'''simple docstring'''





from __future__ import annotations

import random
import string



class   UpperCamelCase					:







    """simple docstring"""





    def __init__(					self     :						Optional[Any]							,							UpperCAmelCase_     :						str | None = None):


         """simple docstring"""







         a					:							Tuple							= passcode or self.__passcode_creator()
         a					:							Optional[int]							= self.__make_key_list()
         a					:							Union[str, Any]							= self.__make_shift_key()





    def __str__(					self     :						Any):


         """simple docstring"""







         return "".join(self.__passcode)





    def    SCREAMING_SNAKE_CASE_     (					self     :						Optional[int]							,							UpperCAmelCase_     :						list[int]):


         """simple docstring"""







         for i in range(1							,							len(UpperCAmelCase_)							,							2):
              iterlist[i] *= -1
         return iterlist





    def    SCREAMING_SNAKE_CASE_     (					self     :						Union[str, Any]):


         """simple docstring"""







         a					:							Optional[Any]							= string.ascii_letters + string.digits
         a					:							Any							= [random.choice(UpperCAmelCase_) for _ in range(random.randint(1_0							,							2_0))]
         return password





    def    SCREAMING_SNAKE_CASE_     (					self     :						List[str]):


         """simple docstring"""







         a					:							Tuple							= (
             string.ascii_letters + string.digits + string.punctuation + ' \t\n'
         )

         a					:							Optional[Any]							= []

         # creates points known as breakpoints to break the key_list_options at those
         # points and pivot each substring
         a					:							Optional[Any]							= sorted(set(self.__passcode))
         a					:							list[str]							= []

         # algorithm for creating a new shuffled list, keys_l, out of key_list_options
         for i in key_list_options:
              temp_list.extend(UpperCAmelCase_)

              # checking breakpoints at which to pivot temporary sublist and add it into
              # keys_l
              if i in breakpoints or i == key_list_options[-1]:
                   keys_l.extend(temp_list[::-1])
                   temp_list.clear()

        # returning a shuffled keys_l to prevent brute force guessing of shift key
         return keys_l





    def    SCREAMING_SNAKE_CASE_     (					self     :						List[str]):


         """simple docstring"""







         a					:							List[Any]							= sum(self.__neg_pos([ord(UpperCAmelCase_) for x in self.__passcode]))
         return num if num > 0 else len(self.__passcode)





    def    SCREAMING_SNAKE_CASE_     (					self     :						Dict							,							UpperCAmelCase_     :						str):


         """simple docstring"""







         a					:							str							= ''

         # decoding shift like Caesar cipher algorithm implementing negative shift or
         # reverse shift or left shift
         for i in encoded_message:
              a					:							str							= self.__key_list.index(UpperCAmelCase_)
              decoded_message += self.__key_list[
                  (position - self.__shift_key) % -len(self.__key_list)
              ]

         return decoded_message







    def    SCREAMING_SNAKE_CASE_     (					self     :						List[str]							,							UpperCAmelCase_     :						str):


         """simple docstring"""







         a					:							List[str]							= ''

         # encoding shift like Caesar cipher algorithm implementing positive shift or
         # forward shift or right shift
         for i in plaintext:
              a					:							str							= self.__key_list.index(UpperCAmelCase_)
              encoded_message += self.__key_list[
                  (position + self.__shift_key) % len(self.__key_list)
              ]

         return encoded_message






def SCREAMING_SNAKE_CASE__  (				snake_case       :				str = "Hello, this is a modified Caesar cipher"  )   ->				str:







     """simple docstring"""
     a					:							List[str]							= ShuffledShiftCipher()
     return cipa.decrypt(cipa.encrypt(snake_case  )  )


if __name__ == "__main__":
      import doctest

      doctest.testmod()


'''simple docstring'''





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


UpperCamelCase       :     Optional[Any]			=    logging.get_logger(__name__)

