






from __future__ import annotations






def  UpperCAmelCase__						(    lowerCamelCase	:			str			,lowerCamelCase	:			str    ):
   lowerCamelCase									=0
   lowerCamelCase									=len(lowerCamelCase    ) - 1
   while left <= right:
      lowerCamelCase									=(left + right) // 2
      if left == right:
         if sorted_list[middle] < item:
            lowerCamelCase									=middle + 1
         break
      elif sorted_list[middle] < item:
         lowerCamelCase									=middle + 1
      else:
         lowerCamelCase									=middle - 1
   sorted_list.insert(lowerCamelCase			,lowerCamelCase    )
   return sorted_list






def  UpperCAmelCase__						(    lowerCamelCase	:			List[Any]			,lowerCamelCase	:			List[Any]    ):
   lowerCamelCase									=[]
   while left and right:
      if left[0][0] < right[0][0]:
         result.append(left.pop(0    )    )
      else:
         result.append(right.pop(0    )    )
   return result + left + right






def  UpperCAmelCase__						(    lowerCamelCase	:			Union[str, Any]    ):
   lowerCamelCase									=len(lowerCamelCase    )
   if length <= 1:
      return list_ad
   lowerCamelCase									=length // 2
   return merge(sortlist_ad(list_ad[:middle]    )			,sortlist_ad(list_ad[middle:]    )    )






def  UpperCAmelCase__						(    lowerCamelCase	:			list[int]    ):

   if len(lowerCamelCase    ) <= 1:
      return collection
   lowerCamelCase									=[]
   lowerCamelCase									=False
   for i in range(0			,len(lowerCamelCase    )			,2    ):
      if i == len(lowerCamelCase    ) - 1:
         lowerCamelCase									=True
      else:
         if collection[i] < collection[i + 1]:
            two_paired_list.append([collection[i], collection[i + 1]]    )
         else:
            two_paired_list.append([collection[i + 1], collection[i]]    )
   lowerCamelCase									=sortlist_ad(lowerCamelCase    )
   lowerCamelCase									=[i[0] for i in sorted_list_ad]
   result.append(sorted_list_ad[-1][1]    )
   if has_last_odd_item:
      lowerCamelCase									=collection[-1]
      lowerCamelCase									=binary_search_insertion(lowerCamelCase			,lowerCamelCase    )
   lowerCamelCase									=False
   for i in range(len(lowerCamelCase    ) - 1    ):
      if result[i] == collection[-1] and has_last_odd_item:
         lowerCamelCase									=True
      lowerCamelCase									=sorted_list_ad[i][1]
      # If last_odd_item is inserted before the item's index,
      # you should forward index one more.
      if is_last_odd_item_inserted_before_this_index:
         lowerCamelCase									=result[: i + 2] + binary_search_insertion(result[i + 2 :]			,lowerCamelCase    )
      else:
         lowerCamelCase									=result[: i + 1] + binary_search_insertion(result[i + 1 :]			,lowerCamelCase    )

   return result


if __name__ == "__main__":
   _UpperCAmelCase					:						List[str]         =     input('Enter numbers separated by a comma:\n').strip()
   _UpperCAmelCase					:						Tuple         =     [int(item) for item in user_input.split(',')]
   print(merge_insertion_sort(unsorted))







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


_UpperCAmelCase					:						Any         =     logging.get_logger(__name__)

_UpperCAmelCase					:						Dict         =     {
    'ZinengTang/tvlt-base': 'https://huggingface.co/ZinengTang/tvlt-base/blob/main/config.json',
}


class 		lowerCAmelCase_				(  UpperCamelCase ):
     __lowerCamelCase       :    Any 	=     '''tvlt'''





     def __init__(	self							, _UpperCAmelCase=224							, _UpperCAmelCase=2048							, _UpperCAmelCase=128							, _UpperCAmelCase=[16, 16]							, _UpperCAmelCase=[16, 16]							, _UpperCAmelCase=3							, _UpperCAmelCase=1							, _UpperCAmelCase=8							, _UpperCAmelCase=768							, _UpperCAmelCase=12							, _UpperCAmelCase=12							, _UpperCAmelCase=3072							, _UpperCAmelCase="gelu"							, _UpperCAmelCase=0.0							, _UpperCAmelCase=0.0							, _UpperCAmelCase=0.02							, _UpperCAmelCase=1E-6							, _UpperCAmelCase=True							, _UpperCAmelCase=False							, _UpperCAmelCase=16							, _UpperCAmelCase=512							, _UpperCAmelCase=8							, _UpperCAmelCase=2048							, _UpperCAmelCase=0.75							, _UpperCAmelCase=0.15							, _UpperCAmelCase="frame-level"							, _UpperCAmelCase=True							, _UpperCAmelCase=True							, _UpperCAmelCase="classification"							, **_UpperCAmelCase							, )		->				List[Any]:
        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}'''  )

        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