


import unittest

from diffusers.models.unet_ad_blocks import *  # noqa F403
from diffusers.utils import torch_device

from .test_unet_blocks_common import UNetBlockTesterMixin







class lowerCAmelCase_						(			lowerCamelCase__ ,						unittest.TestCase	):

 '''simple docstring'''

 __snake_case												=  DownBlockaD  # noqa F405
 __snake_case												=  "down"



 def 						UpperCamelCase__					(     self ):
       snake_case_	=				[-0.0_232, -0.9_869, 0.8_054, -0.0_637, -0.1_688, -1.4_264, 0.4_470, -1.3_394, 0.0_904]
       super().test_output(_UpperCAmelCase )







class lowerCAmelCase_						(			lowerCamelCase__ ,						unittest.TestCase	):

 '''simple docstring'''

 __snake_case												=  ResnetDownsampleBlockaD  # noqa F405
 __snake_case												=  "down"



 def 						UpperCamelCase__					(     self ):
       snake_case_	=				[0.0_710, 0.2_410, -0.7_320, -1.0_757, -1.1_343, 0.3_540, -0.0_133, -0.2_576, 0.0_948]
       super().test_output(_UpperCAmelCase )







class lowerCAmelCase_						(			lowerCamelCase__ ,						unittest.TestCase	):

 '''simple docstring'''

 __snake_case												=  AttnDownBlockaD  # noqa F405
 __snake_case												=  "down"



 def 						UpperCamelCase__					(     self ):
       snake_case_	=				[0.0_636, 0.8_964, -0.6_234, -1.0_131, 0.0_844, 0.4_935, 0.3_437, 0.0_911, -0.2_957]
       super().test_output(_UpperCAmelCase )







class lowerCAmelCase_						(			lowerCamelCase__ ,						unittest.TestCase	):

 '''simple docstring'''

 __snake_case												=  CrossAttnDownBlockaD  # noqa F405
 __snake_case												=  "down"



 def 						UpperCamelCase__					(     self ):
       snake_case_	,   snake_case_	=				super().prepare_init_args_and_inputs_for_common()
       snake_case_	=				32
       return init_dict, inputs_dict





 def 						UpperCamelCase__					(     self ):
       snake_case_	=				[0.2_238, -0.7_396, -0.2_255, -0.3_829, 0.1_925, 1.1_665, 0.0_603, -0.7_295, 0.1_983]
       super().test_output(_UpperCAmelCase )







class lowerCAmelCase_						(			lowerCamelCase__ ,						unittest.TestCase	):

 '''simple docstring'''

 __snake_case												=  SimpleCrossAttnDownBlockaD  # noqa F405
 __snake_case												=  "down"



 @property
 def 						UpperCamelCase__					(     self ):
       return super().get_dummy_input(include_encoder_hidden_states=_UpperCAmelCase )



 def 						UpperCamelCase__					(     self ):
       snake_case_	,   snake_case_	=				super().prepare_init_args_and_inputs_for_common()
       snake_case_	=				32
       return init_dict, inputs_dict





 @unittest.skipIf(torch_device == '''mps'''		,				'''MPS result is not consistent''' )
 def 						UpperCamelCase__					(     self ):
       snake_case_	=				[0.7_921, -0.0_992, -0.1_962, -0.7_695, -0.4_242, 0.7_804, 0.4_737, 0.2_765, 0.3_338]
       super().test_output(_UpperCAmelCase )







class lowerCAmelCase_						(			lowerCamelCase__ ,						unittest.TestCase	):

 '''simple docstring'''

 __snake_case												=  SkipDownBlockaD  # noqa F405
 __snake_case												=  "down"



 @property
 def 						UpperCamelCase__					(     self ):
       return super().get_dummy_input(include_skip_sample=_UpperCAmelCase )





 def 						UpperCamelCase__					(     self ):
       snake_case_	=				[-0.0_845, -0.2_087, -0.2_465, 0.0_971, 0.1_900, -0.0_484, 0.2_664, 0.4_179, 0.5_069]
       super().test_output(_UpperCAmelCase )







class lowerCAmelCase_						(			lowerCamelCase__ ,						unittest.TestCase	):

 '''simple docstring'''

