

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


SCREAMING_SNAKE_CASE_		     = get_tests_dir("""fixtures/test_sentencepiece_no_bos.model""")

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



     '''simple docstring'''

     __snake_case					:			str				=    PegasusTokenizer
     __snake_case					:			int				=    PegasusTokenizerFast
     __snake_case					:			int				=    True
     __snake_case					:			int				=    True






     def        SCREAMING_SNAKE_CASE__						(							self		:					str )  ->	List[Any]:




           '''simple docstring'''


           super().setUp()

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






     @cached_property
     def        SCREAMING_SNAKE_CASE__						(							self		:					Optional[Any] )  ->	Optional[Any]:




           '''simple docstring'''


           return PegasusTokenizer.from_pretrained("""google/pegasus-large""" )






     def        SCREAMING_SNAKE_CASE__						(							self		:					Any		,**lowerCamelCase__		:					Tuple )  ->	PegasusTokenizer:




           '''simple docstring'''


           return PegasusTokenizer.from_pretrained(self.tmpdirname		,**lowerCamelCase__ )






     def        SCREAMING_SNAKE_CASE__						(							self		:					Optional[int]		,lowerCamelCase__		:					Optional[int] )  ->	int:




           '''simple docstring'''


           return ("This is a test", "This is a test")






     def        SCREAMING_SNAKE_CASE__						(							self		:					Optional[Any] )  ->	str:




           '''simple docstring'''


           SCREAMING_SNAKE_CASE	=		"""</s>"""
           SCREAMING_SNAKE_CASE	=		1

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






     def        SCREAMING_SNAKE_CASE__						(							self		:					Dict )  ->	Dict:




           '''simple docstring'''


           SCREAMING_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(lowerCamelCase__ )		,1103 )






     def        SCREAMING_SNAKE_CASE__						(							self		:					Tuple )  ->	Dict:




           '''simple docstring'''


           self.assertEqual(self.get_tokenizer().vocab_size		,1103 )






     def        SCREAMING_SNAKE_CASE__						(							self		:					str )  ->	Union[str, Any]:




           '''simple docstring'''


           SCREAMING_SNAKE_CASE	=		self.rust_tokenizer_class.from_pretrained(self.tmpdirname )
           SCREAMING_SNAKE_CASE	=		self.tokenizer_class.from_pretrained(self.tmpdirname )
           SCREAMING_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>"""
           )
           SCREAMING_SNAKE_CASE	=		rust_tokenizer([raw_input_str]		,return_tensors=lowerCamelCase__		,add_special_tokens=lowerCamelCase__ ).input_ids[0]
           SCREAMING_SNAKE_CASE	=		py_tokenizer([raw_input_str]		,return_tensors=lowerCamelCase__		,add_special_tokens=lowerCamelCase__ ).input_ids[0]
           self.assertListEqual(lowerCamelCase__		,lowerCamelCase__ )






     def        SCREAMING_SNAKE_CASE__						(							self		:					Optional[Any] )  ->	List[Any]:




           '''simple docstring'''


           SCREAMING_SNAKE_CASE	=		self._large_tokenizer
           # <mask_1> masks whole sentence while <mask_2> masks single word
           SCREAMING_SNAKE_CASE	=		"""<mask_1> To ensure a <mask_2> flow of bank resolutions."""
           SCREAMING_SNAKE_CASE	=		[2, 413, 615, 114, 3, 1971, 113, 1679, 10710, 107, 1]
           SCREAMING_SNAKE_CASE	=		tokenizer([raw_input_str]		,return_tensors=lowerCamelCase__ ).input_ids[0]
           self.assertListEqual(lowerCamelCase__		,lowerCamelCase__ )






     def        SCREAMING_SNAKE_CASE__						(							self		:					Any )  ->	str:




           '''simple docstring'''


