




from typing import Callable, Optional, Union

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


UpperCAmelCase__    :							List[Any]       		=     logging.get_logger(__name__)

UpperCAmelCase__    :							Optional[int]       		=     {
    'microsoft/prophetnet-large-uncased': (
        'https://huggingface.co/microsoft/prophetnet-large-uncased/resolve/main/config.json'
    ),
}

class   UpperCAmelCase    (      A ):
   __SCREAMING_SNAKE_CASE		:				List[str]      					=       "prophetnet"
   __SCREAMING_SNAKE_CASE		:				str      					=       ["past_key_values"]
   __SCREAMING_SNAKE_CASE		:				Dict      					=       {
       "num_attention_heads": "num_encoder_attention_heads",
   }






   def __init__(						self :							List[str]    ,       UpperCamelCase_ :							Optional[float] = 0.1    ,       UpperCamelCase_ :							Optional[Union[str, Callable]] = "gelu"    ,       UpperCamelCase_ :							Optional[int] = 3_05_22    ,       UpperCamelCase_ :							Optional[int] = 10_24    ,       UpperCamelCase_ :							Optional[int] = 40_96    ,       UpperCamelCase_ :							Optional[int] = 12    ,       UpperCamelCase_ :							Optional[int] = 16    ,       UpperCamelCase_ :							Optional[int] = 40_96    ,       UpperCamelCase_ :							Optional[int] = 12    ,       UpperCamelCase_ :							Optional[int] = 16    ,       UpperCamelCase_ :							Optional[float] = 0.1    ,       UpperCamelCase_ :							Optional[float] = 0.1    ,       UpperCamelCase_ :							Optional[int] = 5_12    ,       UpperCamelCase_ :							Optional[float] = 0.02    ,       UpperCamelCase_ :							Optional[bool] = True    ,       UpperCamelCase_ :							Optional[bool] = True    ,       UpperCamelCase_ :							Optional[int] = 0    ,       UpperCamelCase_ :							Optional[int] = 2    ,       UpperCamelCase_ :							Optional[int] = 32    ,       UpperCamelCase_ :							Optional[int] = 1_28    ,       UpperCamelCase_ :							Optional[bool] = False    ,       UpperCamelCase_ :							Optional[float] = 0.0    ,       UpperCamelCase_ :							Optional[bool] = True    ,       UpperCamelCase_ :							Optional[int] = 0    ,       UpperCamelCase_ :							Optional[int] = 1    ,       UpperCamelCase_ :							Optional[int] = 2    ,       **UpperCamelCase_ :							Tuple    ,       )->      Any:
     _lowercase:			Tuple      =     vocab_size
     _lowercase:			List[str]      =     hidden_size
     _lowercase:			str      =     encoder_ffn_dim
     _lowercase:			Optional[int]      =     num_encoder_layers
     _lowercase:			List[str]      =     num_encoder_attention_heads
     _lowercase:			Optional[Any]      =     decoder_ffn_dim
     _lowercase:			Any      =     num_decoder_layers
     _lowercase:			List[str]      =     num_decoder_attention_heads
     _lowercase:			Any      =     max_position_embeddings
     _lowercase:			Optional[int]      =     init_std  # Normal(0, this parameter)
     _lowercase:			List[str]      =     activation_function

     # parameters for prophetnet
     _lowercase:			Dict      =     ngram
     _lowercase:			Union[str, Any]      =     num_buckets
     _lowercase:			Optional[int]      =     relative_max_distance
     _lowercase:			int      =     disable_ngram_loss
     _lowercase:			List[str]      =     eps

     # 3 Types of Dropout
     _lowercase:			List[str]      =     attention_dropout
     _lowercase:			Union[str, Any]      =     activation_dropout
     _lowercase:			Union[str, Any]      =     dropout

     _lowercase:			Optional[int]      =     use_cache

     super().__init__(
         pad_token_id=UpperCamelCase_    ,       bos_token_id=UpperCamelCase_    ,       eos_token_id=UpperCamelCase_    ,       is_encoder_decoder=UpperCamelCase_    ,       add_cross_attention=UpperCamelCase_    ,       decoder_start_token_id=UpperCamelCase_    ,       **UpperCamelCase_    ,       )






   @property
   def 			_a    (						self :							int  )->      int:
     return self.num_encoder_layers + self.num_decoder_layers






   @num_hidden_layers.setter
   def 			_a    (						self :							int    ,       UpperCamelCase_ :							List[Any]  )->      List[str]:
     raise NotImplementedError(
         'This model does not support the setting of `num_hidden_layers`. Please set `num_encoder_layers` and'
         ' `num_decoder_layers`.'  )






import random
import sys

UpperCAmelCase__    :							str       		=     'ABCDEFGHIJKLMNOPQRSTUVWXYZ'


def 		_lowerCamelCase					(       )      ->		None:





  """simple docstring"""





  _lowercase:			Any      =     input('Enter message: '				)
  _lowercase:			List[str]      =     'LFWOAYUISVKMNXPBDCRJTQEGHZ'
  _lowercase:			Tuple      =     input('Encrypt/Decrypt [e/d]: '				)

  check_valid_key(UpperCamelCase				)

  if resp.lower().startswith('e'				):
    _lowercase:			int      =     'encrypt'
    _lowercase:			Optional[int]      =     encrypt_message(UpperCamelCase       ,  UpperCamelCase				)
  elif resp.lower().startswith('d'				):
    _lowercase:			str      =     'decrypt'
    _lowercase:			Dict      =     decrypt_message(UpperCamelCase       ,  UpperCamelCase				)

  print(F'\n{mode.title()}ion: \n{translated}'				)


def 		_lowerCamelCase					(       UpperCamelCase				)      ->		None:





  """simple docstring"""





  _lowercase:			List[Any]      =     list(UpperCamelCase				)
  _lowercase:			Union[str, Any]      =     list(UpperCamelCase				)
  key_list.sort()
  letters_list.sort()

  if key_list != letters_list:
    sys.exit('Error in the key or symbol set.'				)


def 		_lowerCamelCase					(       UpperCamelCase       ,  UpperCamelCase				)      ->		str:





  """simple docstring"""





  return translate_message(UpperCamelCase       ,  UpperCamelCase       ,  'encrypt'				)


def 		_lowerCamelCase					(       UpperCamelCase       ,  UpperCamelCase				)      ->		str:





  """simple docstring"""





  return translate_message(UpperCamelCase       ,  UpperCamelCase       ,  'decrypt'				)


def 		_lowerCamelCase					(       UpperCamelCase       ,  UpperCamelCase       ,  UpperCamelCase				)      ->		str:





  """simple docstring"""





  _lowercase:			Optional[int]      =     ''
  _lowercase:			Any      =     LETTERS
  _lowercase:			Tuple      =     key

  if mode == "decrypt":
    _lowercase  ,       _lowercase:			Tuple      =     chars_b, chars_a

  for symbol in message:
    if symbol.upper() in chars_a:
      _lowercase:			int      =     chars_a.find(symbol.upper()				)
      if symbol.isupper():
        translated += chars_b[sym_index].upper()
      else:
        translated += chars_b[sym_index].lower()
    else:
      translated += symbol

  return translated


def 		_lowerCamelCase					(       )      ->		str:





  """simple docstring"""





  _lowercase:			Union[str, Any]      =     list(UpperCamelCase				)
  random.shuffle(UpperCamelCase				)
  return "".join(UpperCamelCase				)


if __name__ == "__main__":
   main()
