






"""simple docstring"""







from __future__ import annotations

from enum import Enum, unique
from typing import TypeVar

# Create a generic variable that can be 'Enum', or any subclass.
lowerCAmelCase_		:			int				   =					TypeVar('''T''', bound='''Enum''')





@unique
class      UpperCamelCase_       (				a_     ):
  _A				:    Any =		80
  _A				:    Dict =		70
  _A				:    Tuple =		60
  _A				:    Tuple =		50
  _A				:    Any =		40
  _A				:    str =		30
  _A				:    Any =		20
  _A				:    Union[str, Any] =		10





@unique
class      UpperCamelCase_       (				a_     ):
  _A				:    List[Any] =		24
  _A				:    Any =		21
  _A				:    Any =		18
  _A				:    Tuple =		15
  _A				:    Dict =		12
  _A				:    List[str] =		9
  _A				:    Any =		6
  _A				:    int =		3
  _A				:    Tuple =		2
  _A				:    str =		1
  _A				:    Union[str, Any] =		-1
  _A				:    Dict =		-2
  _A				:    Optional[Any] =		-3
  _A				:    int =		-6
  _A				:    str =		-9
  _A				:    Optional[Any] =		-12
  _A				:    Dict =		-15
  _A				:    Union[str, Any] =		-18
  _A				:    Any =		-21
  _A				:    Optional[int] =		-24



  @classmethod
  def 						UpperCamelCase_ (					cls )	->	dict:



         """simple docstring"""





         return {unit.name: unit.value for unit in cls if unit.value > 0}



  @classmethod
  def 						UpperCamelCase_ (					cls )	->	dict:



         """simple docstring"""





         return {unit.name: unit.value for unit in cls if unit.value < 0}






def 					_lowerCAmelCase				(					lowerCAmelCase						):







       '''simple docstring'''
       UpperCAmelCase					=	SIUnit.get_positive() if value > 0 else SIUnit.get_negative()
       for name_prefix, value_prefix in prefixes.items():
              UpperCAmelCase					=	value / (10**value_prefix)
              if numerical_part > 1:
                     return F'''{numerical_part!s} {name_prefix}'''
       return str(lowerCAmelCase						)






def 					_lowerCAmelCase				(					lowerCAmelCase						):







       '''simple docstring'''
       for prefix in BinaryUnit:
              UpperCAmelCase					=	value / (2**prefix.value)
              if numerical_part > 1:
                     return F'''{numerical_part!s} {prefix.name}'''
       return str(lowerCAmelCase						)


if __name__ == "__main__":
 import doctest

 doctest.testmod()








"""simple docstring"""







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


lowerCAmelCase_		:			str				   =					logging.get_logger(__name__)

lowerCAmelCase_		:			Optional[int]				   =					{
    '''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_     ):
  _A				:    int =		'reformer'
  _A				:    Any =		['past_buckets_states']
  _A				:    Optional[Any] =		{}



  def __init__(					self       ,						snake_case__=64       ,						snake_case__=["local", "lsh", "local", "lsh", "local", "lsh"]       ,						snake_case__=1.0       ,						snake_case__=True       ,						snake_case__=[64, 64]       ,						snake_case__=[64, 1_92]       ,						snake_case__=0       ,						snake_case__=2       ,						snake_case__=5_12       ,						snake_case__=None       ,						snake_case__="relu"       ,						snake_case__=0.05       ,						snake_case__=2_56       ,						snake_case__=0.02       ,						snake_case__=False       ,						snake_case__=1e-12       ,						snake_case__=1       ,						snake_case__=0       ,						snake_case__=0.05       ,						snake_case__=64       ,						snake_case__=64       ,						snake_case__=0.0       ,						snake_case__=1       ,						snake_case__=0       ,						snake_case__=40_96       ,						snake_case__=12       ,						snake_case__=None       ,						snake_case__=1       ,						snake_case__=0       ,						snake_case__=3_20       ,						snake_case__=False       ,						snake_case__=True       ,						snake_case__=None       ,						**snake_case__       ,						)	->	List[Any]:



         """simple docstring"""





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