


"""simple docstring"""
from ...configuration_utils import PretrainedConfig
from ...utils import logging


__SCREAMING_SNAKE_CASE				:     List[Any]		=     logging.get_logger(__name__)

__SCREAMING_SNAKE_CASE				:     Optional[Any]		=     {
    '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   __A  (__A):





							'''simple docstring'''

							__lowercase:		Any				   =     "reformer"
							__lowercase:		Dict				   =     ["past_buckets_states"]
							__lowercase:		Dict				   =     {}



							def __init__(					self				:   str		,							UpperCAmelCase_				:   str=64		,							UpperCAmelCase_				:   Tuple=["local", "lsh", "local", "lsh", "local", "lsh"]		,							UpperCAmelCase_				:   Union[str, Any]=1.0		,							UpperCAmelCase_				:   int=True		,							UpperCAmelCase_				:   List[str]=[64, 64]		,							UpperCAmelCase_				:   Any=[64, 192]		,							UpperCAmelCase_				:   Dict=0		,							UpperCAmelCase_				:   List[str]=2		,							UpperCAmelCase_				:   List[str]=512		,							UpperCAmelCase_				:   Union[str, Any]=None		,							UpperCAmelCase_				:   List[str]="relu"		,							UpperCAmelCase_				:   List[Any]=0.05		,							UpperCAmelCase_				:   Tuple=256		,							UpperCAmelCase_				:   Dict=0.02		,							UpperCAmelCase_				:   str=False		,							UpperCAmelCase_				:   Union[str, Any]=1E-12		,							UpperCAmelCase_				:   Optional[int]=1		,							UpperCAmelCase_				:   str=0		,							UpperCAmelCase_				:   Optional[Any]=0.05		,							UpperCAmelCase_				:   Union[str, Any]=64		,							UpperCAmelCase_				:   List[str]=64		,							UpperCAmelCase_				:   Optional[Any]=0.0		,							UpperCAmelCase_				:   Tuple=1		,							UpperCAmelCase_				:   Tuple=0		,							UpperCAmelCase_				:   Any=4_096		,							UpperCAmelCase_				:   int=12		,							UpperCAmelCase_				:   str=None		,							UpperCAmelCase_				:   Optional[int]=1		,							UpperCAmelCase_				:   str=0		,							UpperCAmelCase_				:   Union[str, Any]=320		,							UpperCAmelCase_				:   List[Any]=False		,							UpperCAmelCase_				:   Optional[int]=True		,							UpperCAmelCase_				:   Tuple=None		,							**UpperCAmelCase_				:   Union[str, Any]		,							)       ->str:



														"""simple docstring"""



														snake_case_     							=		hash_seed
														snake_case_     							=		vocab_size
														snake_case_     							=		attention_head_size
														snake_case_     							=		hidden_size
														snake_case_     							=		num_attention_heads
														snake_case_     							=		num_hashes
														snake_case_     							=		len(lowercase_							)
														snake_case_     							=		tuple(lowercase_							) if isinstance(lowercase_		,							lowercase_							) else num_buckets
														snake_case_     							=		lsh_attn_chunk_length
														snake_case_     							=		local_attn_chunk_length
														snake_case_     							=		lsh_num_chunks_after
														snake_case_     							=		lsh_num_chunks_before
														snake_case_     							=		local_num_chunks_after
														snake_case_     							=		local_num_chunks_before
														snake_case_     							=		hidden_act
														snake_case_     							=		feed_forward_size
														snake_case_     							=		hidden_dropout_prob
														snake_case_     							=		lsh_attention_probs_dropout_prob
														snake_case_     							=		local_attention_probs_dropout_prob
														snake_case_     							=		max_position_embeddings
														snake_case_     							=		initializer_range
														snake_case_     							=		layer_norm_eps
														snake_case_     							=		axial_pos_embds
														snake_case_     							=		tuple(lowercase_							)
														snake_case_     							=		tuple(lowercase_							)
														snake_case_     							=		axial_norm_std
														snake_case_     							=		chunk_size_lm_head
														snake_case_     							=		attn_layers
														snake_case_     							=		use_cache
														snake_case_     							=		classifier_dropout
														super().__init__(
														    pad_token_id=lowercase_		,							eos_token_id=lowercase_		,							is_decoder=lowercase_		,							tie_word_embeddings=lowercase_		,							**lowercase_		,							)




