



from __future__ import annotations

import random
import string

class 						lowerCamelCase_     :






						'''simple docstring'''







						def __init__(						self   :      Optional[Any]						,						__lowerCamelCase   :      str | None = None			)   ->					Any:
									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			)   ->					Optional[int]:
									return "".join(self.__passcode			)







						def       SCREAMING_SNAKE_CASE__		(						self   :      Optional[int]						,						__lowerCamelCase   :      list[int]			)   ->					Optional[Any]:







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







						def       SCREAMING_SNAKE_CASE__		(						self   :      Union[str, Any]			)   ->					List[str]:
									A				:       Optional[Any]														=    string.ascii_letters + string.digits
									A				:       Any														=    [random.choice(UpperCAmelCase_			) for _ in range(random.randint(10						,						20			)			)]
									return password







						def       SCREAMING_SNAKE_CASE__		(						self   :      List[str]			)   ->					Optional[Any]:
									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]			)   ->					Tuple:
									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						,						__lowerCamelCase   :      str			)   ->					Any:
									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]						,						__lowerCamelCase   :      str			)   ->					Tuple:
									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 						UpperCAmelCase (    _lowerCamelCase = "Hello, this is a modified Caesar cipher"     ):
			A				:       List[str]														=    ShuffledShiftCipher()
			return cipa.decrypt(cipa.encrypt(_lowerCamelCase     )     )


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