 __snake_case												=  AttnSkipDownBlockaD  # noqa F405
 __snake_case												=  "down"



 @property
 def 						UpperCamelCase__					(     self ):
       return super().get_dummy_input(include_skip_sample=_UpperCAmelCase )





 def 						UpperCamelCase__					(     self ):
       snake_case_	=				[0.5_539, 0.1_609, 0.4_924, 0.0_537, -0.1_995, 0.4_050, 0.0_979, -0.2_721, -0.0_642]
       super().test_output(_UpperCAmelCase )







class lowerCAmelCase_						(			lowerCamelCase__ ,						unittest.TestCase	):

 '''simple docstring'''

 __snake_case												=  DownEncoderBlockaD  # noqa F405
 __snake_case												=  "down"



 @property
 def 						UpperCamelCase__					(     self ):
       return super().get_dummy_input(include_temb=_UpperCAmelCase )



 def 						UpperCamelCase__					(     self ):
       snake_case_	=				{
           '''in_channels''': 32,
           '''out_channels''': 32,
       }
       snake_case_	=				self.dummy_input
       return init_dict, inputs_dict





 def 						UpperCamelCase__					(     self ):
       snake_case_	=				[1.1_102, 0.5_302, 0.4_872, -0.0_023, -0.8_042, 0.0_483, -0.3_489, -0.5_632, 0.7_626]
       super().test_output(_UpperCAmelCase )







class lowerCAmelCase_						(			lowerCamelCase__ ,						unittest.TestCase	):

 '''simple docstring'''

 __snake_case												=  AttnDownEncoderBlockaD  # noqa F405
 __snake_case												=  "down"



 @property
 def 						UpperCamelCase__					(     self ):
       return super().get_dummy_input(include_temb=_UpperCAmelCase )



 def 						UpperCamelCase__					(     self ):
       snake_case_	=				{
           '''in_channels''': 32,
           '''out_channels''': 32,
       }
       snake_case_	=				self.dummy_input
       return init_dict, inputs_dict





 def 						UpperCamelCase__					(     self ):
       snake_case_	=				[0.8_966, -0.1_486, 0.8_568, 0.8_141, -0.9_046, -0.1_342, -0.0_972, -0.7_417, 0.1_538]
       super().test_output(_UpperCAmelCase )







class lowerCAmelCase_						(			lowerCamelCase__ ,						unittest.TestCase	):

 '''simple docstring'''

 __snake_case												=  UNetMidBlockaD  # noqa F405
 __snake_case												=  "mid"



 def 						UpperCamelCase__					(     self ):
       snake_case_	=				{
           '''in_channels''': 32,
           '''temb_channels''': 1_28,
       }
       snake_case_	=				self.dummy_input
       return init_dict, inputs_dict





 def 						UpperCamelCase__					(     self ):
       snake_case_	=				[-0.1_062, 1.7_248, 0.3_494, 1.4_569, -0.0_910, -1.2_421, -0.9_984, 0.6_736, 1.0_028]
       super().test_output(_UpperCAmelCase )







class lowerCAmelCase_						(			lowerCamelCase__ ,						unittest.TestCase	):

 '''simple docstring'''

 __snake_case												=  UNetMidBlockaDCrossAttn  # noqa F405
 __snake_case												=  "mid"



 def 						UpperCamelCase__					(     self ):
       snake_case_	,   snake_case_	=				super().prepare_init_args_and_inputs_for_common()
       snake_case_	=				32
       return init_dict, inputs_dict





 def 						UpperCamelCase__					(     self ):
       snake_case_	=				[0.0_187, 2.4_220, 0.4_484, 1.1_203, -0.6_121, -1.5_122, -0.8_270, 0.7_851, 1.8_335]
       super().test_output(_UpperCAmelCase )







class lowerCAmelCase_						(			lowerCamelCase__ ,						unittest.TestCase	):

 '''simple docstring'''

 __snake_case												=  UNetMidBlockaDSimpleCrossAttn  # noqa F405
 __snake_case												=  "mid"



 @property
 def 						UpperCamelCase__					(     self ):
       return super().get_dummy_input(include_encoder_hidden_states=_UpperCAmelCase )



 def 						UpperCamelCase__					(     self ):
       snake_case_	,   snake_case_	=				super().prepare_init_args_and_inputs_for_common()
       snake_case_	=				32
       return init_dict, inputs_dict





 def 						UpperCamelCase__					(     self ):
       snake_case_	=				[0.7_143, 1.9_974, 0.5_448, 1.3_977, 0.1_282, -1.1_237, -1.4_238, 0.5_530, 0.8_880]
       super().test_output(_UpperCAmelCase )







class lowerCAmelCase_						(			lowerCamelCase__ ,						unittest.TestCase	):

