import numpy as np

lowerCAmelCase__					=				[
    ['a', 'b', 'c', 'd', 'e'],
    ['f', 'g', 'h', 'i', 'k'],
    ['l', 'm', 'n', 'o', 'p'],
    ['q', 'r', 's', 't', 'u'],
    ['v', 'w', 'x', 'y', 'z'],
]
class        a_				:






	'''simple docstring'''






	def __init__(    self      :						List[str]):







								'''simple docstring'''



								lowerCAmelCase__  			=      np.array(lowercase__)




	def 	__snake_case		(    self      :						Dict    ,					lowercase__      :						str):







								'''simple docstring'''



								lowerCAmelCase__			,      lowerCAmelCase__  			=      np.where(letter == self.SQUARE)
								lowerCAmelCase__  			=      np.concatenate([indexa + 1, indexa + 1])
								return indexes




	def 	__snake_case		(    self      :						Tuple    ,					lowercase__      :						int    ,					lowercase__      :						int):







								'''simple docstring'''



								return self.SQUARE[indexa - 1, indexa - 1]




	def 	__snake_case		(    self      :						Dict    ,					lowercase__      :						str):







								'''simple docstring'''



								lowerCAmelCase__  			=      message.lower()
								lowerCAmelCase__  			=      message.replace('j'    ,					'i')

								lowerCAmelCase__  			=      ''
								for letter_index in range(len(lowercase__)):
															if message[letter_index] != " ":
																						lowerCAmelCase__  			=      self.letter_to_numbers(message[letter_index])
																						lowerCAmelCase__  			=      encoded_message + str(numbers[0]) + str(numbers[1])
															elif message[letter_index] == " ":
																						lowerCAmelCase__  			=      encoded_message + ' '

								return encoded_message




	def 	__snake_case		(    self      :						Optional[int]    ,					lowercase__      :						str):







								'''simple docstring'''



								lowerCAmelCase__  			=      message.replace(' '    ,					'  ')
								lowerCAmelCase__  			=      ''
								for numbers_index in range(int(len(lowercase__) / 2)):
															if message[numbers_index * 2] != " ":
																						lowerCAmelCase__  			=      message[numbers_index * 2]
																						lowerCAmelCase__  			=      message[numbers_index * 2 + 1]

																						lowerCAmelCase__  			=      self.numbers_to_letter(int(lowercase__)    ,					int(lowercase__))
																						lowerCAmelCase__  			=      decoded_message + letter
															elif message[numbers_index * 2] == " ":
																						lowerCAmelCase__  			=      decoded_message + ' '

								return decoded_message

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


lowerCAmelCase__					=				logging.get_logger(__name__)

lowerCAmelCase__					=				{
    'ZinengTang/tvlt-base': 'https://huggingface.co/ZinengTang/tvlt-base/blob/main/config.json',
}
class        a_				(		SCREAMING_SNAKE_CASE		):






 '''simple docstring'''






 UpperCAmelCase_							=      'tvlt'




 def __init__(    self      :						Dict    ,					lowercase__      :						str=224    ,					lowercase__      :						int=2_048    ,					lowercase__      :						int=128    ,					lowercase__      :						Optional[Any]=[16, 16]    ,					lowercase__      :						List[str]=[16, 16]    ,					lowercase__      :						Optional[int]=3    ,					lowercase__      :						Tuple=1    ,					lowercase__      :						Union[str, Any]=8    ,					lowercase__      :						int=768    ,					lowercase__      :						Tuple=12    ,					lowercase__      :						List[str]=12    ,					lowercase__      :						Union[str, Any]=3_072    ,					lowercase__      :						Union[str, Any]="gelu"    ,					lowercase__      :						Dict=0.0    ,					lowercase__      :						Tuple=0.0    ,					lowercase__      :						Union[str, Any]=0.02    ,					lowercase__      :						Any=1e-6    ,					lowercase__      :						Dict=True    ,					lowercase__      :						int=False    ,					lowercase__      :						Tuple=16    ,					lowercase__      :						Optional[int]=512    ,					lowercase__      :						int=8    ,					lowercase__      :						List[Any]=2_048    ,					lowercase__      :						Optional[int]=0.75    ,					lowercase__      :						Union[str, Any]=0.15    ,					lowercase__      :						List[str]="frame-level"    ,					lowercase__      :						Dict=True    ,					lowercase__      :						Tuple=True    ,					lowercase__      :						Any="classification"    ,					**lowercase__      :						Union[str, Any]    ,					):







        '''simple docstring'''



        super().__init__(**lowercase__)

        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}""")

        lowerCAmelCase__  			=      image_size
        lowerCAmelCase__  			=      spectrogram_length
        lowerCAmelCase__  			=      frequency_length
        lowerCAmelCase__  			=      image_patch_size
        lowerCAmelCase__  			=      audio_patch_size
        lowerCAmelCase__  			=      num_image_channels
        lowerCAmelCase__  			=      num_audio_channels
        lowerCAmelCase__  			=      num_frames

        lowerCAmelCase__  			=      hidden_size
        lowerCAmelCase__  			=      num_hidden_layers
        lowerCAmelCase__  			=      num_attention_heads
        lowerCAmelCase__  			=      intermediate_size
        lowerCAmelCase__  			=      hidden_act
        lowerCAmelCase__  			=      hidden_dropout_prob
        lowerCAmelCase__  			=      attention_probs_dropout_prob
        lowerCAmelCase__  			=      initializer_range
        lowerCAmelCase__  			=      layer_norm_eps
        lowerCAmelCase__  			=      qkv_bias
        lowerCAmelCase__  			=      use_mean_pooling

        lowerCAmelCase__  			=      decoder_num_attention_heads
        lowerCAmelCase__  			=      decoder_hidden_size
        lowerCAmelCase__  			=      decoder_num_hidden_layers
        lowerCAmelCase__  			=      decoder_intermediate_size
        lowerCAmelCase__  			=      pixel_mask_ratio
        lowerCAmelCase__  			=      audio_mask_ratio
        lowerCAmelCase__  			=      audio_mask_type

        lowerCAmelCase__  			=      task_matching
        lowerCAmelCase__  			=      task_mae
        lowerCAmelCase__  			=      loss_type
