



import unittest

from transformers import BigBirdTokenizer, BigBirdTokenizerFast
from transformers.testing_utils import get_tests_dir, require_sentencepiece, require_tokenizers, require_torch, slow
from transformers.utils import cached_property

from ...test_tokenization_common import TokenizerTesterMixin


_UpperCAmelCase            =		"""▁"""

_UpperCAmelCase            =		get_tests_dir("""fixtures/test_sentencepiece.model""")





@require_sentencepiece
@require_tokenizers
class UpperCAmelCase						( snake_case__ ,	unittest.TestCase  ):


				'''simple docstring'''






				lowerCamelCase_    = BigBirdTokenizer
				lowerCamelCase_    = BigBirdTokenizerFast
				lowerCamelCase_    = True
				lowerCamelCase_    = True
				def   lowerCAmelCase_       (						self ):



						"""simple docstring"""





						super().setUp()

						A_		:    Tuple         =				self.tokenizer_class(_A		,     keep_accents=_A )
						tokenizer.save_pretrained(self.tmpdirname )
				def   lowerCAmelCase_       (						self ):



						"""simple docstring"""





						A_		:    int         =				'<s>'
						A_		:    Optional[Any]         =				1

						self.assertEqual(self.get_tokenizer()._convert_token_to_id(_A )		,     _A )
						self.assertEqual(self.get_tokenizer()._convert_id_to_token(_A )		,     _A )
				def   lowerCAmelCase_       (						self ):



						"""simple docstring"""





						A_		:    Dict         =				list(self.get_tokenizer().get_vocab().keys() )

						self.assertEqual(vocab_keys[0]		,     '<unk>' )
						self.assertEqual(vocab_keys[1]		,     '<s>' )
						self.assertEqual(vocab_keys[-1]		,     '[MASK]' )
						self.assertEqual(len(_A )		,     1_0_0_4 )
				def   lowerCAmelCase_       (						self ):



						"""simple docstring"""





						self.assertEqual(self.get_tokenizer().vocab_size		,     1_0_0_0 )
				def   lowerCAmelCase_       (						self ):



						"""simple docstring"""





						if not self.test_rust_tokenizer:
								return

						A_		:    Tuple         =				self.get_tokenizer()
						A_		:    Union[str, Any]         =				self.get_rust_tokenizer()

						A_		:    Union[str, Any]         =				'I was born in 92000, and this is falsé.'

						A_		:    int         =				tokenizer.tokenize(_A )
						A_		:    List[Any]         =				rust_tokenizer.tokenize(_A )
						self.assertListEqual(_A		,     _A )

						A_		:    Optional[int]         =				tokenizer.encode(_A		,     add_special_tokens=_A )
						A_		:    Optional[int]         =				rust_tokenizer.encode(_A		,     add_special_tokens=_A )
						self.assertListEqual(_A		,     _A )

						A_		:    str         =				self.get_rust_tokenizer()
						A_		:    int         =				tokenizer.encode(_A )
						A_		:    Tuple         =				rust_tokenizer.encode(_A )
						self.assertListEqual(_A		,     _A )
				def   lowerCAmelCase_       (						self ):



						"""simple docstring"""





						A_		:    Optional[int]         =				BigBirdTokenizer(_A		,     keep_accents=_A )

						A_		:    Optional[int]         =				tokenizer.tokenize('This is a test' )
						self.assertListEqual(_A		,     ['▁This', '▁is', '▁a', '▁t', 'est'] )

						self.assertListEqual(
						    tokenizer.convert_tokens_to_ids(_A )		,     [2_8_5, 4_6, 1_0, 1_7_0, 3_8_2]		,     )

						A_		:    List[str]         =				tokenizer.tokenize('I was born in 92000, and this is falsé.' )
						self.assertListEqual(
						    _A		,     [
						        SPIECE_UNDERLINE + 'I',
						        SPIECE_UNDERLINE + 'was',
						        SPIECE_UNDERLINE + 'b',
						        'or',
						        'n',
						        SPIECE_UNDERLINE + 'in',
						        SPIECE_UNDERLINE + '',
						        '9',
						        '2',
						        '0',
						        '0',
						        '0',
						        ',',
						        SPIECE_UNDERLINE + 'and',
						        SPIECE_UNDERLINE + 'this',
						        SPIECE_UNDERLINE + 'is',
						        SPIECE_UNDERLINE + 'f',
						        'al',
						        's',
						        'é',
						        '.',
						    ]		,     )
						A_		:    Dict         =				tokenizer.convert_tokens_to_ids(_A )
						self.assertListEqual(
						    _A		,     [8, 2_1, 8_4, 5_5, 2_4, 1_9, 7, 0, 6_0_2, 3_4_7, 3_4_7, 3_4_7, 3, 1_2, 6_6, 4_6, 7_2, 8_0, 6, 0, 4]		,     )