 '''simple docstring'''

 __snake_case												=  UpBlockaD  # noqa F405
 __snake_case												=  "up"



 @property
 def 						UpperCamelCase__					(     self ):
       return super().get_dummy_input(include_res_hidden_states_tuple=_UpperCAmelCase )





 def 						UpperCamelCase__					(     self ):
       snake_case_	=				[-0.2_041, -0.4_165, -0.3_022, 0.0_041, -0.6_628, -0.7_053, 0.1_928, -0.0_325, 0.0_523]
       super().test_output(_UpperCAmelCase )







class lowerCAmelCase_						(			lowerCamelCase__ ,						unittest.TestCase	):

 '''simple docstring'''

 __snake_case												=  ResnetUpsampleBlockaD  # noqa F405
 __snake_case												=  "up"



 @property
 def 						UpperCamelCase__					(     self ):
       return super().get_dummy_input(include_res_hidden_states_tuple=_UpperCAmelCase )





 def 						UpperCamelCase__					(     self ):
       snake_case_	=				[0.2_287, 0.3_549, -0.1_346, 0.4_797, -0.1_715, -0.9_649, 0.7_305, -0.5_864, -0.6_244]
       super().test_output(_UpperCAmelCase )







class lowerCAmelCase_						(			lowerCamelCase__ ,						unittest.TestCase	):

 '''simple docstring'''

 __snake_case												=  CrossAttnUpBlockaD  # noqa F405
 __snake_case												=  "up"



 @property
 def 						UpperCamelCase__					(     self ):
       return super().get_dummy_input(include_res_hidden_states_tuple=_UpperCAmelCase )



 def 						UpperCamelCase__					(     self ):
       snake_case_	,   snake_case_	=				super().prepare_init_args_and_inputs_for_common()
       snake_case_	=				32
       return init_dict, inputs_dict





 def 						UpperCamelCase__					(     self ):
       snake_case_	=				[-0.1_403, -0.3_515, -0.0_420, -0.1_425, 0.3_167, 0.5_094, -0.2_181, 0.5_931, 0.5_582]
       super().test_output(_UpperCAmelCase )







class lowerCAmelCase_						(			lowerCamelCase__ ,						unittest.TestCase	):

 '''simple docstring'''

 __snake_case												=  SimpleCrossAttnUpBlockaD  # noqa F405
 __snake_case												=  "up"



 @property
 def 						UpperCamelCase__					(     self ):
       return super().get_dummy_input(include_res_hidden_states_tuple=_UpperCAmelCase		,				include_encoder_hidden_states=_UpperCAmelCase )



 def 						UpperCamelCase__					(     self ):
       snake_case_	,   snake_case_	=				super().prepare_init_args_and_inputs_for_common()
       snake_case_	=				32
       return init_dict, inputs_dict





 def 						UpperCamelCase__					(     self ):
       snake_case_	=				[0.2_645, 0.1_480, 0.0_909, 0.8_044, -0.9_758, -0.9_083, 0.0_994, -1.1_453, -0.7_402]
       super().test_output(_UpperCAmelCase )







class lowerCAmelCase_						(			lowerCamelCase__ ,						unittest.TestCase	):

 '''simple docstring'''

 __snake_case												=  AttnUpBlockaD  # noqa F405
 __snake_case												=  "up"



 @property
 def 						UpperCamelCase__					(     self ):
       return super().get_dummy_input(include_res_hidden_states_tuple=_UpperCAmelCase )





 @unittest.skipIf(torch_device == '''mps'''		,				'''MPS result is not consistent''' )
 def 						UpperCamelCase__					(     self ):
       snake_case_	=				[0.0_979, 0.1_326, 0.0_021, 0.0_659, 0.2_249, 0.0_059, 0.1_132, 0.5_952, 0.1_033]
       super().test_output(_UpperCAmelCase )







class lowerCAmelCase_						(			lowerCamelCase__ ,						unittest.TestCase	):

 '''simple docstring'''

 __snake_case												=  SkipUpBlockaD  # noqa F405
 __snake_case												=  "up"



 @property
 def 						UpperCamelCase__					(     self ):
       return super().get_dummy_input(include_res_hidden_states_tuple=_UpperCAmelCase )





 def 						UpperCamelCase__					(     self ):
       snake_case_	=				[-0.0_893, -0.1_234, -0.1_506, -0.0_332, 0.0_123, -0.0_211, 0.0_566, 0.0_143, 0.0_362]
       super().test_output(_UpperCAmelCase )







class lowerCAmelCase_						(			lowerCamelCase__ ,						unittest.TestCase	):

