# Lint as: python3

import hashlib
from typing import Union






def    __lowerCamelCase	(		lowerCAmelCase__			):
							if isinstance(lowerCAmelCase__			,						lowerCAmelCase__			):
														# Data already in bytes, returns as it as
														return hash_data
							elif isinstance(lowerCAmelCase__			,						lowerCAmelCase__			):
														# We keep the data as it as for it ot be later encoded to UTF-8
														# However replace `\\` with `/` for Windows compatibility
														lowerCAmelCase__  			=      hash_data.replace('\\'			,						'/'			)
							elif isinstance(lowerCAmelCase__			,						lowerCAmelCase__			):
														lowerCAmelCase__  			=      str(lowerCAmelCase__			)
							else:
														# If data is not of the required type, raise error
														raise InvalidKeyError(lowerCAmelCase__			)

							return hash_data.encode('utf-8'			)
class        a_				(		SCREAMING_SNAKE_CASE		):






	'''simple docstring'''






	def __init__(    self      :						int    ,					lowercase__      :						int):







								'''simple docstring'''



								lowerCAmelCase__  			=      '\nFAILURE TO GENERATE DATASET: Invalid key type detected'
								lowerCAmelCase__  			=      F"""\nFound Key {hash_data} of type {type(lowercase__)}"""
								lowerCAmelCase__  			=      '\nKeys should be either str, int or bytes type'
								super().__init__(F"""{self.prefix}{self.err_msg}{self.suffix}""")






class        a_				(		SCREAMING_SNAKE_CASE		):






	'''simple docstring'''






	def __init__(    self      :						Optional[Any]    ,					lowercase__      :						Any    ,					lowercase__      :						str    ,					lowercase__      :						Optional[Any]=""):







								'''simple docstring'''



								lowerCAmelCase__  			=      key
								lowerCAmelCase__  			=      duplicate_key_indices
								lowerCAmelCase__  			=      fix_msg
								lowerCAmelCase__  			=      'Found multiple examples generated with the same key'
								if len(lowercase__) <= 20:
															lowerCAmelCase__  			=      F"""\nThe examples at index {', '.join(lowercase__)} have the key {key}"""
								else:
															lowerCAmelCase__  			=      F"""\nThe examples at index {', '.join(duplicate_key_indices[:20])}... ({len(lowercase__) - 20} more) have the key {key}"""
								lowerCAmelCase__  			=      '\n' + fix_msg if fix_msg else ''
								super().__init__(F"""{self.prefix}{self.err_msg}{self.suffix}""")






class        a_				:






	'''simple docstring'''






	def __init__(    self      :						Any    ,					lowercase__      :						str):







								'''simple docstring'''



								lowerCAmelCase__  			=      hashlib.mda(_as_bytes(lowercase__))




	def 	__snake_case		(    self      :						List[str]    ,					lowercase__      :						Union[str, int, bytes]):







								'''simple docstring'''



								lowerCAmelCase__  			=      self._split_mda.copy()
								lowerCAmelCase__  			=      _as_bytes(lowercase__)
								mda.update(lowercase__)
								# Convert to integer with hexadecimal conversion
								return int(mda.hexdigest()    ,					16)

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
