




"""simple docstring"""







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


a            =							logging.get_logger(__name__)

a            =							{
    '''edbeeching/decision-transformer-gym-hopper-medium''': (
        '''https://huggingface.co/edbeeching/decision-transformer-gym-hopper-medium/resolve/main/config.json'''
    ),
    # See all DecisionTransformer models at https://huggingface.co/models?filter=decision_transformer
}






class 					SCREAMING_SNAKE_CASE__    (    a__    ):
						_a			  =  'decision_transformer'
						_a			  =  ['past_key_values']
						_a			  =  {
						    'max_position_embeddings': 'n_positions',
						    'num_attention_heads': 'n_head',
						    'num_hidden_layers': 'n_layer',
						}


						def __init__(							self :	str  ,  lowerCAmelCase :	str=17  ,  lowerCAmelCase :	Optional[Any]=4  ,  lowerCAmelCase :	Any=128  ,  lowerCAmelCase :	List[str]=4096  ,  lowerCAmelCase :	Optional[Any]=True  ,  lowerCAmelCase :	Optional[Any]=1  ,  lowerCAmelCase :	List[Any]=1024  ,  lowerCAmelCase :	Any=3  ,  lowerCAmelCase :	List[str]=1  ,  lowerCAmelCase :	Tuple=None  ,  lowerCAmelCase :	Any="relu"  ,  lowerCAmelCase :	List[str]=0.1  ,  lowerCAmelCase :	List[Any]=0.1  ,  lowerCAmelCase :	str=0.1  ,  lowerCAmelCase :	Tuple=1e-5  ,  lowerCAmelCase :	Any=0.02  ,  lowerCAmelCase :	Dict=True  ,  lowerCAmelCase :	Dict=True  ,  lowerCAmelCase :	Optional[Any]=5_0256  ,  lowerCAmelCase :	List[Any]=5_0256  ,  lowerCAmelCase :	int=False  ,  lowerCAmelCase :	List[str]=False  ,  **lowerCAmelCase :	str  ,  ):
										lowerCAmelCase              = state_dim
										lowerCAmelCase              = act_dim
										lowerCAmelCase              = hidden_size
										lowerCAmelCase              = max_ep_len
										lowerCAmelCase              = action_tanh
										lowerCAmelCase              = vocab_size
										lowerCAmelCase              = n_positions
										lowerCAmelCase              = n_layer
										lowerCAmelCase              = n_head
										lowerCAmelCase              = n_inner
										lowerCAmelCase              = activation_function
										lowerCAmelCase              = resid_pdrop
										lowerCAmelCase              = embd_pdrop
										lowerCAmelCase              = attn_pdrop
										lowerCAmelCase              = layer_norm_epsilon
										lowerCAmelCase              = initializer_range
										lowerCAmelCase              = scale_attn_weights
										lowerCAmelCase              = use_cache
										lowerCAmelCase              = scale_attn_by_inverse_layer_idx
										lowerCAmelCase              = reorder_and_upcast_attn

										lowerCAmelCase              = bos_token_id
										lowerCAmelCase              = eos_token_id

										super().__init__(bos_token_id=UpperCamelCase_  ,  eos_token_id=UpperCamelCase_  ,  **UpperCamelCase_    )









"""simple docstring"""





def    _snake_case  (  _snake_case :	int	):

      if not isinstance(_snake_case       ,      _snake_case	):
            raise TypeError('''only integers accepted as input'''	)
      else:
            lowerCAmelCase    :		List[str]				=      str(abs(_snake_case	)	)
            lowerCAmelCase    :		Optional[Any]				=      [list(_snake_case	) for char in range(len(_snake_case	)	)]
            for index in range(len(_snake_case	)	):
                  num_transpositions[index].pop(_snake_case	)
            return max(
                int(''''''.join(list(_snake_case	)	)	) for transposition in num_transpositions	)


if __name__ == "__main__":
 __import__('''doctest''').testmod()