 '''simple docstring'''

 __snake_case												=  AttnSkipUpBlockaD  # noqa F405
 __snake_case												=  "up"



 @property
 def 						UpperCamelCase__					(     self ):
       return super().get_dummy_input(include_res_hidden_states_tuple=_UpperCAmelCase )





 def 						UpperCamelCase__					(     self ):
       snake_case_	=				[0.0_361, 0.0_617, 0.2_787, -0.0_350, 0.0_342, 0.3_421, -0.0_843, 0.0_913, 0.3_015]
       super().test_output(_UpperCAmelCase )







class lowerCAmelCase_						(			lowerCamelCase__ ,						unittest.TestCase	):

 '''simple docstring'''

 __snake_case												=  UpDecoderBlockaD  # noqa F405
 __snake_case												=  "up"



 @property
 def 						UpperCamelCase__					(     self ):
       return super().get_dummy_input(include_temb=_UpperCAmelCase )



 def 						UpperCamelCase__					(     self ):
       snake_case_	=				{'''in_channels''': 32, '''out_channels''': 32}

       snake_case_	=				self.dummy_input
       return init_dict, inputs_dict





 def 						UpperCamelCase__					(     self ):
       snake_case_	=				[0.4_404, 0.1_998, -0.9_886, -0.3_320, -0.3_128, -0.7_034, -0.6_955, -0.2_338, -0.3_137]
       super().test_output(_UpperCAmelCase )







class lowerCAmelCase_						(			lowerCamelCase__ ,						unittest.TestCase	):

 '''simple docstring'''

 __snake_case												=  AttnUpDecoderBlockaD  # noqa F405
 __snake_case												=  "up"



 @property
 def 						UpperCamelCase__					(     self ):
       return super().get_dummy_input(include_temb=_UpperCAmelCase )



 def 						UpperCamelCase__					(     self ):
       snake_case_	=				{'''in_channels''': 32, '''out_channels''': 32}

       snake_case_	=				self.dummy_input
       return init_dict, inputs_dict





 def 						UpperCamelCase__					(     self ):
       snake_case_	=				[0.6_738, 0.4_491, 0.1_055, 1.0_710, 0.7_316, 0.3_339, 0.3_352, 0.1_023, 0.3_568]
       super().test_output(_UpperCAmelCase )



import unittest

from transformers import PegasusTokenizer, PegasusTokenizerFast
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      =   get_tests_dir("""fixtures/test_sentencepiece_no_bos.model""")







@require_sentencepiece
@require_tokenizers
class lowerCAmelCase_						(			lowerCamelCase__ ,						unittest.TestCase	):

 '''simple docstring'''

 __snake_case												=  PegasusTokenizer
 __snake_case												=  PegasusTokenizerFast
 __snake_case												=  True
 __snake_case												=  True



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

       # We have a SentencePiece fixture for testing
       snake_case_	=				PegasusTokenizer(_UpperCAmelCase )
       tokenizer.save_pretrained(self.tmpdirname )



 @cached_property
 def 						UpperCamelCase__					(     self ):
       return PegasusTokenizer.from_pretrained('''google/pegasus-large''' )



 def 						UpperCamelCase__					(     self		,				**_UpperCAmelCase ):
       return PegasusTokenizer.from_pretrained(self.tmpdirname		,				**_UpperCAmelCase )



 def 						UpperCamelCase__					(     self		,				_UpperCAmelCase ):
       return ("This is a test", "This is a test")



 def 						UpperCamelCase__					(     self ):
       snake_case_	=				'''</s>'''
       snake_case_	=				1

       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 ):
       snake_case_	=				list(self.get_tokenizer().get_vocab().keys() )

       self.assertEqual(vocab_keys[0]		,				'''<pad>''' )
       self.assertEqual(vocab_keys[1]		,				'''</s>''' )
       self.assertEqual(vocab_keys[-1]		,				'''v''' )
       self.assertEqual(len(_UpperCAmelCase )		,				11_03 )



 def 						UpperCamelCase__					(     self ):
       self.assertEqual(self.get_tokenizer().vocab_size		,				11_03 )