						A_		:    int         =				tokenizer.convert_ids_to_tokens(_A )
						self.assertListEqual(
						    _A		,     [
						        SPIECE_UNDERLINE + 'I',
						        SPIECE_UNDERLINE + 'was',
						        SPIECE_UNDERLINE + 'b',
						        'or',
						        'n',
						        SPIECE_UNDERLINE + 'in',
						        SPIECE_UNDERLINE + '',
						        '<unk>',
						        '2',
						        '0',
						        '0',
						        '0',
						        ',',
						        SPIECE_UNDERLINE + 'and',
						        SPIECE_UNDERLINE + 'this',
						        SPIECE_UNDERLINE + 'is',
						        SPIECE_UNDERLINE + 'f',
						        'al',
						        's',
						        '<unk>',
						        '.',
						    ]		,     )
				@cached_property
				def   lowerCAmelCase_       (						self ):



						"""simple docstring"""





						return BigBirdTokenizer.from_pretrained('google/bigbird-roberta-base' )
				@slow
				def   lowerCAmelCase_       (						self ):



						"""simple docstring"""





						A_		:    List[Any]         =				'Hello World!'
						A_		:    Any         =				[6_5, 1_8_5_3_6, 2_2_6_0, 1_0_1, 6_6]

						self.assertListEqual(_A		,     self.big_tokenizer.encode(_A ) )
				@slow
				def   lowerCAmelCase_       (						self ):



						"""simple docstring"""





						A_		:    Dict         =				(
						    'This is a very long text with a lot of weird characters, such as: . , ~ ? ( ) \" [ ] ! : - . Also we will'
						    ' add words that should not exsist and be tokenized to <unk>, such as saoneuhaoesuth'
						)
						# fmt: off
						A_		:    Union[str, Any]         =				[6_5, 8_7_1, 4_1_9, 3_5_8, 9_4_6, 9_9_1, 2_5_2_1, 4_5_2, 3_5_8, 1_3_5_7, 3_8_7, 7_7_5_1, 3_5_3_6, 1_1_2, 9_8_5, 4_5_6, 1_2_6, 8_6_5, 9_3_8, 5_4_0_0, 5_7_3_4, 4_5_8, 1_3_6_8, 4_6_7, 7_8_6, 2_4_6_2, 5_2_4_6, 1_1_5_9, 6_3_3, 8_6_5, 4_5_1_9, 4_5_7, 5_8_2, 8_5_2, 2_5_5_7, 4_2_7, 9_1_6, 5_0_8, 4_0_5, 3_4_3_2_4, 4_9_7, 3_9_1, 4_0_8, 1_1_3_4_2, 1_2_4_4, 3_8_5, 1_0_0, 9_3_8, 9_8_5, 4_5_6, 5_7_4, 3_6_2, 1_2_5_9_7, 3_2_0_0, 3_1_2_9, 1_1_7_2, 6_6]  # noqa: E231
						# fmt: on
						self.assertListEqual(_A		,     self.big_tokenizer.encode(_A ) )
				@require_torch
				@slow
				def   lowerCAmelCase_       (						self ):



						"""simple docstring"""





						import torch

						from transformers import BigBirdConfig, BigBirdModel

						# Build sequence
						A_		:    Tuple         =				list(self.big_tokenizer.get_vocab().keys() )[:1_0]
						A_		:    Any         =				' '.join(_A )
						A_		:    str         =				self.big_tokenizer.encode_plus(_A		,     return_tensors='pt'		,     return_token_type_ids=_A )
						A_		:    Any         =				self.big_tokenizer.batch_encode_plus(
						    [sequence + ' ' + sequence]		,     return_tensors='pt'		,     return_token_type_ids=_A )

						A_		:    Any         =				BigBirdConfig(attention_type='original_full' )
						A_		:    Dict         =				BigBirdModel(_A )

						assert model.get_input_embeddings().weight.shape[0] >= self.big_tokenizer.vocab_size

						with torch.no_grad():
								model(**_A )
								model(**_A )
				@slow
				def   lowerCAmelCase_       (						self ):



						"""simple docstring"""