UpperCamelCase       :     Union[str, Any]			=    {
    """ZinengTang/tvlt-base""": """https://huggingface.co/ZinengTang/tvlt-base/blob/main/config.json""",
}



class   UpperCamelCase					(       a_       ):







    """simple docstring"""





    A     :    int				=			"tvlt"





    def __init__(					self     :						List[str]							,							UpperCAmelCase_     :						Any=2_2_4							,							UpperCAmelCase_     :						Optional[Any]=2_0_4_8							,							UpperCAmelCase_     :						Dict=1_2_8							,							UpperCAmelCase_     :						str=[1_6, 1_6]							,							UpperCAmelCase_     :						int=[1_6, 1_6]							,							UpperCAmelCase_     :						int=3							,							UpperCAmelCase_     :						Optional[int]=1							,							UpperCAmelCase_     :						List[str]=8							,							UpperCAmelCase_     :						List[Any]=7_6_8							,							UpperCAmelCase_     :						int=1_2							,							UpperCAmelCase_     :						List[Any]=1_2							,							UpperCAmelCase_     :						Optional[Any]=3_0_7_2							,							UpperCAmelCase_     :						List[str]="gelu"							,							UpperCAmelCase_     :						Tuple=0.0							,							UpperCAmelCase_     :						Optional[Any]=0.0							,							UpperCAmelCase_     :						Tuple=0.02							,							UpperCAmelCase_     :						Any=1e-6							,							UpperCAmelCase_     :						Dict=True							,							UpperCAmelCase_     :						Union[str, Any]=False							,							UpperCAmelCase_     :						Tuple=1_6							,							UpperCAmelCase_     :						str=5_1_2							,							UpperCAmelCase_     :						List[str]=8							,							UpperCAmelCase_     :						Union[str, Any]=2_0_4_8							,							UpperCAmelCase_     :						Tuple=0.75							,							UpperCAmelCase_     :						Optional[Any]=0.15							,							UpperCAmelCase_     :						Union[str, Any]="frame-level"							,							UpperCAmelCase_     :						List[str]=True							,							UpperCAmelCase_     :						Any=True							,							UpperCAmelCase_     :						Optional[int]="classification"							,							**UpperCAmelCase_     :						Any							,							):


         """simple docstring"""







         super().__init__(**UpperCAmelCase_)

         if audio_mask_type not in ("frame-level", "patch_level"):
              raise ValueError(
                  'audio_mask_type must be one of two acceptable strategies - {\'frame_level\', \'patch-level\') '
                  f"""got {audio_mask_type}""")

         a					:							str							= image_size
         a					:							List[Any]							= spectrogram_length
         a					:							Union[str, Any]							= frequency_length
         a					:							str							= image_patch_size
         a					:							Dict							= audio_patch_size
         a					:							Dict							= num_image_channels
         a					:							Tuple							= num_audio_channels
         a					:							Optional[int]							= num_frames

         a					:							str							= hidden_size
         a					:							List[Any]							= num_hidden_layers
         a					:							Optional[Any]							= num_attention_heads
         a					:							Any							= intermediate_size
         a					:							List[Any]							= hidden_act
         a					:							int							= hidden_dropout_prob
         a					:							Optional[Any]							= attention_probs_dropout_prob
         a					:							Optional[Any]							= initializer_range
         a					:							List[str]							= layer_norm_eps
         a					:							List[Any]							= qkv_bias
         a					:							Dict							= use_mean_pooling

         a					:							List[Any]							= decoder_num_attention_heads
         a					:							Any							= decoder_hidden_size
         a					:							int							= decoder_num_hidden_layers
         a					:							Tuple							= decoder_intermediate_size
         a					:							Tuple							= pixel_mask_ratio
         a					:							List[Any]							= audio_mask_ratio
         a					:							Optional[Any]							= audio_mask_type

         a					:							Any							= task_matching
         a					:							Optional[Any]							= task_mae
         a					:							List[str]							= loss_type

