code: 
  
  
  '''simple docstring'''
  
  
  
  
  import unittest
  
  from diffusers import __version__
  from diffusers.utils import deprecate
  
  
  
  
  
  class _snake_case   ( unittest.TestCase   ):
  							"""simple docstring"""
  
  
  
  
  
  							__a												=     '.'.join([str(int(__version__.split('''.'''   )[0]   ) + 1   )] + __version__.split('''.'''   )[1:]   )
  							__a												=     '0.0.1'
  
  
  
  
  
  
  
  							def 		__SCREAMING_SNAKE_CASE(   self	)     ->Optional[int]:
  
  
  
  											"""simple docstring"""
  
  
  
  
  
  
  
  											__lowerCamelCase		:      List[Any]											=					{"deprecated_arg": 4}
  
  											with self.assertWarns(lowercase_	) as warning:
  															__lowerCamelCase		:      str											=					deprecate("deprecated_arg"			,				self.higher_version			,				"message"			,				take_from=lowercase_	)
  
  											assert output == 4
  											assert (
  											    str(warning.warning	)
  											    == f'The `deprecated_arg` argument is deprecated and will be removed in version {self.higher_version}.'
  											    " message"
  											)
  
  
  
  
  
  
  
  							def 		__SCREAMING_SNAKE_CASE(   self	)     ->Optional[int]:
  
  
  
  											"""simple docstring"""
  
  
  
  
  
  
  
  											__lowerCamelCase		:      List[Any]											=					{"deprecated_arg": 4}
  
  											with self.assertWarns(lowercase_	) as warning:
  															__lowerCamelCase		:      Any											=					deprecate(("deprecated_arg", self.higher_version, "message")			,				take_from=lowercase_	)
  
  											assert output == 4
  											assert (
  											    str(warning.warning	)
  											    == f'The `deprecated_arg` argument is deprecated and will be removed in version {self.higher_version}.'
  											    " message"
  											)
  
  
  
  
  
  
  
  							def 		__SCREAMING_SNAKE_CASE(   self	)     ->Optional[int]:
  
  
  
  											"""simple docstring"""
  
  
  
  
  
  
  
  											__lowerCamelCase		:      Optional[Any]											=					{"deprecated_arg_1": 4, "deprecated_arg_2": 8}
  											with self.assertWarns(lowercase_	) as warning:
  															__lowerCamelCase						,					__lowerCamelCase		:      Optional[int]											=					deprecate(
  															    ("deprecated_arg_1", self.higher_version, "Hey")			,				("deprecated_arg_2", self.higher_version, "Hey")			,				take_from=lowercase_			,				)
  											assert output_a == 4
  											assert output_a == 8
  											assert (
  											    str(warning.warnings[0].message	)
  											    == "The `deprecated_arg_1` argument is deprecated and will be removed in version"
  											    f' {self.higher_version}. Hey'
  											)
  											assert (
  											    str(warning.warnings[1].message	)
  											    == "The `deprecated_arg_2` argument is deprecated and will be removed in version"
  											    f' {self.higher_version}. Hey'
  											)
  
  
  
  
  
  
  
  							def 		__SCREAMING_SNAKE_CASE(   self	)     ->List[Any]:
  
  
  
  											"""simple docstring"""
  
  
  
  
  
  
  
  											__lowerCamelCase		:      Optional[Any]											=					{"deprecated_arg": 4}
  
  											with self.assertRaises(lowercase_	) as error:
  															deprecate(("wrong_arg", self.higher_version, "message")			,				take_from=lowercase_	)
  
  											assert "test_deprecate_function_incorrect_arg in" in str(error.exception	)
  											assert "line" in str(error.exception	)
  											assert "got an unexpected keyword argument `deprecated_arg`" in str(error.exception	)
  
  
  
  
  
  
  
  							def 		__SCREAMING_SNAKE_CASE(   self	)     ->Union[str, Any]:
  
  
  
  											"""simple docstring"""
  
