






'''simple docstring'''







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


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

UpperCamelCase    :      Dict  			=		{
    '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__    (a			):




		'''simple docstring'''





		_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   ,_lowerCAmelCase=1_00   ,_lowerCAmelCase=5   ,_lowerCAmelCase=1   ,_lowerCAmelCase=1   ,_lowerCAmelCase=2_49   ,_lowerCAmelCase=6   ,_lowerCAmelCase=17   ,_lowerCAmelCase=25   ,_lowerCAmelCase=4   ,_lowerCAmelCase=4   ,_lowerCAmelCase=1_28   ,_lowerCAmelCase=0.1   ,_lowerCAmelCase=0.1   ,_lowerCAmelCase=0.1   ,_lowerCAmelCase=0.0006   ,_lowerCAmelCase=5_12   ,_lowerCAmelCase=0.02   ,_lowerCAmelCase=1E-12   ,_lowerCAmelCase=1   ,_lowerCAmelCase=True   ,_lowerCAmelCase=1   ,_lowerCAmelCase=5_02_56   ,_lowerCAmelCase=5_02_56   ,**_lowerCAmelCase   ,):
								lowerCamelCase__         =  vocab_size
								lowerCamelCase__         =  action_weight
								lowerCamelCase__         =  reward_weight
								lowerCamelCase__         =  value_weight
								lowerCamelCase__         =  max_position_embeddings
								lowerCamelCase__         =  block_size
								lowerCamelCase__         =  action_dim
								lowerCamelCase__         =  observation_dim
								lowerCamelCase__         =  transition_dim
								lowerCamelCase__         =  learning_rate
								lowerCamelCase__         =  n_layer
								lowerCamelCase__         =  n_head
								lowerCamelCase__         =  n_embd
								lowerCamelCase__         =  embd_pdrop
								lowerCamelCase__         =  attn_pdrop
								lowerCamelCase__         =  resid_pdrop
								lowerCamelCase__         =  initializer_range
								lowerCamelCase__         =  layer_norm_eps
								lowerCamelCase__         =  kaiming_initializer_range
								lowerCamelCase__         =  use_cache
								super().__init__(pad_token_id=_lowerCAmelCase   ,bos_token_id=_lowerCAmelCase   ,eos_token_id=_lowerCAmelCase   ,**_lowerCAmelCase       )









'''simple docstring'''







from __future__ import annotations

import string
from itertools import cycle, product
from pathlib import Path

UpperCamelCase    :      str  			=		(
    string.ascii_letters + string.digits + string.punctuation + string.whitespace
)
UpperCamelCase    :      list[int]  			=		[ord(letter) for letter in string.ascii_lowercase]
UpperCamelCase    :      set[int]  			=		{ord(char) for char in VALID_CHARS}

UpperCamelCase    :      list[str]  			=		["the", "be", "to", "of", "and", "in", "that", "have"]
def 						A__			(				__lowerCAmelCase		:			list[int]   ,    __lowerCAmelCase		:			tuple[int, ...]						):
						lowerCamelCase__         =  ""
						lowerCamelCase__         =  42
						lowerCamelCase__         =  42
						lowerCamelCase__         =  42

						for keychar, cipherchar in zip(cycle(__lowerCAmelCase						)   ,    __lowerCAmelCase						):
												lowerCamelCase__         =  cipherchar ^ keychar
												if decodedchar not in VALID_INTS:
																		return None
												decoded += chr(__lowerCAmelCase						)

						return decoded
def 						A__			(				__lowerCAmelCase		:			list[int]						):
						lowerCamelCase__         =  []
						for key in product(__lowerCAmelCase   ,    repeat=3						):
												lowerCamelCase__         =  try_key(__lowerCAmelCase   ,    __lowerCAmelCase						)
												if encoded is not None:
																		possibles.append(__lowerCAmelCase						)
						return possibles
def 						A__			(				__lowerCAmelCase		:			list[str]   ,    __lowerCAmelCase		:			str						):
						return [possible for possible in possibles if common_word in possible.lower()]
def 						A__			(				__lowerCAmelCase		:			str = "p059_cipher.txt"						):
						lowerCamelCase__         =  42
						lowerCamelCase__         =  42
						lowerCamelCase__         =  42
						lowerCamelCase__         =  42
						lowerCamelCase__         =  Path(__lowerCAmelCase						).parent.joinpath(__lowerCAmelCase						).read_text(encoding="""utf-8"""						)

						lowerCamelCase__         =  [int(__lowerCAmelCase						) for number in data.strip().split(""","""						)]

						lowerCamelCase__         =  filter_valid_chars(__lowerCAmelCase						)
						for common_word in COMMON_WORDS:
												lowerCamelCase__         =  filter_common_word(__lowerCAmelCase   ,    __lowerCAmelCase						)
												if len(__lowerCAmelCase						) == 1:
																		break

						lowerCamelCase__         =  possibles[0]
						return sum(ord(__lowerCAmelCase						) for char in decoded_text						)


if __name__ == "__main__":
							print(F'{solution() = }')

