




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


__SCREAMING_SNAKE_CASE      :				int				      =logging.get_logger(__name__)

__SCREAMING_SNAKE_CASE      :				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      A     (						_lowerCAmelCase						):
     """simple docstring"""

     _snake_case:		Optional[Any]       ="reformer"
     _snake_case:		List[str]       =["past_buckets_states"]
     _snake_case:		List[Any]       ={}




     def __init__(      self					:				List[str]		,					A__					:				List[Any]=6_4		,					A__					:				Union[str, Any]=["local", "lsh", "local", "lsh", "local", "lsh"]		,					A__					:				str=1.0		,					A__					:				Union[str, Any]=True		,					A__					:				Union[str, Any]=[6_4, 6_4]		,					A__					:				Tuple=[6_4, 1_9_2]		,					A__					:				List[Any]=0		,					A__					:				int=2		,					A__					:				List[Any]=5_1_2		,					A__					:				Optional[Any]=None		,					A__					:				Any="relu"		,					A__					:				Union[str, Any]=0.05		,					A__					:				Optional[int]=2_5_6		,					A__					:				int=0.02		,					A__					:				Union[str, Any]=False		,					A__					:				Optional[Any]=1E-12		,					A__					:				Tuple=1		,					A__					:				Any=0		,					A__					:				Optional[Any]=0.05		,					A__					:				Optional[int]=6_4		,					A__					:				List[Any]=6_4		,					A__					:				List[Any]=0.0		,					A__					:				Dict=1		,					A__					:				Union[str, Any]=0		,					A__					:				Tuple=4_0_9_6		,					A__					:				Dict=1_2		,					A__					:				Optional[int]=None		,					A__					:				Union[str, Any]=1		,					A__					:				str=0		,					A__					:				List[str]=3_2_0		,					A__					:				List[str]=False		,					A__					:				List[Any]=True		,					A__					:				List[str]=None		,					**A__					:				int		,					)			->    Union[str, Any]:
           lowerCamelCase__ 					=			hash_seed
           lowerCamelCase__ 					=			vocab_size
           lowerCamelCase__ 					=			attention_head_size
           lowerCamelCase__ 					=			hidden_size
           lowerCamelCase__ 					=			num_attention_heads
           lowerCamelCase__ 					=			num_hashes
           lowerCamelCase__ 					=			len(A__     )
           lowerCamelCase__ 					=			tuple(A__     ) if isinstance(A__		,					A__     ) 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(A__     )
           lowerCamelCase__ 					=			tuple(A__     )
           lowerCamelCase__ 					=			axial_norm_std
           lowerCamelCase__ 					=			chunk_size_lm_head
           lowerCamelCase__ 					=			attn_layers
           lowerCamelCase__ 					=			use_cache
           lowerCamelCase__ 					=			classifier_dropout
           super().__init__(
               pad_token_id=A__		,					eos_token_id=A__		,					is_decoder=A__		,					tie_word_embeddings=A__		,					**A__		,					)






from __future__ import annotations

def      lowerCAmelCase_     (					lowerCamelCase:    list[int | float]  )   ->     int | float:


      '''simple docstring'''




      if len(lowerCamelCase  ) == 0:
            raise ValueError('find_max() arg is an empty sequence'  )
      lowerCamelCase__ 					=			nums[0]
      for x in nums:
            if x > max_num:
                  lowerCamelCase__ 					=			x
      return max_num


if __name__ == "__main__":
      import doctest

      doctest.testmod(verbose=True)