCamelCase   ,						add_special_tokens=UpperCamelCase ) )

             self.assertListEqual(UpperCamelCase   ,						UpperCamelCase )

             lowercase__      			= DebertaVaTokenizerFast(UpperCamelCase   ,						do_lower_case=UpperCamelCase   ,						split_by_punct=UpperCamelCase )
             lowercase__      			= rust_tokenizer.convert_ids_to_tokens(rust_tokenizer.encode(UpperCamelCase   ,						add_special_tokens=UpperCamelCase ) )

             self.assertListEqual(UpperCamelCase   ,						UpperCamelCase )



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

             '''simple docstring'''







             lowercase__      			= self.get_tokenizer()
             lowercase__      			= self.get_rust_tokenizer()

             lowercase__      			= '''I was born in 92000, and this is falsé.'''

             lowercase__      			= tokenizer.convert_ids_to_tokens(tokenizer.encode(UpperCamelCase   ,						add_special_tokens=UpperCamelCase ) )
             lowercase__      			= rust_tokenizer.convert_ids_to_tokens(rust_tokenizer.encode(UpperCamelCase   ,						add_special_tokens=UpperCamelCase ) )
             self.assertListEqual(UpperCamelCase   ,						UpperCamelCase )

             lowercase__      			= tokenizer.encode(UpperCamelCase   ,						add_special_tokens=UpperCamelCase )
             lowercase__      			= rust_tokenizer.encode(UpperCamelCase   ,						add_special_tokens=UpperCamelCase )
             self.assertListEqual(UpperCamelCase   ,						UpperCamelCase )

             lowercase__      			= self.get_rust_tokenizer()
             lowercase__      			= tokenizer.encode(UpperCamelCase )
             lowercase__      			= rust_tokenizer.encode(UpperCamelCase )
             self.assertListEqual(UpperCamelCase   ,						UpperCamelCase )



      def       UpperCamelCase__		(self    :    int ):

             '''simple docstring'''







             lowercase__      			= '''This is a test'''
             lowercase__      			= [13, 1, 4398, 25, 21, 1289]
             lowercase__      			= ['''▁''', '''T''', '''his''', '''▁is''', '''▁a''', '''▁test''']
             lowercase__      			= ['''▁''', '''<unk>''', '''his''', '''▁is''', '''▁a''', '''▁test''']

             lowercase__      			= DebertaVaTokenizer(UpperCamelCase   ,						keep_accents=UpperCamelCase )
             lowercase__      			= DebertaVaTokenizerFast(UpperCamelCase   ,						keep_accents=UpperCamelCase )

             lowercase__      			= tokenizer.encode(UpperCamelCase   ,						add_special_tokens=UpperCamelCase )
             self.assertListEqual(UpperCamelCase   ,						UpperCamelCase )
             lowercase__      			= tokenizer.tokenize(UpperCamelCase )
             self.assertListEqual(UpperCamelCase   ,						UpperCamelCase )
             lowercase__      			= tokenizer.convert_ids_to_tokens(UpperCamelCase )
             self.assertListEqual(UpperCamelCase   ,						UpperCamelCase )

             lowercase__      			= rust_tokenizer.encode(UpperCamelCase   ,						add_special_tokens=UpperCamelCase )
             self.assertListEqual(UpperCamelCase   ,						UpperCamelCase )
             lowercase__      			= rust_tokenizer.tokenize(UpperCamelCase )
             self.assertListEqual(UpperCamelCase   ,						UpperCamelCase )
             lowercase__      			= rust_tokenizer.convert_ids_to_tokens(UpperCamelCase )
             self.assertListEqual(UpperCamelCase   ,						UpperCamelCase )

