




'''simple docstring'''




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


snake_case__      				=  logging.get_logger(__name__)

snake_case__      				=  {
    """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 			UpperCamelCase_   (a__   ):







						"""simple docstring"""


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







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





											"""simple docstring"""







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





"""simple docstring"""




def   UpperCamelCase_  (		SCREAMING_SNAKE_CASE_			):
					if not isinstance(SCREAMING_SNAKE_CASE_,     SCREAMING_SNAKE_CASE_			):
										SCREAMING_SNAKE_CASE				=	(
										    'operation can not be conducted on a object of type '
										    f'''{type(SCREAMING_SNAKE_CASE_			).__name__}'''
										)
										raise TypeError(SCREAMING_SNAKE_CASE_			)
					SCREAMING_SNAKE_CASE				=	''
					for _ in range(0,     3_2			):
										bit_string += str(number % 2			)
										SCREAMING_SNAKE_CASE				=	number >> 1
					return bit_string

def   UpperCamelCase_  (		SCREAMING_SNAKE_CASE_			):
					if number < 0:
										raise ValueError('the value of input must be positive'			)
					elif isinstance(SCREAMING_SNAKE_CASE_,     SCREAMING_SNAKE_CASE_			):
										raise TypeError('Input value must be a \'int\' type'			)
					elif isinstance(SCREAMING_SNAKE_CASE_,     SCREAMING_SNAKE_CASE_			):
										raise TypeError('\'<\' not supported between instances of \'str\' and \'int\''			)
					SCREAMING_SNAKE_CASE				=	0
					# iterator over [1 to 32],since we are dealing with 32 bit integer
					for _ in range(1,     3_3			):
										# left shift the bits by unity
										SCREAMING_SNAKE_CASE				=	result << 1
										# get the end bit
										SCREAMING_SNAKE_CASE				=	number % 2
										# right shift the bits by unity
										SCREAMING_SNAKE_CASE				=	number >> 1
										# add that bit to our ans
										SCREAMING_SNAKE_CASE				=	result | end_bit
					return get_reverse_bit_string(SCREAMING_SNAKE_CASE_			)


if __name__ == "__main__":
	import doctest

	doctest.testmod()
