




def 						lowerCAmelCase		(		_lowerCAmelCase							:   int						,							_lowerCAmelCase							:   int	):




 """simple docstring"""







 if number < 0 or shift_amount < 0:
  raise ValueError("both inputs must be positive integers"	)

 UpperCAmelCase__							 =						str(bin(_lowerCAmelCase	)	)
 binary_number += "0" * shift_amount
 return binary_number



def 						lowerCAmelCase		(		_lowerCAmelCase							:   int						,							_lowerCAmelCase							:   int	):




 """simple docstring"""







 if number < 0 or shift_amount < 0:
  raise ValueError("both inputs must be positive integers"	)

 UpperCAmelCase__							 =						str(bin(_lowerCAmelCase	)	)[2:]
 if shift_amount >= len(_lowerCAmelCase	):
  return "0b0"
 UpperCAmelCase__							 =						binary_number[: len(_lowerCAmelCase	) - shift_amount]
 return "0b" + shifted_binary_number



def 						lowerCAmelCase		(		_lowerCAmelCase							:   int						,							_lowerCAmelCase							:   int	):




 """simple docstring"""







 if number >= 0:  # Get binary representation of positive number
  UpperCAmelCase__							 =						"0" + str(bin(_lowerCAmelCase	)	).strip("-"	)[2:]
 else:  # Get binary (2's complement) representation of negative number
  UpperCAmelCase__							 =						len(bin(_lowerCAmelCase	)[3:]	)  # Find 2's complement of number
  UpperCAmelCase__							 =						bin(abs(_lowerCAmelCase	) - (1 << binary_number_length)	)[3:]
  UpperCAmelCase__							 =						(
      "1" + "0" * (binary_number_length - len(_lowerCAmelCase	)) + binary_number
  )

 if shift_amount >= len(_lowerCAmelCase	):
  return "0b" + binary_number[0] * len(_lowerCAmelCase	)
 return (
     "0b"
     + binary_number[0] * shift_amount
     + binary_number[: len(_lowerCAmelCase	) - shift_amount]
 )


if __name__ == "__main__":
  import doctest

  doctest.testmod()











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


_lowerCAmelCase						:   Union[str, Any]		=   logging.get_logger(__name__)

_lowerCAmelCase						:   Tuple		=   {
    "CarlCochet/trajectory-transformer-halfcheetah-medium-v2": (
        "https://huggingface.co/CarlCochet/trajectory-transformer-halfcheetah-medium-v2/resolve/main/config.json"
    ),
    # See all TrajectoryTransformer models at https://huggingface.co/models?filter=trajectory_transformer
}
class 			_UpperCamelCase      (				lowerCAmelCase		):
      UpperCAmelCase_        =		"""trajectory_transformer"""
      UpperCAmelCase_        =		["""past_key_values"""]
      UpperCAmelCase_        =		{
          """hidden_size""": """n_embd""",
          """num_attention_heads""": """n_head""",
          """num_hidden_layers""": """n_layer""",
      }
      def __init__(			self   :Union[str, Any] ,      lowerCamelCase   :Optional[int]=100 ,      lowerCamelCase   :Optional[int]=5 ,      lowerCamelCase   :Optional[Any]=1 ,      lowerCamelCase   :Any=1 ,      lowerCamelCase   :int=249 ,      lowerCamelCase   :Optional[Any]=6 ,      lowerCamelCase   :Optional[Any]=17 ,      lowerCamelCase   :Optional[int]=25 ,      lowerCamelCase   :Union[str, Any]=4 ,      lowerCamelCase   :Union[str, Any]=4 ,      lowerCamelCase   :Optional[int]=128 ,      lowerCamelCase   :List[Any]=0.1 ,      lowerCamelCase   :List[str]=0.1 ,      lowerCamelCase   :Tuple=0.1 ,      lowerCamelCase   :Dict=0.00_06 ,      lowerCamelCase   :Dict=512 ,      lowerCamelCase   :Optional[Any]=0.02 ,      lowerCamelCase   :Any=1e-12 ,      lowerCamelCase   :Optional[Any]=1 ,      lowerCamelCase   :List[Any]=True ,      lowerCamelCase   :int=1 ,      lowerCamelCase   :Dict=5_0256 ,      lowerCamelCase   :Union[str, Any]=5_0256 ,      **lowerCamelCase   :int ,      )     ->			Optional[Any]:
       UpperCAmelCase__							 =						vocab_size
       UpperCAmelCase__							 =						action_weight
       UpperCAmelCase__							 =						reward_weight
       UpperCAmelCase__							 =						value_weight
       UpperCAmelCase__							 =						max_position_embeddings
       UpperCAmelCase__							 =						block_size
       UpperCAmelCase__							 =						action_dim
       UpperCAmelCase__							 =						observation_dim
       UpperCAmelCase__							 =						transition_dim
       UpperCAmelCase__							 =						learning_rate
       UpperCAmelCase__							 =						n_layer
       UpperCAmelCase__							 =						n_head
       UpperCAmelCase__							 =						n_embd
       UpperCAmelCase__							 =						embd_pdrop
       UpperCAmelCase__							 =						attn_pdrop
       UpperCAmelCase__							 =						resid_pdrop
       UpperCAmelCase__							 =						initializer_range
       UpperCAmelCase__							 =						layer_norm_eps
       UpperCAmelCase__							 =						kaiming_initializer_range
       UpperCAmelCase__							 =						use_cache
       super().__init__(pad_token_id=lowerCamelCase ,      bos_token_id=lowerCamelCase ,      eos_token_id=lowerCamelCase ,      **lowerCamelCase      )