             # fmt: off
             lowercase__      			= '''I was born in 92000, and this is falsé.'''
             lowercase__      			= [13, 1, 23, 386, 19, 561, 3050, 15, 17, 48, 25, 8256, 18, 1, 9]
             lowercase__      			= ['''▁''', '''I''', '''▁was''', '''▁born''', '''▁in''', '''▁9''', '''2000''', ''',''', '''▁and''', '''▁this''', '''▁is''', '''▁fal''', '''s''', '''é''', '''.''', ]
             lowercase__      			= ['''▁''', '''<unk>''', '''▁was''', '''▁born''', '''▁in''', '''▁9''', '''2000''', ''',''', '''▁and''', '''▁this''', '''▁is''', '''▁fal''', '''s''', '''<unk>''', '''.''', ]
             # fmt: on

             lowercase__      			= tokenizer.encode(UpperCamelCase   ,						add_special_tokens=UpperCamelCase )
             self.assertListEqual(UpperCamelCase   ,						UpperCamelCase )
             lowercase__      			= tokenizer.tokenize(UpperCamelCase )
             self.assertListEqual(UpperCamelCase   ,						UpperCamelCase )
             lowercase__      			= tokenizer.convert_ids_to_tokens(UpperCamelCase )
             self.assertListEqual(UpperCamelCase   ,						UpperCamelCase )

             lowercase__      			= rust_tokenizer.encode(UpperCamelCase   ,						add_special_tokens=UpperCamelCase )
             self.assertListEqual(UpperCamelCase   ,						UpperCamelCase )
             lowercase__      			= rust_tokenizer.tokenize(UpperCamelCase )
             self.assertListEqual(UpperCamelCase   ,						UpperCamelCase )
             lowercase__      			= rust_tokenizer.convert_ids_to_tokens(UpperCamelCase )
             self.assertListEqual(UpperCamelCase   ,						UpperCamelCase )



      def       UpperCamelCase__		(self    :    int ):

             '''simple docstring'''







             lowercase__      			= DebertaVaTokenizer(UpperCamelCase )

             lowercase__      			= tokenizer.encode('''sequence builders''' )
             lowercase__      			= tokenizer.encode('''multi-sequence build''' )

             lowercase__      			= tokenizer.build_inputs_with_special_tokens(UpperCamelCase )
             lowercase__      			= tokenizer.build_inputs_with_special_tokens(UpperCamelCase   ,						UpperCamelCase )

             self.assertEqual([tokenizer.cls_token_id] + text + [tokenizer.sep_token_id]   ,						UpperCamelCase )
             self.assertEqual(
                 [tokenizer.cls_token_id] + text + [tokenizer.sep_token_id] + text_a + [tokenizer.sep_token_id]   ,						UpperCamelCase   ,						)






      @slow
      def       UpperCamelCase__		(self    :    int ):

             '''simple docstring'''







             lowercase__      			= {'''input_ids''': [[1, 39867, 36, 19390, 486, 27, 35052, 81436, 18, 60685, 1225, 7, 35052, 81436, 18, 9367, 16899, 18, 15937, 53, 594, 773, 18, 16287, 30465, 36, 15937, 6, 41139, 38, 36979, 60763, 191, 6, 34132, 99, 6, 50538, 390, 43230, 6, 34132, 2779, 20850, 14, 699, 1072, 1194, 36, 382, 10901, 53, 7, 699, 1072, 2084, 36, 20422, 630, 53, 19, 105, 3049, 1896, 1053, 16899, 1506, 11, 37978, 4243, 7, 1237, 31869, 200, 16566, 654, 6, 35052, 81436, 7, 55630, 13593, 4, 2], [1, 26, 15011, 13, 667, 8, 1053, 18, 23611, 1237, 72356, 12820, 34, 104134, 1209, 35, 13313, 6627, 21, 202, 347, 7, 164, 2399, 11, 46, 4485, 4, 2, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0], [1, 5, 1232, 2864, 15785, 14951, 105, 5, 8581, 1250, 4, 2, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0]], '''token_type_ids''': [[0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0], [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0], [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0]], '''attention_mask''': [[1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1], [1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0], [1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0]]}  # noqa: E501
             # fmt: on

             self.tokenizer_integration_test_util(
                 expected_encoding=UpperCamelCase   ,						model_name='''microsoft/deberta-v2-xlarge'''   ,						revision='''ad6e42c1532ddf3a15c39246b63f5559d558b670'''   ,						)