  
  
  
  
  
  
  											with self.assertWarns(lowercase_	) as warning:
  															deprecate(("deprecated_arg", self.higher_version, "message")	)
  
  											assert (
  											    str(warning.warning	)
  											    == f'`deprecated_arg` is deprecated and will be removed in version {self.higher_version}. message'
  											)
  
  
  
  
  
  
  
  							def 		__SCREAMING_SNAKE_CASE(   self	)     ->List[str]:
  
  
  
  											"""simple docstring"""
  
  
  
  
  
  
  
  											with self.assertWarns(lowercase_	) as warning:
  															deprecate(
  															    ("deprecated_arg_1", self.higher_version, "Hey")			,				("deprecated_arg_2", self.higher_version, "Hey")			,				)
  											assert (
  											    str(warning.warnings[0].message	)
  											    == f'`deprecated_arg_1` is deprecated and will be removed in version {self.higher_version}. Hey'
  											)
  											assert (
  											    str(warning.warnings[1].message	)
  											    == f'`deprecated_arg_2` is deprecated and will be removed in version {self.higher_version}. Hey'
  											)
  
  
  
  
  
  
  
  							def 		__SCREAMING_SNAKE_CASE(   self	)     ->int:
  
  
  
  											"""simple docstring"""
  
  
  
  
  
  
  
  											class _snake_case   :
  																		"""simple docstring"""
  
  
  
  
  
  																		__a												=     5
  
  											with self.assertWarns(lowercase_	) as warning:
  															__lowerCamelCase		:      Dict											=					deprecate(("arg", self.higher_version, "message")			,				take_from=Args()	)
  
  											assert arg == 5
  											assert (
  											    str(warning.warning	)
  											    == f'The `arg` attribute is deprecated and will be removed in version {self.higher_version}. message'
  											)
  
  
  
  
  
  
  
  							def 		__SCREAMING_SNAKE_CASE(   self	)     ->Tuple:
  
  
  
  											"""simple docstring"""
  
  
  
  
  
  
  
  											class _snake_case   :
  																		"""simple docstring"""
  
  
  
  
  
  																		__a												=     5
  																		__a												=     7
  
  											with self.assertWarns(lowercase_	) as warning:
  															__lowerCamelCase						,					__lowerCamelCase		:      Tuple											=					deprecate(
  															    ("arg", self.higher_version, "message")			,				("foo", self.higher_version, "message")			,				("does not exist", self.higher_version, "message")			,				take_from=Args()			,				)
  
  											assert arg_a == 5
  											assert arg_a == 7
  											assert (
  											    str(warning.warning	)
  											    == f'The `arg` attribute is deprecated and will be removed in version {self.higher_version}. message'
  											)
  											assert (
  											    str(warning.warnings[0].message	)
  											    == f'The `arg` attribute is deprecated and will be removed in version {self.higher_version}. message'
  											)
  											assert (
  											    str(warning.warnings[1].message	)
  											    == f'The `foo` attribute is deprecated and will be removed in version {self.higher_version}. message'
  											)
  
  
  
  
  
  
  
  							def 		__SCREAMING_SNAKE_CASE(   self	)     ->Union[str, Any]:
  
  
  
  											"""simple docstring"""
  
  
  
  
  
  
  
  											__lowerCamelCase		:      Tuple											=					{"deprecated_arg": 4}
  
  											with self.assertRaises(lowercase_	) as error:
  															deprecate(("wrong_arg", self.lower_version, "message")			,				take_from=lowercase_	)
  
  											assert (
  											    str(error.exception	)
  											    == "The deprecation tuple ('wrong_arg', '0.0.1', 'message') should be removed since diffusers' version"
  											    f' {__version__} is >= {self.lower_version}'
  											)
  
  
  
  
  
  
  
  							def 		__SCREAMING_SNAKE_CASE(   self	)     ->List[Any]:
  
  
  
  											"""simple docstring"""
  
  
  
  
  
  
  
  											with self.assertWarns(lowercase_	) as warning:
  															deprecate(("deprecated_arg", self.higher_version, "This message is better!!!")			,				standard_warn=lowercase_	)
  
  											assert str(warning.warning	) == "This message is better!!!"
  
