



'''simple docstring'''

from ...configuration_utils import PretrainedConfig
from ...utils import logging


_A					:     str      =logging.get_logger(__name__)

_A					:     Dict      ={
    '''google/reformer-crime-and-punishment''': (
        '''https://huggingface.co/google/reformer-crime-and-punishment/resolve/main/config.json'''
    ),
    '''google/reformer-enwik8''': '''https://huggingface.co/google/reformer-enwik8/resolve/main/config.json''',
}



class 		lowerCamelCase__   (    A  ):




					'''simple docstring'''



					A_         =    """reformer"""
					A_         =    ["""past_buckets_states"""]
					A_         =    {}




					def __init__(	self					:						Optional[Any]  ,	UpperCamelCase_					:						List[Any]=64  ,	UpperCamelCase_					:						List[Any]=["local", "lsh", "local", "lsh", "local", "lsh"]  ,	UpperCamelCase_					:						Any=1.0  ,	UpperCamelCase_					:						Any=True  ,	UpperCamelCase_					:						Optional[int]=[64, 64]  ,	UpperCamelCase_					:						Dict=[64, 192]  ,	UpperCamelCase_					:						str=0  ,	UpperCamelCase_					:						Union[str, Any]=2  ,	UpperCamelCase_					:						Union[str, Any]=512  ,	UpperCamelCase_					:						List[str]=None  ,	UpperCamelCase_					:						Union[str, Any]="relu"  ,	UpperCamelCase_					:						int=0.05  ,	UpperCamelCase_					:						List[Any]=256  ,	UpperCamelCase_					:						List[str]=0.02  ,	UpperCamelCase_					:						Tuple=False  ,	UpperCamelCase_					:						Optional[Any]=1E-12  ,	UpperCamelCase_					:						Optional[int]=1  ,	UpperCamelCase_					:						List[str]=0  ,	UpperCamelCase_					:						Optional[Any]=0.05  ,	UpperCamelCase_					:						Tuple=64  ,	UpperCamelCase_					:						List[str]=64  ,	UpperCamelCase_					:						int=0.0  ,	UpperCamelCase_					:						Union[str, Any]=1  ,	UpperCamelCase_					:						int=0  ,	UpperCamelCase_					:						int=4096  ,	UpperCamelCase_					:						Optional[int]=12  ,	UpperCamelCase_					:						Tuple=None  ,	UpperCamelCase_					:						Union[str, Any]=1  ,	UpperCamelCase_					:						Optional[int]=0  ,	UpperCamelCase_					:						Optional[int]=320  ,	UpperCamelCase_					:						Optional[Any]=False  ,	UpperCamelCase_					:						Tuple=True  ,	UpperCamelCase_					:						str=None  ,	**UpperCamelCase_					:						Union[str, Any]  ,	)	->							Tuple:



						'''simple docstring'''





						_lowercase       :							Dict  	=		hash_seed
						_lowercase       :							List[str]  	=		vocab_size
						_lowercase       :							Optional[int]  	=		attention_head_size
						_lowercase       :							Optional[int]  	=		hidden_size
						_lowercase       :							List[Any]  	=		num_attention_heads
						_lowercase       :							Dict  	=		num_hashes
						_lowercase       :							Optional[Any]  	=		len(UpperCamelCase_       )
						_lowercase       :							Optional[Any]  	=		tuple(UpperCamelCase_       ) if isinstance(UpperCamelCase_  ,	UpperCamelCase_       ) else num_buckets
						_lowercase       :							Dict  	=		lsh_attn_chunk_length
						_lowercase       :							int  	=		local_attn_chunk_length
						_lowercase       :							Tuple  	=		lsh_num_chunks_after
						_lowercase       :							Dict  	=		lsh_num_chunks_before
						_lowercase       :							List[str]  	=		local_num_chunks_after
						_lowercase       :							List[Any]  	=		local_num_chunks_before
						_lowercase       :							List[Any]  	=		hidden_act
						_lowercase       :							List[Any]  	=		feed_forward_size
						_lowercase       :							Any  	=		hidden_dropout_prob
						_lowercase       :							str  	=		lsh_attention_probs_dropout_prob
						_lowercase       :							str  	=		local_attention_probs_dropout_prob
						_lowercase       :							Tuple  	=		max_position_embeddings
						_lowercase       :							Union[str, Any]  	=		initializer_range
						_lowercase       :							Optional[Any]  	=		layer_norm_eps
						_lowercase       :							Dict  	=		axial_pos_embds
						_lowercase       :							List[str]  	=		tuple(UpperCamelCase_       )
						_lowercase       :							Any  	=		tuple(UpperCamelCase_       )
						_lowercase       :							Any  	=		axial_norm_std
						_lowercase       :							Dict  	=		chunk_size_lm_head
						_lowercase       :							Tuple  	=		attn_layers
						_lowercase       :							Tuple  	=		use_cache
						_lowercase       :							Optional[Any]  	=		classifier_dropout
						super().__init__(
						    pad_token_id=UpperCamelCase_  ,	eos_token_id=UpperCamelCase_  ,	is_decoder=UpperCamelCase_  ,	tie_word_embeddings=UpperCamelCase_  ,	**UpperCamelCase_  ,	)


