




from __future__ import annotations

from enum import Enum, unique
from typing import TypeVar

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







@unique
class       UpperCAmelCase(     a_     ):



	"""simple docstring"""






	a	:					Any         =     8_0
	a	:					Dict         =     7_0
	a	:					Tuple         =     6_0
	a	:					Tuple         =     5_0
	a	:					Any         =     4_0
	a	:					str         =     3_0
	a	:					Any         =     2_0
	a	:					Union[str, Any]         =     1_0







@unique
class       UpperCAmelCase(     a_     ):



	"""simple docstring"""






	a	:					List[Any]         =     2_4
	a	:					Any         =     2_1
	a	:					Any         =     1_8
	a	:					Tuple         =     1_5
	a	:					Dict         =     1_2
	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]         =     -1_2
	a	:					Dict         =     -1_5
	a	:					Union[str, Any]         =     -1_8
	a	:					Any         =     -2_1
	a	:					Optional[int]         =     -2_4

	@classmethod
	def     __a	(     cls				)					->			dict:





								"""simple docstring"""


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







	@classmethod
	def     __a	(     cls				)					->			dict:





								"""simple docstring"""


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

def 					snake_case_     (		SCREAMING_SNAKE_CASE_				)			-> Optional[Any]:
							lowercase__  :       List[Any]   					=							SIUnit.get_positive() if value > 0 else SIUnit.get_negative()
							for name_prefix, value_prefix in prefixes.items():
														lowercase__  :       Tuple   					=							value / (10**value_prefix)
														if numerical_part > 1:
																					return F"""{numerical_part!s} {name_prefix}"""
							return str(SCREAMING_SNAKE_CASE_				)
def 					snake_case_     (		SCREAMING_SNAKE_CASE_				)			-> Optional[int]:
							for prefix in BinaryUnit:
														lowercase__  :       Optional[int]   					=							value / (2**prefix.value)
														if numerical_part > 1:
																					return F"""{numerical_part!s} {prefix.name}"""
							return str(SCREAMING_SNAKE_CASE_				)


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__       ,						)