  
  
  
  
  
  
  							def 		__SCREAMING_SNAKE_CASE(   self	)     ->List[str]:
  
  
  
  											"""simple docstring"""
  
  
  
  
  
  
  
  											with self.assertWarns(lowercase_	) as warning:
  															deprecate(("deprecated_arg", self.higher_version, "This message is better!!!")			,				standard_warn=lowercase_	)
  											assert str(warning.warning	) == "This message is better!!!"
  											assert "diffusers/tests/others/test_utils.py" in warning.filename
  
  
  
  
  
  
style_context: 
  
  
  '''simple docstring'''
  
  
  
  
  import json
  from typing import List, Optional, Tuple
  
  from tokenizers import pre_tokenizers, processors
  
  from ...tokenization_utils_base import AddedToken, BatchEncoding
  from ...tokenization_utils_fast import PreTrainedTokenizerFast
  from ...utils import logging
  from .tokenization_longformer import LongformerTokenizer
  
  
  __lowercase  :      str      		=				logging.get_logger(__name__)
  
  __lowercase  :      Any      		=				{"""vocab_file""": """vocab.json""", """merges_file""": """merges.txt""", """tokenizer_file""": """tokenizer.json"""}
  
  __lowercase  :      Optional[Any]      		=				{
      """vocab_file""": {
          """allenai/longformer-base-4096""": """https://huggingface.co/allenai/longformer-base-4096/resolve/main/vocab.json""",
          """allenai/longformer-large-4096""": (
              """https://huggingface.co/allenai/longformer-large-4096/resolve/main/vocab.json"""
          ),
          """allenai/longformer-large-4096-finetuned-triviaqa""": (
              """https://huggingface.co/allenai/longformer-large-4096-finetuned-triviaqa/resolve/main/vocab.json"""
          ),
          """allenai/longformer-base-4096-extra.pos.embd.only""": (
              """https://huggingface.co/allenai/longformer-base-4096-extra.pos.embd.only/resolve/main/vocab.json"""
          ),
          """allenai/longformer-large-4096-extra.pos.embd.only""": (
              """https://huggingface.co/allenai/longformer-large-4096-extra.pos.embd.only/resolve/main/vocab.json"""
          ),
      },
      """merges_file""": {
          """allenai/longformer-base-4096""": """https://huggingface.co/allenai/longformer-base-4096/resolve/main/merges.txt""",
          """allenai/longformer-large-4096""": (
              """https://huggingface.co/allenai/longformer-large-4096/resolve/main/merges.txt"""
          ),
          """allenai/longformer-large-4096-finetuned-triviaqa""": (
              """https://huggingface.co/allenai/longformer-large-4096-finetuned-triviaqa/resolve/main/merges.txt"""
          ),
          """allenai/longformer-base-4096-extra.pos.embd.only""": (
              """https://huggingface.co/allenai/longformer-base-4096-extra.pos.embd.only/resolve/main/merges.txt"""
          ),
          """allenai/longformer-large-4096-extra.pos.embd.only""": (
              """https://huggingface.co/allenai/longformer-large-4096-extra.pos.embd.only/resolve/main/merges.txt"""
          ),
      },
      """tokenizer_file""": {
          """allenai/longformer-base-4096""": (
              """https://huggingface.co/allenai/longformer-base-4096/resolve/main/tokenizer.json"""
          ),
          """allenai/longformer-large-4096""": (
              """https://huggingface.co/allenai/longformer-large-4096/resolve/main/tokenizer.json"""
          ),
          """allenai/longformer-large-4096-finetuned-triviaqa""": (
              """https://huggingface.co/allenai/longformer-large-4096-finetuned-triviaqa/resolve/main/tokenizer.json"""
          ),
          """allenai/longformer-base-4096-extra.pos.embd.only""": (
              """https://huggingface.co/allenai/longformer-base-4096-extra.pos.embd.only/resolve/main/tokenizer.json"""
          ),
          """allenai/longformer-large-4096-extra.pos.embd.only""": (
              """https://huggingface.co/allenai/longformer-large-4096-extra.pos.embd.only/resolve/main/tokenizer.json"""
          ),
      },
  }
  