						A_		:    Optional[int]         =				BigBirdTokenizer.from_pretrained('google/bigbird-roberta-base' )
						A_		:    Tuple         =				tokenizer.decode(tokenizer('Paris is the [MASK].' ).input_ids )

						self.assertTrue(decoded_text == '[CLS] Paris is the[MASK].[SEP]' )







				@slow
				def   lowerCAmelCase_       (						self ):



						"""simple docstring"""





						A_		:    Union[str, Any]         =				{'input_ids': [[6_5, 3_9_2_8_6, 4_5_8, 3_6_3_3_5, 2_0_0_1, 4_5_6, 1_3_0_7_3, 1_3_2_6_6, 4_5_5, 1_1_3, 7_7_4_6, 1_7_4_1, 1_1_1_5_7, 3_9_1, 1_3_0_7_3, 1_3_2_6_6, 4_5_5, 1_1_3, 3_9_6_7, 3_5_4_1_2, 1_1_3, 4_9_3_6, 1_0_9, 3_8_7_0, 2_3_7_7, 1_1_3, 3_0_0_8_4, 4_5_7_2_0, 4_5_8, 1_3_4, 1_7_4_9_6, 1_1_2, 5_0_3, 1_1_6_7_2, 1_1_3, 1_1_8, 1_1_2, 5_6_6_5, 1_3_3_4_7, 3_8_6_8_7, 1_1_2, 1_4_9_6, 3_1_3_8_9, 1_1_2, 3_2_6_8, 4_7_2_6_4, 1_3_4, 9_6_2, 1_1_2, 1_6_3_7_7, 8_0_3_5, 2_3_1_3_0, 4_3_0, 1_2_1_6_9, 1_5_5_1_8, 2_8_5_9_2, 4_5_8, 1_4_6, 4_1_6_9_7, 1_0_9, 3_9_1, 1_2_1_6_9, 1_5_5_1_8, 1_6_6_8_9, 4_5_8, 1_4_6, 4_1_3_5_8, 1_0_9, 4_5_2, 7_2_6, 4_0_3_4, 1_1_1, 7_6_3, 3_5_4_1_2, 5_0_8_2, 3_8_8, 1_9_0_3, 1_1_1, 9_0_5_1, 3_9_1, 2_8_7_0, 4_8_9_1_8, 1_9_0_0, 1_1_2_3, 5_5_0, 9_9_8, 1_1_2, 9_5_8_6, 1_5_9_8_5, 4_5_5, 3_9_1, 4_1_0, 2_2_9_5_5, 3_7_6_3_6, 1_1_4, 6_6], [6_5, 4_4_8, 1_7_4_9_6, 4_1_9, 3_6_6_3, 3_8_5, 7_6_3, 1_1_3, 2_7_5_3_3, 2_8_7_0, 3_2_8_3, 1_3_0_4_3, 1_6_3_9, 2_4_7_1_3, 5_2_3, 6_5_6, 2_4_0_1_3, 1_8_5_5_0, 2_5_2_1, 5_1_7, 2_7_0_1_4, 2_1_2_4_4, 4_2_0, 1_2_1_2, 1_4_6_5, 3_9_1, 9_2_7, 4_8_3_3, 3_8_8, 5_7_8, 1_1_7_8_6, 1_1_4, 6_6, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0], [6_5, 4_8_4, 2_1_6_9, 7_6_8_7, 2_1_9_3_2, 1_8_1_4_6, 7_2_6, 3_6_3, 1_7_0_3_2, 3_3_9_1, 1_1_4, 6_6, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 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, 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, 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, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0]]}  # noqa: E501
						# fmt: on

						self.tokenizer_integration_test_util(
						    expected_encoding=_A		,     model_name='google/bigbird-roberta-base'		,     revision='215c99f1600e06f83acce68422f2035b2b5c3510'		,     )







from ..utils import DummyObject, requires_backends





class UpperCAmelCase						( metaclass=__A  ):


				'''simple docstring'''






				lowerCamelCase_    = ['''onnx''']
				def __init__(						self		,     *lowercase		,     **lowercase ):



						"""simple docstring"""





						requires_backends(self		,     ['onnx'] )
				@classmethod
				def   lowerCAmelCase_       (						cls		,     *lowercase		,     **lowercase ):



						"""simple docstring"""





						requires_backends(cls		,     ['onnx'] )







				@classmethod
				def   lowerCAmelCase_       (						cls		,     *lowercase		,     **lowercase ):



						"""simple docstring"""





						requires_backends(cls		,     ['onnx'] )






