


"""simple docstring"""





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


snake_case__						:   Optional[int]			 = logging.get_logger(__name__)

snake_case__						:   List[Any]			 = {
    '''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 						snake_case_(				a__	):
     __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     :    List[Any]    , UpperCamelCase_     :    List[Any]=1_0_0    , UpperCamelCase_     :    int=5    , UpperCamelCase_     :    Dict=1    , UpperCamelCase_     :    str=1    , UpperCamelCase_     :    int=2_4_9    , UpperCamelCase_     :    int=6    , UpperCamelCase_     :    Tuple=1_7    , UpperCamelCase_     :    Optional[Any]=2_5    , UpperCamelCase_     :    Optional[int]=4    , UpperCamelCase_     :    Tuple=4    , UpperCamelCase_     :    Any=1_2_8    , UpperCamelCase_     :    int=0.1    , UpperCamelCase_     :    Union[str, Any]=0.1    , UpperCamelCase_     :    List[Any]=0.1    , UpperCamelCase_     :    int=0.0_006    , UpperCamelCase_     :    List[Any]=5_1_2    , UpperCamelCase_     :    Tuple=0.02    , UpperCamelCase_     :    str=1E-12    , UpperCamelCase_     :    List[str]=1    , UpperCamelCase_     :    Dict=True    , UpperCamelCase_     :    Optional[int]=1    , UpperCamelCase_     :    str=5_0_2_5_6    , UpperCamelCase_     :    Dict=5_0_2_5_6    , **UpperCamelCase_     :    List[str]    , ):
           lowerCAmelCase    :		Any				=      vocab_size
           lowerCAmelCase    :		List[Any]				=      action_weight
           lowerCAmelCase    :		int				=      reward_weight
           lowerCAmelCase    :		Optional[int]				=      value_weight
           lowerCAmelCase    :		Any				=      max_position_embeddings
           lowerCAmelCase    :		Dict				=      block_size
           lowerCAmelCase    :		Any				=      action_dim
           lowerCAmelCase    :		int				=      observation_dim
           lowerCAmelCase    :		int				=      transition_dim
           lowerCAmelCase    :		Tuple				=      learning_rate
           lowerCAmelCase    :		List[str]				=      n_layer
           lowerCAmelCase    :		Union[str, Any]				=      n_head
           lowerCAmelCase    :		str				=      n_embd
           lowerCAmelCase    :		Any				=      embd_pdrop
           lowerCAmelCase    :		Optional[int]				=      attn_pdrop
           lowerCAmelCase    :		Tuple				=      resid_pdrop
           lowerCAmelCase    :		int				=      initializer_range
           lowerCAmelCase    :		Union[str, Any]				=      layer_norm_eps
           lowerCAmelCase    :		List[str]				=      kaiming_initializer_range
           lowerCAmelCase    :		str				=      use_cache
           super().__init__(pad_token_id=UpperCamelCase_    , bos_token_id=UpperCamelCase_    , eos_token_id=UpperCamelCase_    , **UpperCamelCase_ )






"""simple docstring"""





import math


def    _snake_case  (  ):
      lowerCAmelCase    :		Union[str, Any]				=      input('''Enter message: '''	)
      lowerCAmelCase    :		Optional[int]				=      int(input(f'''Enter key [2-{len(_snake_case	) - 1}]: '''	)	)
      lowerCAmelCase    :		str				=      input('''Encryption/Decryption [e/d]: '''	)

      if mode.lower().startswith('''e'''	):
            lowerCAmelCase    :		Any				=      encrypt_message(_snake_case       ,      _snake_case	)
      elif mode.lower().startswith('''d'''	):
            lowerCAmelCase    :		Union[str, Any]				=      decrypt_message(_snake_case       ,      _snake_case	)

      # Append pipe symbol (vertical bar) to identify spaces at the end.
      print(f'''Output:\n{text + "|"}'''	)


def    _snake_case  (  _snake_case :	int       ,      _snake_case :	str	):
      lowerCAmelCase    :		Optional[Any]				=      [''''''] * key
      for col in range(_snake_case	):
            lowerCAmelCase    :		Optional[Any]				=      col
            while pointer < len(_snake_case	):
                  cipher_text[col] += message[pointer]
                  pointer += key
      return "".join(_snake_case	)


def    _snake_case  (  _snake_case :	int       ,      _snake_case :	str	):
      lowerCAmelCase    :		Union[str, Any]				=      math.ceil(len(_snake_case	) / key	)
      lowerCAmelCase    :		str				=      key
      lowerCAmelCase    :		Any				=      (num_cols * num_rows) - len(_snake_case	)
      lowerCAmelCase    :		Dict				=      [''''''] * num_cols
      lowerCAmelCase    :		int				=      0
      lowerCAmelCase    :		int				=      0

      for symbol in message:
            plain_text[col] += symbol
            col += 1

            if (
                (col == num_cols)
                or (col == num_cols - 1)
                and (row >= num_rows - num_shaded_boxes)
            ):
                  lowerCAmelCase    :		int				=      0
                  row += 1

      return "".join(_snake_case	)


if __name__ == "__main__":
 import doctest

 doctest.testmod()
 main()