from .number_theory.prime_numbers import next_prime



class     snake_case_			:






   def __init__( self							:	Tuple      ,		lowercase_							:	int      ,		lowercase_							:	int | None = None      ,		lowercase_							:	float | None = None      ,		)   ->		None:
       lowercase__					:  Optional[Any]          =							size_table
       lowercase__					:  Tuple          =							[None] * self.size_table
       lowercase__					:  List[str]          =							0.75 if lim_charge is None else lim_charge
       lowercase__					:  Optional[Any]          =							1 if charge_factor is None else charge_factor
       lowercase__					:  list          =							[]
       lowercase__					:  dict          =							{}






   def  __UpperCamelCase	( self							:	List[Any]    )   ->		Optional[Any]:
       return self._keys






   def  __UpperCamelCase	( self							:	Any    )   ->		List[Any]:
       return sum(1 for slot in self.values if slot is not None    ) / (
           self.size_table * self.charge_factor
       )






   def  __UpperCamelCase	( self							:	int      ,		lowercase_							:	Union[str, Any]    )   ->		Dict:
       return key % self.size_table






   def  __UpperCamelCase	( self							:	Union[str, Any]      ,		lowercase_							:	Any    )   ->		List[str]:
       print(F'''step {step_ord}'''    )
       print(list(range(len(self.values    )    )    )    )
       print(self.values    )






   def  __UpperCamelCase	( self							:	Tuple      ,		lowercase_							:	List[Any]    )   ->		Union[str, Any]:
       lowercase__					:  Any          =							1
       lowercase__					:  Dict          =							values
       for value in values:
           self.insert_data(lowercase_    )
           self._step_by_step(lowercase_    )
           i += 1






   def  __UpperCamelCase	( self							:	Tuple      ,		lowercase_							:	Dict      ,		lowercase_							:	Optional[Any]    )   ->		Any:
       lowercase__					:  str          =							data
       lowercase__					:  List[str]          =							data






   def  __UpperCamelCase	( self							:	int      ,		lowercase_							:	Any      ,		lowercase_							:	int=None    )   ->		int:
       lowercase__					:  Dict          =							self.hash_function(key + 1    )

       while self.values[new_key] is not None and self.values[new_key] != key:
           if self.values.count(lowercase_    ) > 0:
               lowercase__					:  List[Any]          =							self.hash_function(new_key + 1    )
           else:
               lowercase__					:  List[str]          =							None
               break

       return new_key






   def  __UpperCamelCase	( self							:	Union[str, Any]    )   ->		Optional[int]:
       lowercase__					:  Tuple          =							[value for value in self.values if value is not None]
       lowercase__					:  Any          =							next_prime(self.size_table      ,		factor=2    )
       self._keys.clear()
       lowercase__					:  Tuple          =							[None] * self.size_table  # hell's pointers D: don't DRY ;/
       for value in survivor_values:
           self.insert_data(lowercase_    )







   def  __UpperCamelCase	( self							:	Dict      ,		lowercase_							:	Optional[int]    )   ->		int:
       lowercase__					:  List[str]          =							self.hash_function(lowercase_    )

       if self.values[key] is None:
           self._set_value(lowercase_      ,		lowercase_    )

       elif self.values[key] == data:
           pass

       else:
           lowercase__					:  List[Any]          =							self._collision_resolution(lowercase_      ,		lowercase_    )
           if collision_resolution is not None:
               self._set_value(lowercase_      ,		lowercase_    )
           else:
               self.rehashing()
               self.insert_data(lowercase_    )



