
"""simple docstring"""


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


__A       						=       logging.get_logger(__name__)

__A       						=       {
    '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__					(					__magic_name__				):





			'''simple docstring'''
			lowerCamelCase  					=		'''reformer'''
			lowerCamelCase  					=		['''past_buckets_states''']
			lowerCamelCase  					=		{}



			def __init__(							self     ,     __UpperCAmelCase=64     ,     __UpperCAmelCase=["local", "lsh", "local", "lsh", "local", "lsh"]     ,     __UpperCAmelCase=1.0     ,     __UpperCAmelCase=True     ,     __UpperCAmelCase=[64, 64]     ,     __UpperCAmelCase=[64, 1_92]     ,     __UpperCAmelCase=0     ,     __UpperCAmelCase=2     ,     __UpperCAmelCase=5_12     ,     __UpperCAmelCase=None     ,     __UpperCAmelCase="relu"     ,     __UpperCAmelCase=0.0_5     ,     __UpperCAmelCase=2_56     ,     __UpperCAmelCase=0.0_2     ,     __UpperCAmelCase=False     ,     __UpperCAmelCase=1e-12     ,     __UpperCAmelCase=1     ,     __UpperCAmelCase=0     ,     __UpperCAmelCase=0.0_5     ,     __UpperCAmelCase=64     ,     __UpperCAmelCase=64     ,     __UpperCAmelCase=0.0     ,     __UpperCAmelCase=1     ,     __UpperCAmelCase=0     ,     __UpperCAmelCase=40_96     ,     __UpperCAmelCase=12     ,     __UpperCAmelCase=None     ,     __UpperCAmelCase=1     ,     __UpperCAmelCase=0     ,     __UpperCAmelCase=3_20     ,     __UpperCAmelCase=False     ,     __UpperCAmelCase=True     ,     __UpperCAmelCase=None     ,     **__UpperCAmelCase     ,     ) ->     Tuple:
				_lowerCAmelCase								=hash_seed
				_lowerCAmelCase								=vocab_size
				_lowerCAmelCase								=attention_head_size
				_lowerCAmelCase								=hidden_size
				_lowerCAmelCase								=num_attention_heads
				_lowerCAmelCase								=num_hashes
				_lowerCAmelCase								=len(__UpperCAmelCase  )
				_lowerCAmelCase								=tuple(__UpperCAmelCase  ) if isinstance(__UpperCAmelCase     ,     __UpperCAmelCase  ) else num_buckets
				_lowerCAmelCase								=lsh_attn_chunk_length
				_lowerCAmelCase								=local_attn_chunk_length
				_lowerCAmelCase								=lsh_num_chunks_after
				_lowerCAmelCase								=lsh_num_chunks_before
				_lowerCAmelCase								=local_num_chunks_after
				_lowerCAmelCase								=local_num_chunks_before
				_lowerCAmelCase								=hidden_act
				_lowerCAmelCase								=feed_forward_size
				_lowerCAmelCase								=hidden_dropout_prob
				_lowerCAmelCase								=lsh_attention_probs_dropout_prob
				_lowerCAmelCase								=local_attention_probs_dropout_prob
				_lowerCAmelCase								=max_position_embeddings
				_lowerCAmelCase								=initializer_range
				_lowerCAmelCase								=layer_norm_eps
				_lowerCAmelCase								=axial_pos_embds
				_lowerCAmelCase								=tuple(__UpperCAmelCase  )
				_lowerCAmelCase								=tuple(__UpperCAmelCase  )
				_lowerCAmelCase								=axial_norm_std
				_lowerCAmelCase								=chunk_size_lm_head
				_lowerCAmelCase								=attn_layers
				_lowerCAmelCase								=use_cache
				_lowerCAmelCase								=classifier_dropout
				super().__init__(
				    pad_token_id=__UpperCAmelCase     ,     eos_token_id=__UpperCAmelCase     ,     is_decoder=__UpperCAmelCase     ,     tie_word_embeddings=__UpperCAmelCase     ,     **__UpperCAmelCase     ,     )





"""simple docstring"""


def     _lowerCamelCase(__UpperCamelCase       )				-> list:
	_lowerCAmelCase								=[True for i in range(n + 1       )]
	_lowerCAmelCase								=[i - 1 for i in range(n + 1       )]
	_lowerCAmelCase								=[]
	for i in range(2    , n + 1       ):
		if is_prime[i]:
			primes.append(__UpperCamelCase       )
		for j in range(0    , len(__UpperCamelCase       )       ):
			if i * primes[j] >= n:
				break
			_lowerCAmelCase								=False

			if i % primes[j] == 0:
				_lowerCAmelCase								=totients[i] * primes[j]
				break

			_lowerCAmelCase								=totients[i] * (primes[j] - 1)

	return totients


if __name__ == "__main__":
			import doctest

			doctest.testmod()