           SCREAMING_SNAKE_CASE	=		self._large_tokenizer
           # The tracebacks for the following asserts are **better** without messages or self.assertEqual
           assert tokenizer.vocab_size == 96103
           assert tokenizer.pad_token_id == 0
           assert tokenizer.eos_token_id == 1
           assert tokenizer.offset == 103
           assert tokenizer.unk_token_id == tokenizer.offset + 2 == 105
           assert tokenizer.unk_token == "<unk>"
           assert tokenizer.model_max_length == 1024
           SCREAMING_SNAKE_CASE	=		"""To ensure a smooth flow of bank resolutions."""
           SCREAMING_SNAKE_CASE	=		[413, 615, 114, 2291, 1971, 113, 1679, 10710, 107, 1]
           SCREAMING_SNAKE_CASE	=		tokenizer([raw_input_str]		,return_tensors=lowerCamelCase__ ).input_ids[0]
           self.assertListEqual(lowerCamelCase__		,lowerCamelCase__ )
           assert tokenizer.convert_ids_to_tokens([0, 1, 2, 3] ) == ["<pad>", "</s>", "<mask_1>", "<mask_2>"]






     @require_torch
     def        SCREAMING_SNAKE_CASE__						(							self		:					str )  ->	Any:




           '''simple docstring'''


           SCREAMING_SNAKE_CASE	=		["""This is going to be way too long.""" * 150, """short example"""]
           SCREAMING_SNAKE_CASE	=		["""not super long but more than 5 tokens""", """tiny"""]
           SCREAMING_SNAKE_CASE	=		self._large_tokenizer(lowerCamelCase__		,padding=lowerCamelCase__		,truncation=lowerCamelCase__		,return_tensors="""pt""" )
           SCREAMING_SNAKE_CASE	=		self._large_tokenizer(
               text_target=lowerCamelCase__		,max_length=5		,padding=lowerCamelCase__		,truncation=lowerCamelCase__		,return_tensors="""pt""" )

           assert batch.input_ids.shape == (2, 1024)
           assert batch.attention_mask.shape == (2, 1024)
           assert targets["input_ids"].shape == (2, 5)
           assert len(lowerCamelCase__ ) == 2  # input_ids, attention_mask.






     @slow
     def        SCREAMING_SNAKE_CASE__						(							self		:					Tuple )  ->	List[str]:




           '''simple docstring'''


           SCREAMING_SNAKE_CASE	=		{"""input_ids""": [[38979, 143, 18485, 606, 130, 26669, 87686, 121, 54189, 1129, 111, 26669, 87686, 121, 9114, 14787, 121, 13249, 158, 592, 956, 121, 14621, 31576, 143, 62613, 108, 9688, 930, 43430, 11562, 62613, 304, 108, 11443, 897, 108, 9314, 17415, 63399, 108, 11443, 7614, 18316, 118, 4284, 7148, 12430, 143, 1400, 25703, 158, 111, 4284, 7148, 11772, 143, 21297, 1064, 158, 122, 204, 3506, 1754, 1133, 14787, 1581, 115, 33224, 4482, 111, 1355, 110, 29173, 317, 50833, 108, 20147, 94665, 111, 77198, 107, 1], [110, 62613, 117, 638, 112, 1133, 121, 20098, 1355, 79050, 13872, 135, 1596, 53541, 1352, 141, 13039, 5542, 124, 302, 518, 111, 268, 2956, 115, 149, 4427, 107, 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], [139, 1235, 2799, 18289, 17780, 204, 109, 9474, 1296, 107, 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=lowerCamelCase__		,model_name="""google/bigbird-pegasus-large-arxiv"""		,revision="""ba85d0851d708441f91440d509690f1ab6353415"""		,)

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



     '''simple docstring'''

     __snake_case					:			Tuple				=    PegasusTokenizer
     __snake_case					:			Optional[Any]				=    PegasusTokenizerFast
     __snake_case					:			Union[str, Any]				=    True
     __snake_case					:			Dict				=    True






     def        SCREAMING_SNAKE_CASE__						(							self		:					Union[str, Any] )  ->	List[Any]:




           '''simple docstring'''


           super().setUp()

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






     @cached_property
     def        SCREAMING_SNAKE_CASE__						(							self		:					Dict )  ->	Dict:




           '''simple docstring'''


           return PegasusTokenizer.from_pretrained("""google/bigbird-pegasus-large-arxiv""" )






     def        SCREAMING_SNAKE_CASE__						(							self		:					List[str]		,**lowerCamelCase__		:					str )  ->	PegasusTokenizer:




           '''simple docstring'''


           return PegasusTokenizer.from_pretrained(self.tmpdirname		,**lowerCamelCase__ )






     def        SCREAMING_SNAKE_CASE__						(							self		:					Optional[int]		,lowerCamelCase__		:					str )  ->	Optional[int]:




           '''simple docstring'''


           return ("This is a test", "This is a test")






     def        SCREAMING_SNAKE_CASE__						(							self		:					int )  ->	Dict:




           '''simple docstring'''


           SCREAMING_SNAKE_CASE	=		self.rust_tokenizer_class.from_pretrained(self.tmpdirname )
           SCREAMING_SNAKE_CASE	=		self.tokenizer_class.from_pretrained(self.tmpdirname )
           SCREAMING_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>"""
           )
           SCREAMING_SNAKE_CASE	=		rust_tokenizer([raw_input_str]		,return_tensors=lowerCamelCase__		,add_special_tokens=lowerCamelCase__ ).input_ids[0]
           SCREAMING_SNAKE_CASE	=		py_tokenizer([raw_input_str]		,return_tensors=lowerCamelCase__		,add_special_tokens=lowerCamelCase__ ).input_ids[0]
           self.assertListEqual(lowerCamelCase__		,lowerCamelCase__ )






     @require_torch
     def        SCREAMING_SNAKE_CASE__						(							self		:					Optional[int] )  ->	Any:




           '''simple docstring'''


           SCREAMING_SNAKE_CASE	=		["""This is going to be way too long.""" * 1000, """short example"""]
           SCREAMING_SNAKE_CASE	=		["""not super long but more than 5 tokens""", """tiny"""]
           SCREAMING_SNAKE_CASE	=		self._large_tokenizer(lowerCamelCase__		,padding=lowerCamelCase__		,truncation=lowerCamelCase__		,return_tensors="""pt""" )
           SCREAMING_SNAKE_CASE	=		self._large_tokenizer(
               text_target=lowerCamelCase__		,max_length=5		,padding=lowerCamelCase__		,truncation=lowerCamelCase__		,return_tensors="""pt""" )

           assert batch.input_ids.shape == (2, 4096)
           assert batch.attention_mask.shape == (2, 4096)
           assert targets["input_ids"].shape == (2, 5)
           assert len(lowerCamelCase__ ) == 2  # input_ids, attention_mask.






     def        SCREAMING_SNAKE_CASE__						(							self		:					Tuple )  ->	Tuple:




           '''simple docstring'''


           SCREAMING_SNAKE_CASE	=		(
               """This is an example string that is used to test the original TF implementation against the HF"""
               """ implementation"""
           )

           SCREAMING_SNAKE_CASE	=		self._large_tokenizer(lowerCamelCase__ ).input_ids

           self.assertListEqual(
               lowerCamelCase__		,[182, 117, 142, 587, 4211, 120, 117, 263, 112, 804, 109, 856, 25016, 3137, 464, 109, 26955, 3137, 1]		,)









from ..utils import DummyObject, requires_backends

class 	UpperCamelCase__				(   metaclass=lowerCAmelCase_     ):



     '''simple docstring'''

     __snake_case					:			Dict				=    ["sentencepiece"]






     def __init__(							self		:					int		,*lowerCamelCase__		:					Any		,**lowerCamelCase__		:					Any )  ->	str:




           '''simple docstring'''


           requires_backends(self		,["""sentencepiece"""] )

class 	UpperCamelCase__				(   metaclass=lowerCAmelCase_     ):



     '''simple docstring'''

     __snake_case					:			Union[str, Any]				=    ["sentencepiece"]






     def __init__(							self		:					Any		,*lowerCamelCase__		:					str		,**lowerCamelCase__		:					List[Any] )  ->	str:




           '''simple docstring'''


           requires_backends(self		,["""sentencepiece"""] )

class 	UpperCamelCase__				(   metaclass=lowerCAmelCase_     ):



     '''simple docstring'''