import unittest

from diffusers import __version__
from diffusers.utils import deprecate







class 	A__				(	unittest.TestCase      ):
				lowercase            =    '.'.join([str(int(__version__.split('.'      )[0]      ) + 1      )] + __version__.split('.'      )[1:]      )
				lowercase            =    '0.0.1'






				def 				_lowerCamelCase						(		self   : Dict  ):






							'''simple docstring'''







							lowerCAmelCase__ : Tuple   =						{'deprecated_arg': 4}

							with self.assertWarns(a  ) as warning:
										lowerCAmelCase__ : Optional[int]   =						deprecate('deprecated_arg'       ,	self.higher_version       ,	'message'       ,	take_from=a  )

							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 				_lowerCamelCase						(		self   : Tuple  ):






							'''simple docstring'''







							lowerCAmelCase__ : Dict   =						{'deprecated_arg': 4}

							with self.assertWarns(a  ) as warning:
										lowerCAmelCase__ : Optional[Any]   =						deprecate(('deprecated_arg', self.higher_version, 'message')       ,	take_from=a  )

							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 				_lowerCamelCase						(		self   : Tuple  ):






							'''simple docstring'''







							lowerCAmelCase__ : Any   =						{'deprecated_arg_1': 4, 'deprecated_arg_2': 8}
							with self.assertWarns(a  ) as warning:
										lowerCAmelCase__ ,							lowerCAmelCase__ : List[str]   =						deprecate(
										    ('deprecated_arg_1', self.higher_version, 'Hey')       ,	('deprecated_arg_2', self.higher_version, 'Hey')       ,	take_from=a       ,	)
							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 				_lowerCamelCase						(		self   : Union[str, Any]  ):






							'''simple docstring'''







							lowerCAmelCase__ : Optional[int]   =						{'deprecated_arg': 4}

							with self.assertRaises(a  ) as error:
										deprecate(('wrong_arg', self.higher_version, 'message')       ,	take_from=a  )

							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 				_lowerCamelCase						(		self   : int  ):






							'''simple docstring'''







							with self.assertWarns(a  ) 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 				_lowerCamelCase						(		self   : int  ):






							'''simple docstring'''







							with self.assertWarns(a  ) 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 				_lowerCamelCase						(		self   : Optional[Any]  ):






							'''simple docstring'''







							class 	A__				:
											lowercase            =    5

							with self.assertWarns(a  ) as warning:
										lowerCAmelCase__ : List[str]   =						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 				_lowerCamelCase						(		self   : str  ):






							'''simple docstring'''







							class 	A__				:
											lowercase            =    5
											lowercase            =    7

							with self.assertWarns(a  ) as warning:
										lowerCAmelCase__ ,							lowerCAmelCase__ : List[str]   =						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 				_lowerCamelCase						(		self   : Union[str, Any]  ):






							'''simple docstring'''







							lowerCAmelCase__ : List[str]   =						{'deprecated_arg': 4}

							with self.assertRaises(a  ) as error:
										deprecate(('wrong_arg', self.lower_version, 'message')       ,	take_from=a  )

							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 				_lowerCamelCase						(		self   : Dict  ):






							'''simple docstring'''







							with self.assertWarns(a  ) as warning:
										deprecate(('deprecated_arg', self.higher_version, 'This message is better!!!')       ,	standard_warn=a  )

							assert str(warning.warning  ) == "This message is better!!!"






				def 				_lowerCamelCase						(		self   : int  ):






							'''simple docstring'''







							with self.assertWarns(a  ) as warning:
										deprecate(('deprecated_arg', self.higher_version, 'This message is better!!!')       ,	standard_warn=a  )
							assert str(warning.warning  ) == "This message is better!!!"
							assert "diffusers/tests/others/test_utils.py" in warning.filename