  __lowercase  :      Tuple      		=				{
      """allenai/longformer-base-4096""": 40_96,
      """allenai/longformer-large-4096""": 40_96,
      """allenai/longformer-large-4096-finetuned-triviaqa""": 40_96,
      """allenai/longformer-base-4096-extra.pos.embd.only""": 40_96,
      """allenai/longformer-large-4096-extra.pos.embd.only""": 40_96,
  }
  
  
  
  
  
  class _snake_case   ( a__   ):
  							"""simple docstring"""
  
  
  
  
  
  							__a												=     VOCAB_FILES_NAMES
  							__a												=     PRETRAINED_VOCAB_FILES_MAP
  							__a												=     PRETRAINED_POSITIONAL_EMBEDDINGS_SIZES
  							__a												=     ['''input_ids''', '''attention_mask''']
  							__a												=     LongformerTokenizer
  
  
  
  
  
  
  
  							def __init__(   self			,				__A=None			,				__A=None			,				__A=None			,				__A="replace"			,				__A="<s>"			,				__A="</s>"			,				__A="</s>"			,				__A="<s>"			,				__A="<unk>"			,				__A="<pad>"			,				__A="<mask>"			,				__A=False			,				__A=True			,				**__A			,				)     ->Dict:
  
  
  
  											"""simple docstring"""
  
  
  
  
  
  
  
  											super().__init__(
  											    __A			,				__A			,				tokenizer_file=__A			,				errors=__A			,				bos_token=__A			,				eos_token=__A			,				sep_token=__A			,				cls_token=__A			,				unk_token=__A			,				pad_token=__A			,				mask_token=__A			,				add_prefix_space=__A			,				trim_offsets=__A			,				**__A			,				)
  
  											__lowerCamelCase		:      int											=					json.loads(self.backend_tokenizer.pre_tokenizer.__getstate__()	)
  											if pre_tok_state.get("add_prefix_space"			,				__A	) != add_prefix_space:
  															__lowerCamelCase		:      Any											=					getattr(__A			,				pre_tok_state.pop("type"	)	)
  															__lowerCamelCase		:      Any											=					add_prefix_space
  															__lowerCamelCase		:      Union[str, Any]											=					pre_tok_class(**__A	)
  
  											__lowerCamelCase		:      Any											=					add_prefix_space
  
  											__lowerCamelCase		:      int											=					"post_processor"
  											__lowerCamelCase		:      Optional[int]											=					getattr(self.backend_tokenizer			,				__A			,				__A	)
  											if tokenizer_component_instance:
  															__lowerCamelCase		:      Tuple											=					json.loads(tokenizer_component_instance.__getstate__()	)
  
  															# The lists 'sep' and 'cls' must be cased in tuples for the object `post_processor_class`
  															if "sep" in state:
  																			__lowerCamelCase		:      Dict											=					tuple(state["sep"]	)
  															if "cls" in state:
  																			__lowerCamelCase		:      Union[str, Any]											=					tuple(state["cls"]	)
  
  															__lowerCamelCase		:      Union[str, Any]											=					False
  
  															if state.get("add_prefix_space"			,				__A	) != add_prefix_space:
  																			__lowerCamelCase		:      Dict											=					add_prefix_space
  																			__lowerCamelCase		:      str											=					True
  
  															if state.get("trim_offsets"			,				__A	) != trim_offsets:
  																			__lowerCamelCase		:      Tuple											=					trim_offsets
  																			__lowerCamelCase		:      Optional[int]											=					True
  
  															if changes_to_apply:
  																			__lowerCamelCase		:      List[Any]											=					getattr(__A			,				state.pop("type"	)	)
  																			__lowerCamelCase		:      int											=					component_class(**__A	)
  																			setattr(self.backend_tokenizer			,				__A			,				__A	)
  
