






'''simple docstring'''



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


SCREAMING_SNAKE_CASE							=						logging.get_logger(__name__)

SCREAMING_SNAKE_CASE							=						{
    '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 UpperCAmelCase_       (     __A					):




      """simple docstring"""




      UpperCamelCase_             =      '''decision_transformer'''
      UpperCamelCase_             =      ['''past_key_values''']
      UpperCamelCase_             =      {
          '''max_position_embeddings''': '''n_positions''',
          '''num_attention_heads''': '''n_head''',
          '''num_hidden_layers''': '''n_layer''',
      }






      def __init__(			self      :		Tuple  ,   UpperCAmelCase      :		Optional[Any]=17  ,   UpperCAmelCase      :		Optional[Any]=4  ,   UpperCAmelCase      :		Tuple=128  ,   UpperCAmelCase      :		Optional[int]=4096  ,   UpperCAmelCase      :		Optional[Any]=True  ,   UpperCAmelCase      :		Dict=1  ,   UpperCAmelCase      :		Optional[Any]=1024  ,   UpperCAmelCase      :		Optional[int]=3  ,   UpperCAmelCase      :		List[str]=1  ,   UpperCAmelCase      :		List[str]=None  ,   UpperCAmelCase      :		Union[str, Any]="relu"  ,   UpperCAmelCase      :		int=0.1  ,   UpperCAmelCase      :		Any=0.1  ,   UpperCAmelCase      :		int=0.1  ,   UpperCAmelCase      :		Tuple=1e-5  ,   UpperCAmelCase      :		Any=0.0_2  ,   UpperCAmelCase      :		Union[str, Any]=True  ,   UpperCAmelCase      :		Union[str, Any]=True  ,   UpperCAmelCase      :		List[str]=5_0256  ,   UpperCAmelCase      :		List[str]=5_0256  ,   UpperCAmelCase      :		Tuple=False  ,   UpperCAmelCase      :		str=False  ,   **UpperCAmelCase      :		Union[str, Any]  ,   )	->	int:


       '''simple docstring'''

       lowercase       : int						=state_dim
       lowercase       : Union[str, Any]						=act_dim
       lowercase       : Optional[int]						=hidden_size
       lowercase       : str						=max_ep_len
       lowercase       : Any						=action_tanh
       lowercase       : List[str]						=vocab_size
       lowercase       : Dict						=n_positions
       lowercase       : Optional[int]						=n_layer
       lowercase       : Tuple						=n_head
       lowercase       : Dict						=n_inner
       lowercase       : str						=activation_function
       lowercase       : List[Any]						=resid_pdrop
       lowercase       : List[Any]						=embd_pdrop
       lowercase       : Dict						=attn_pdrop
       lowercase       : Optional[int]						=layer_norm_epsilon
       lowercase       : List[Any]						=initializer_range
       lowercase       : List[str]						=scale_attn_weights
       lowercase       : List[Any]						=use_cache
       lowercase       : Any						=scale_attn_by_inverse_layer_idx
       lowercase       : str						=reorder_and_upcast_attn

       lowercase       : List[str]						=bos_token_id
       lowercase       : Optional[int]						=eos_token_id

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











'''simple docstring'''



import string

# frequency taken from https://en.wikipedia.org/wiki/Letter_frequency
SCREAMING_SNAKE_CASE							=						{
    'E': 12.70,
    'T': 9.06,
    'A': 8.17,
    'O': 7.51,
    'I': 6.97,
    'N': 6.75,
    'S': 6.33,
    'H': 6.09,
    'R': 5.99,
    'D': 4.25,
    'L': 4.03,
    'C': 2.78,
    'U': 2.76,
    'M': 2.41,
    'W': 2.36,
    'F': 2.23,
    'G': 2.02,
    'Y': 1.97,
    'P': 1.93,
    'B': 1.29,
    'V': 0.98,
    'K': 0.77,
    'J': 0.15,
    'X': 0.15,
    'Q': 0.10,
    'Z': 0.07,
}
SCREAMING_SNAKE_CASE							=						'ETAOINSHRDLCUMWFGYPBVKJXQZ'
SCREAMING_SNAKE_CASE							=						'ABCDEFGHIJKLMNOPQRSTUVWXYZ'


def 				lowercase_					(     __A			:							str      )							->   dict[str, int]:



 """simple docstring"""




 lowercase       : List[str]						={letter: 0 for letter in string.ascii_uppercase}
 for letter in message.upper():
  if letter in LETTERS:
   letter_count[letter] += 1

 return letter_count


def 				lowercase_					(     __A			:							tuple      )							->   str:



 """simple docstring"""




 return x[0]


def 				lowercase_					(     __A			:							str      )							->   str:



 """simple docstring"""




 lowercase       : Optional[Any]						=get_letter_count(__A      )
 lowercase       : dict[int, list[str]]						={
     freq: [] for letter, freq in letter_to_freq.items()
 }
 for letter in LETTERS:
  freq_to_letter[letter_to_freq[letter]].append(__A      )

 lowercase       : dict[int, str]						={}

 for freq in freq_to_letter:
  freq_to_letter[freq].sort(key=ETAOIN.find       ,   reverse=__A      )
  lowercase       : Optional[int]						=''''''.join(freq_to_letter[freq]      )

 lowercase       : str						=list(freq_to_letter_str.items()      )
 freq_pairs.sort(key=__A       ,   reverse=__A      )

 lowercase       : list[str]						=[freq_pair[1] for freq_pair in freq_pairs]

 return "".join(__A      )


def 				lowercase_					(     __A			:							str      )							->   int:



 """simple docstring"""




 lowercase       : Optional[Any]						=get_frequency_order(__A      )
 lowercase       : Union[str, Any]						=0
 for common_letter in ETAOIN[:6]:
  if common_letter in freq_order[:6]:
   match_score += 1

 for uncommon_letter in ETAOIN[-6:]:
  if uncommon_letter in freq_order[-6:]:
   match_score += 1

 return match_score


if __name__ == "__main__":
      import doctest

      doctest.testmod()