     __snake_case					:			str				=    ["sentencepiece"]






     def __init__(							self		:					Union[str, Any]		,*lowerCamelCase__		:					Union[str, Any]		,**lowerCamelCase__		:					Optional[int] )  ->	Optional[int]:




           '''simple docstring'''


           requires_backends(self		,["""sentencepiece"""] )

class 	UpperCamelCase__				(   metaclass=lowerCAmelCase_     ):



     '''simple docstring'''

     __snake_case					:			Dict				=    ["sentencepiece"]






     def __init__(							self		:					Tuple		,*lowerCamelCase__		:					Dict		,**lowerCamelCase__		:					Any )  ->	Union[str, Any]:




           '''simple docstring'''


           requires_backends(self		,["""sentencepiece"""] )

class 	UpperCamelCase__				(   metaclass=lowerCAmelCase_     ):



     '''simple docstring'''

     __snake_case					:			Dict				=    ["sentencepiece"]






     def __init__(							self		:					Optional[int]		,*lowerCamelCase__		:					List[Any]		,**lowerCamelCase__		:					Optional[int] )  ->	str:




           '''simple docstring'''


           requires_backends(self		,["""sentencepiece"""] )

class 	UpperCamelCase__				(   metaclass=lowerCAmelCase_     ):



     '''simple docstring'''

     __snake_case					:			List[str]				=    ["sentencepiece"]






     def __init__(							self		:					Union[str, Any]		,*lowerCamelCase__		:					Union[str, Any]		,**lowerCamelCase__		:					Optional[Any] )  ->	Tuple:




           '''simple docstring'''


           requires_backends(self		,["""sentencepiece"""] )

class 	UpperCamelCase__				(   metaclass=lowerCAmelCase_     ):



     '''simple docstring'''

     __snake_case					:			List[str]				=    ["sentencepiece"]






     def __init__(							self		:					int		,*lowerCamelCase__		:					List[str]		,**lowerCamelCase__		:					str )  ->	Optional[int]:




           '''simple docstring'''


           requires_backends(self		,["""sentencepiece"""] )

class 	UpperCamelCase__				(   metaclass=lowerCAmelCase_     ):



     '''simple docstring'''

     __snake_case					:			int				=    ["sentencepiece"]






     def __init__(							self		:					Union[str, Any]		,*lowerCamelCase__		:					List[Any]		,**lowerCamelCase__		:					Optional[Any] )  ->	int:




           '''simple docstring'''


           requires_backends(self		,["""sentencepiece"""] )

class 	UpperCamelCase__				(   metaclass=lowerCAmelCase_     ):



     '''simple docstring'''

     __snake_case					:			List[Any]				=    ["sentencepiece"]






     def __init__(							self		:					List[str]		,*lowerCamelCase__		:					List[str]		,**lowerCamelCase__		:					int )  ->	Tuple:




           '''simple docstring'''


           requires_backends(self		,["""sentencepiece"""] )

class 	UpperCamelCase__				(   metaclass=lowerCAmelCase_     ):



     '''simple docstring'''

     __snake_case					:			Union[str, Any]				=    ["sentencepiece"]






     def __init__(							self		:					str		,*lowerCamelCase__		:					Union[str, Any]		,**lowerCamelCase__		:					List[str] )  ->	Optional[int]:




           '''simple docstring'''


           requires_backends(self		,["""sentencepiece"""] )

class 	UpperCamelCase__				(   metaclass=lowerCAmelCase_     ):



     '''simple docstring'''

     __snake_case					:			Any				=    ["sentencepiece"]






     def __init__(							self		:					int		,*lowerCamelCase__		:					Dict		,**lowerCamelCase__		:					List[Any] )  ->	List[str]:




           '''simple docstring'''


           requires_backends(self		,["""sentencepiece"""] )

class 	UpperCamelCase__				(   metaclass=lowerCAmelCase_     ):



     '''simple docstring'''

     __snake_case					:			Any				=    ["sentencepiece"]






     def __init__(							self		:					Dict		,*lowerCamelCase__		:					Any		,**lowerCamelCase__		:					Optional[int] )  ->	Union[str, Any]:




           '''simple docstring'''


           requires_backends(self		,["""sentencepiece"""] )

class 	UpperCamelCase__				(   metaclass=lowerCAmelCase_     ):



     '''simple docstring'''

     __snake_case					:			Tuple				=    ["sentencepiece"]






     def __init__(							self		:					Dict		,*lowerCamelCase__		:					int		,**lowerCamelCase__		:					Optional[int] )  ->	Optional[Any]:




           '''simple docstring'''


           requires_backends(self		,["""sentencepiece"""] )

class 	UpperCamelCase__				(   metaclass=lowerCAmelCase_     ):



     '''simple docstring'''

     __snake_case					:			List[Any]				=    ["sentencepiece"]






     def __init__(							self		:					Optional[Any]		,*lowerCamelCase__		:					Tuple		,**lowerCamelCase__		:					int )  ->	Any:




           '''simple docstring'''


           requires_backends(self		,["""sentencepiece"""] )

class 	UpperCamelCase__				(   metaclass=lowerCAmelCase_     ):



     '''simple docstring'''

     __snake_case					:			Tuple				=    ["sentencepiece"]






     def __init__(							self		:					Optional[Any]		,*lowerCamelCase__		:					Tuple		,**lowerCamelCase__		:					Dict )  ->	Union[str, Any]:




           '''simple docstring'''


           requires_backends(self		,["""sentencepiece"""] )

class 	UpperCamelCase__				(   metaclass=lowerCAmelCase_     ):



     '''simple docstring'''

     __snake_case					:			List[Any]				=    ["sentencepiece"]






     def __init__(							self		:					int		,*lowerCamelCase__		:					str		,**lowerCamelCase__		:					Optional[Any] )  ->	Dict:




           '''simple docstring'''


           requires_backends(self		,["""sentencepiece"""] )

class 	UpperCamelCase__				(   metaclass=lowerCAmelCase_     ):



     '''simple docstring'''

     __snake_case					:			int				=    ["sentencepiece"]






     def __init__(							self		:					Union[str, Any]		,*lowerCamelCase__		:					Any		,**lowerCamelCase__		:					str )  ->	List[Any]:




           '''simple docstring'''


           requires_backends(self		,["""sentencepiece"""] )

class 	UpperCamelCase__				(   metaclass=lowerCAmelCase_     ):



     '''simple docstring'''

     __snake_case					:			Dict				=    ["sentencepiece"]






     def __init__(							self		:					int		,*lowerCamelCase__		:					Any		,**lowerCamelCase__		:					Dict )  ->	List[Any]:




           '''simple docstring'''


           requires_backends(self		,["""sentencepiece"""] )

class 	UpperCamelCase__				(   metaclass=lowerCAmelCase_     ):



     '''simple docstring'''

     __snake_case					:			int				=    ["sentencepiece"]






     def __init__(							self		:					List[Any]		,*lowerCamelCase__		:					str		,**lowerCamelCase__		:					Any )  ->	int:




           '''simple docstring'''


           requires_backends(self		,["""sentencepiece"""] )

class 	UpperCamelCase__				(   metaclass=lowerCAmelCase_     ):



     '''simple docstring'''

     __snake_case					:			Union[str, Any]				=    ["sentencepiece"]






     def __init__(							self		:					Dict		,*lowerCamelCase__		:					Optional[int]		,**lowerCamelCase__		:					str )  ->	Tuple:




           '''simple docstring'''


           requires_backends(self		,["""sentencepiece"""] )

class 	UpperCamelCase__				(   metaclass=lowerCAmelCase_     ):



     '''simple docstring'''

     __snake_case					:			str				=    ["sentencepiece"]






     def __init__(							self		:					Union[str, Any]		,*lowerCamelCase__		:					int		,**lowerCamelCase__		:					Any )  ->	List[str]:




           '''simple docstring'''


           requires_backends(self		,["""sentencepiece"""] )

class 	UpperCamelCase__				(   metaclass=lowerCAmelCase_     ):



     '''simple docstring'''