  
  
  
  
  
  
  							@property
  							def 		__SCREAMING_SNAKE_CASE(   self	)     ->str:
  
  
  
  											"""simple docstring"""
  
  
  
  
  
  
  
  											if self._mask_token is None:
  															if self.verbose:
  																			logger.error("Using mask_token, but it is not set yet."	)
  															return None
  											return str(self._mask_token	)
  
  
  
  
  
  
  
  							@mask_token.setter
  							def 		__SCREAMING_SNAKE_CASE(   self			,				__A	)     ->int:
  
  
  
  											"""simple docstring"""
  
  
  
  
  
  
  
  											__lowerCamelCase		:      List[Any]											=					AddedToken(__A			,				lstrip=__A			,				rstrip=__A	) if isinstance(__A			,				__A	) else value
  											__lowerCamelCase		:      Optional[int]											=					value
  
  
  
  
  
  
  
  							def 		__SCREAMING_SNAKE_CASE(   self			,				*__A			,				**__A	)     ->BatchEncoding:
  
  
  
  											"""simple docstring"""
  
  
  
  
  
  
  
  											__lowerCamelCase		:      Optional[int]											=					kwargs.get("is_split_into_words"			,				__A	)
  											assert self.add_prefix_space or not is_split_into_words, (
  											    f'You need to instantiate {self.__class__.__name__} with add_prefix_space=True '
  											    "to use it with pretokenized inputs."
  											)
  
  											return super()._batch_encode_plus(*__A			,				**__A	)
  
  
  
  
  
  
  
  							def 		__SCREAMING_SNAKE_CASE(   self			,				*__A			,				**__A	)     ->BatchEncoding:
  
  
  
  											"""simple docstring"""
  
  
  
  
  
  
  
  											__lowerCamelCase		:      str											=					kwargs.get("is_split_into_words"			,				__A	)
  
  											assert self.add_prefix_space or not is_split_into_words, (
  											    f'You need to instantiate {self.__class__.__name__} with add_prefix_space=True '
  											    "to use it with pretokenized inputs."
  											)
  
  											return super()._encode_plus(*__A			,				**__A	)
  
  
  
  
  
  
  
  							def 		__SCREAMING_SNAKE_CASE(   self			,				__A			,				__A = None	)     ->Tuple[str]:
  
  
  
  											"""simple docstring"""
  
  
  
  
  
  
  
  											__lowerCamelCase		:      List[str]											=					self._tokenizer.model.save(__A			,				name=__A	)
  											return tuple(__A	)
  
  
  
  
  
  
  
  							def 		__SCREAMING_SNAKE_CASE(   self			,				__A			,				__A=None	)     ->Union[str, Any]:
  
  
  
  											"""simple docstring"""
  
  
  
  
  
  
  
  											__lowerCamelCase		:      Any											=					[self.bos_token_id] + token_ids_a + [self.eos_token_id]
  											if token_ids_a is None:
  															return output
  
  											return output + [self.eos_token_id] + token_ids_a + [self.eos_token_id]
  
  
  
  
  
  
  
  							def 		__SCREAMING_SNAKE_CASE(   self			,				__A			,				__A = None	)     ->List[int]:
  
  
  
  											"""simple docstring"""
  
  
  
  
  
  
  
  											__lowerCamelCase		:      List[str]											=					[self.sep_token_id]
  											__lowerCamelCase		:      Tuple											=					[self.cls_token_id]
  
  											if token_ids_a is None:
  															return len(cls + token_ids_a + sep	) * [0]
  											return len(cls + token_ids_a + sep + sep + token_ids_a + sep	) * [0]
  
  
  
  
  
  