 def 						UpperCamelCase__					(     self ):
       snake_case_	=				self.rust_tokenizer_class.from_pretrained(self.tmpdirname )
       snake_case_	=				self.tokenizer_class.from_pretrained(self.tmpdirname )
       snake_case_	=				(
           '''Let\'s see which <unk> is the better <unk_token_11> one <mask_1> It seems like this <mask_2> was important'''
           ''' </s> <pad> <pad> <pad>'''
       )
       snake_case_	=				rust_tokenizer([raw_input_str]		,				return_tensors=_UpperCAmelCase		,				add_special_tokens=_UpperCAmelCase ).input_ids[0]
       snake_case_	=				py_tokenizer([raw_input_str]		,				return_tensors=_UpperCAmelCase		,				add_special_tokens=_UpperCAmelCase ).input_ids[0]
       self.assertListEqual(_UpperCAmelCase		,				_UpperCAmelCase )



 def 						UpperCamelCase__					(     self ):
       snake_case_	=				self._large_tokenizer
       # <mask_1> masks whole sentence while <mask_2> masks single word
       snake_case_	=				'''<mask_1> To ensure a <mask_2> flow of bank resolutions.'''
       snake_case_	=				[2, 4_13, 6_15, 1_14, 3, 19_71, 1_13, 16_79, 1_07_10, 1_07, 1]
       snake_case_	=				tokenizer([raw_input_str]		,				return_tensors=_UpperCAmelCase ).input_ids[0]
       self.assertListEqual(_UpperCAmelCase		,				_UpperCAmelCase )



 def 						UpperCamelCase__					(     self ):
       snake_case_	=				self._large_tokenizer
       # The tracebacks for the following asserts are **better** without messages or self.assertEqual
       assert tokenizer.vocab_size == 9_61_03
       assert tokenizer.pad_token_id == 0
       assert tokenizer.eos_token_id == 1
       assert tokenizer.offset == 1_03
       assert tokenizer.unk_token_id == tokenizer.offset + 2 == 1_05
       assert tokenizer.unk_token == "<unk>"
       assert tokenizer.model_max_length == 10_24
       snake_case_	=				'''To ensure a smooth flow of bank resolutions.'''
       snake_case_	=				[4_13, 6_15, 1_14, 22_91, 19_71, 1_13, 16_79, 1_07_10, 1_07, 1]
       snake_case_	=				tokenizer([raw_input_str]		,				return_tensors=_UpperCAmelCase ).input_ids[0]
       self.assertListEqual(_UpperCAmelCase		,				_UpperCAmelCase )
       assert tokenizer.convert_ids_to_tokens([0, 1, 2, 3] ) == ["<pad>", "</s>", "<mask_1>", "<mask_2>"]



 @require_torch
 def 						UpperCamelCase__					(     self ):
       snake_case_	=				['''This is going to be way too long.''' * 1_50, '''short example''']
       snake_case_	=				['''not super long but more than 5 tokens''', '''tiny''']
       snake_case_	=				self._large_tokenizer(_UpperCAmelCase		,				padding=_UpperCAmelCase		,				truncation=_UpperCAmelCase		,				return_tensors='''pt''' )
       snake_case_	=				self._large_tokenizer(
           text_target=_UpperCAmelCase		,				max_length=5		,				padding=_UpperCAmelCase		,				truncation=_UpperCAmelCase		,				return_tensors='''pt''' )

       assert batch.input_ids.shape == (2, 10_24)
       assert batch.attention_mask.shape == (2, 10_24)
       assert targets["input_ids"].shape == (2, 5)
       assert len(_UpperCAmelCase ) == 2  # input_ids, attention_mask.





 @slow
 def 						UpperCamelCase__					(     self ):
       # fmt: off
       snake_case_	=				{'''input_ids''': [[3_89_79, 1_43, 1_84_85, 6_06, 1_30, 2_66_69, 8_76_86, 1_21, 5_41_89, 11_29, 1_11, 2_66_69, 8_76_86, 1_21, 91_14, 1_47_87, 1_21, 1_32_49, 1_58, 5_92, 9_56, 1_21, 1_46_21, 3_15_76, 1_43, 6_26_13, 1_08, 96_88, 9_30, 4_34_30, 1_15_62, 6_26_13, 3_04, 1_08, 1_14_43, 8_97, 1_08, 93_14, 1_74_15, 6_33_99, 1_08, 1_14_43, 76_14, 1_83_16, 1_18, 42_84, 71_48, 1_24_30, 1_43, 14_00, 2_57_03, 1_58, 1_11, 42_84, 71_48, 1_17_72, 1_43, 2_12_97, 10_64, 1_58, 1_22, 2_04, 35_06, 17_54, 11_33, 1_47_87, 15_81, 1_15, 3_32_24, 44_82, 1_11, 13_55, 1_10, 2_91_73, 3_17, 5_08_33, 1_08, 2_01_47, 9_46_65, 1_11, 7_71_98, 1_07, 1], [1_10, 6_26_13, 1_17, 6_38, 1_12, 11_33, 1_21, 2_00_98, 13_55, 7_90_50, 1_38_72, 1_35, 15_96, 5_35_41, 13_52, 1_41, 1_30_39, 55_42, 1_24, 3_02, 5_18, 1_11, 2_68, 29_56, 1_15, 1_49, 44_27, 1_07, 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], [1_39, 12_35, 27_99, 1_82_89, 1_77_80, 2_04, 1_09, 94_74, 12_96, 1_07, 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]], '''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, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 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, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 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='''google/bigbird-pegasus-large-arxiv'''		,				revision='''ba85d0851d708441f91440d509690f1ab6353415'''		,				)