     __snake_case					:			Any				=    ["sentencepiece"]






     def __init__(							self		:					Dict		,*lowerCamelCase__		:					Tuple		,**lowerCamelCase__		:					str )  ->	int:




           '''simple docstring'''


           requires_backends(self		,["""sentencepiece"""] )

class 	UpperCamelCase__				(   metaclass=lowerCAmelCase_     ):



     '''simple docstring'''

     __snake_case					:			List[str]				=    ["sentencepiece"]






     def __init__(							self		:					Optional[int]		,*lowerCamelCase__		:					Optional[int]		,**lowerCamelCase__		:					Union[str, Any] )  ->	Tuple:




           '''simple docstring'''


           requires_backends(self		,["""sentencepiece"""] )

class 	UpperCamelCase__				(   metaclass=lowerCAmelCase_     ):



     '''simple docstring'''

     __snake_case					:			str				=    ["sentencepiece"]






     def __init__(							self		:					Optional[Any]		,*lowerCamelCase__		:					Optional[int]		,**lowerCamelCase__		:					List[Any] )  ->	Any:




           '''simple docstring'''


           requires_backends(self		,["""sentencepiece"""] )

class 	UpperCamelCase__				(   metaclass=lowerCAmelCase_     ):



     '''simple docstring'''

     __snake_case					:			Optional[Any]				=    ["sentencepiece"]






     def __init__(							self		:					List[str]		,*lowerCamelCase__		:					Tuple		,**lowerCamelCase__		:					str )  ->	Union[str, Any]:




           '''simple docstring'''


           requires_backends(self		,["""sentencepiece"""] )

class 	UpperCamelCase__				(   metaclass=lowerCAmelCase_     ):



     '''simple docstring'''

     __snake_case					:			Optional[int]				=    ["sentencepiece"]






     def __init__(							self		:					Optional[Any]		,*lowerCamelCase__		:					Tuple		,**lowerCamelCase__		:					str )  ->	Dict:




           '''simple docstring'''


           requires_backends(self		,["""sentencepiece"""] )

class 	UpperCamelCase__				(   metaclass=lowerCAmelCase_     ):



     '''simple docstring'''

     __snake_case					:			Tuple				=    ["sentencepiece"]






     def __init__(							self		:					Any		,*lowerCamelCase__		:					Optional[int]		,**lowerCamelCase__		:					Any )  ->	Optional[int]:




           '''simple docstring'''


           requires_backends(self		,["""sentencepiece"""] )

class 	UpperCamelCase__				(   metaclass=lowerCAmelCase_     ):



     '''simple docstring'''

     __snake_case					:			Dict				=    ["sentencepiece"]






     def __init__(							self		:					Union[str, Any]		,*lowerCamelCase__		:					List[str]		,**lowerCamelCase__		:					List[Any] )  ->	str:




           '''simple docstring'''


           requires_backends(self		,["""sentencepiece"""] )

class 	UpperCamelCase__				(   metaclass=lowerCAmelCase_     ):



     '''simple docstring'''

     __snake_case					:			str				=    ["sentencepiece"]






     def __init__(							self		:					int		,*lowerCamelCase__		:					str		,**lowerCamelCase__		:					str )  ->	Dict:




           '''simple docstring'''


           requires_backends(self		,["""sentencepiece"""] )

class 	UpperCamelCase__				(   metaclass=lowerCAmelCase_     ):



     '''simple docstring'''

     __snake_case					:			Union[str, Any]				=    ["sentencepiece"]






     def __init__(							self		:					int		,*lowerCamelCase__		:					List[Any]		,**lowerCamelCase__		:					Optional[int] )  ->	List[str]:




           '''simple docstring'''


           requires_backends(self		,["""sentencepiece"""] )

class 	UpperCamelCase__				(   metaclass=lowerCAmelCase_     ):



     '''simple docstring'''

     __snake_case					:			Union[str, Any]				=    ["sentencepiece"]






     def __init__(							self		:					List[Any]		,*lowerCamelCase__		:					Tuple		,**lowerCamelCase__		:					Dict )  ->	Dict:




           '''simple docstring'''


           requires_backends(self		,["""sentencepiece"""] )


