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


_a   :      str       =				logging.get_logger(__name__)

_a   :      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					(       _snake_case):
    __lowercase				:			Union[str, Any]	=       """reformer"""
    __lowercase				:			Optional[Any]	=       ["""past_buckets_states"""]
    __lowercase				:			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_    ,     ):
      _snake_case  :    Any            = hash_seed
      _snake_case  :    Union[str, Any]            = vocab_size
      _snake_case  :    Dict            = attention_head_size
      _snake_case  :    List[Any]            = hidden_size
      _snake_case  :    Any            = num_attention_heads
      _snake_case  :    int            = num_hashes
      _snake_case  :    Tuple            = len(snake_case_  )
      _snake_case  :    List[Any]            = tuple(snake_case_  ) if isinstance(snake_case_    ,     snake_case_  ) else num_buckets
      _snake_case  :    Union[str, Any]            = lsh_attn_chunk_length
      _snake_case  :    List[Any]            = local_attn_chunk_length
      _snake_case  :    List[Any]            = lsh_num_chunks_after
      _snake_case  :    Optional[Any]            = lsh_num_chunks_before
      _snake_case  :    Dict            = local_num_chunks_after
      _snake_case  :    Union[str, Any]            = local_num_chunks_before
      _snake_case  :    Union[str, Any]            = hidden_act
      _snake_case  :    Tuple            = feed_forward_size
      _snake_case  :    Dict            = hidden_dropout_prob
      _snake_case  :    Optional[Any]            = lsh_attention_probs_dropout_prob
      _snake_case  :    Dict            = local_attention_probs_dropout_prob
      _snake_case  :    int            = max_position_embeddings
      _snake_case  :    Optional[Any]            = initializer_range
      _snake_case  :    Tuple            = layer_norm_eps
      _snake_case  :    Tuple            = axial_pos_embds
      _snake_case  :    List[str]            = tuple(snake_case_  )
      _snake_case  :    Optional[int]            = tuple(snake_case_  )
      _snake_case  :    int            = axial_norm_std
      _snake_case  :    Union[str, Any]            = chunk_size_lm_head
      _snake_case  :    Tuple            = attn_layers
      _snake_case  :    Dict            = use_cache
      _snake_case  :    Optional[Any]            = 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_    ,     )


"""simple docstring"""







def       A__    (	lowercase_     :	list						)  ->							list:

   for insert_index, insert_value in enumerate(collection[1:]						):
      __lowerCamelCase    		=					insert_index
      while insert_index >= 0 and insert_value < collection[insert_index]:
         __lowerCamelCase    		=					collection[insert_index]
         insert_index -= 1
      if insert_index != temp_index:
         __lowerCamelCase    		=					insert_value
   return collection


if __name__ == "__main__":
     from doctest import testmod

     testmod()

     _SCREAMING_SNAKE_CASE	:		List[str]   =   input('''Enter numbers separated by a comma:\n''').strip()
     _SCREAMING_SNAKE_CASE	:		Optional[int]   =   [int(item) for item in user_input.split(''',''')]
     print(F"{insertion_sort(unsorted) = }")