@require_sentencepiece
@require_tokenizers
class lowerCAmelCase_						(			lowerCamelCase__ ,						unittest.TestCase	):

 '''simple docstring'''

 __snake_case												=  PegasusTokenizer
 __snake_case												=  PegasusTokenizerFast
 __snake_case												=  True
 __snake_case												=  True



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

       # We have a SentencePiece fixture for testing
       snake_case_	=				PegasusTokenizer(_UpperCAmelCase		,				offset=0		,				mask_token_sent=_UpperCAmelCase		,				mask_token='''[MASK]''' )
       tokenizer.save_pretrained(self.tmpdirname )



 @cached_property
 def 						UpperCamelCase__					(     self ):
       return PegasusTokenizer.from_pretrained('''google/bigbird-pegasus-large-arxiv''' )



 def 						UpperCamelCase__					(     self		,				**_UpperCAmelCase ):
       return PegasusTokenizer.from_pretrained(self.tmpdirname		,				**_UpperCAmelCase )



 def 						UpperCamelCase__					(     self		,				_UpperCAmelCase ):
       return ("This is a test", "This is a test")



 def 						UpperCamelCase__					(     self ):
       snake_case_	=				self.rust_tokenizer_class.from_pretrained(self.tmpdirname )
       snake_case_	=				self.tokenizer_class.from_pretrained(self.tmpdirname )
       snake_case_	=				(
           '''Let\'s see which <unk> is the better <unk_token> one [MASK] It seems like this [MASK] was important </s>'''
           ''' <pad> <pad> <pad>'''
       )
       snake_case_	=				rust_tokenizer([raw_input_str]		,				return_tensors=_UpperCAmelCase		,				add_special_tokens=_UpperCAmelCase ).input_ids[0]
       snake_case_	=				py_tokenizer([raw_input_str]		,				return_tensors=_UpperCAmelCase		,				add_special_tokens=_UpperCAmelCase ).input_ids[0]
       self.assertListEqual(_UpperCAmelCase		,				_UpperCAmelCase )



 @require_torch
 def 						UpperCamelCase__					(     self ):
       snake_case_	=				['''This is going to be way too long.''' * 10_00, '''short example''']
       snake_case_	=				['''not super long but more than 5 tokens''', '''tiny''']
       snake_case_	=				self._large_tokenizer(_UpperCAmelCase		,				padding=_UpperCAmelCase		,				truncation=_UpperCAmelCase		,				return_tensors='''pt''' )
       snake_case_	=				self._large_tokenizer(
           text_target=_UpperCAmelCase		,				max_length=5		,				padding=_UpperCAmelCase		,				truncation=_UpperCAmelCase		,				return_tensors='''pt''' )

       assert batch.input_ids.shape == (2, 40_96)
       assert batch.attention_mask.shape == (2, 40_96)
       assert targets["input_ids"].shape == (2, 5)
       assert len(_UpperCAmelCase ) == 2  # input_ids, attention_mask.





 def 						UpperCamelCase__					(     self ):
       snake_case_	=				(
           '''This is an example string that is used to test the original TF implementation against the HF'''
           ''' implementation'''
       )

       snake_case_	=				self._large_tokenizer(_UpperCAmelCase ).input_ids

       self.assertListEqual(
           _UpperCAmelCase		,				[1_82, 1_17, 1_42, 5_87, 42_11, 1_20, 1_17, 2_63, 1_12, 8_04, 1_09, 8_56, 2_50_16, 31_37, 4_64, 1_09, 2_69_55, 31_37, 1]		,				)