


from __future__ import annotations
def      _a					( SCREAMING_SNAKE_CASE	):  # This function is recursive


		"""simple docstring"""




		lowercase__				= len(SCREAMING_SNAKE_CASE	)
		# If the array contains only one element, we return it (it's the stop condition of
		# recursion)
		if array_length <= 1:
				return array
				# Else
		lowercase__				= array[0]
		lowercase__				= False
		lowercase__				= 1
		lowercase__				= []
		while not is_found and i < array_length:
				if array[i] < pivot:
						lowercase__				= True
						lowercase__				= [element for element in array[i:] if element >= array[i]]
						lowercase__				= longest_subsequence(SCREAMING_SNAKE_CASE	)
						if len(SCREAMING_SNAKE_CASE	) > len(SCREAMING_SNAKE_CASE	):
								lowercase__				= temp_array
				else:
						i += 1

		lowercase__				= [element for element in array[1:] if element >= pivot]
		lowercase__				= [pivot, *longest_subsequence(SCREAMING_SNAKE_CASE	)]
		if len(SCREAMING_SNAKE_CASE	) > len(SCREAMING_SNAKE_CASE	):
				return temp_array
		else:
				return longest_subseq


if __name__ == "__main__":
			import doctest

			doctest.testmod()









'''simple docstring'''




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


lowercase__       : List[Any]         =       logging.get_logger(__name__)

lowercase__       : Optional[int]         =       {
    '''unc-nlp/lxmert-base-uncased''': '''https://huggingface.co/unc-nlp/lxmert-base-uncased/resolve/main/config.json''',
}


class 					SCREAMING_SNAKE_CASE       (a__				):
     lowerCAmelCase						     =			'''lxmert'''
     lowerCAmelCase						     =			{}


     def __init__(		self		,      _UpperCAmelCase=3_0522		,      _UpperCAmelCase=768		,      _UpperCAmelCase=12		,      _UpperCAmelCase=9500		,      _UpperCAmelCase=1600		,      _UpperCAmelCase=400		,      _UpperCAmelCase=3072		,      _UpperCAmelCase="gelu"		,      _UpperCAmelCase=0.1		,      _UpperCAmelCase=0.1		,      _UpperCAmelCase=512		,      _UpperCAmelCase=2		,      _UpperCAmelCase=0.02		,      _UpperCAmelCase=1e-1_2		,      _UpperCAmelCase=9		,      _UpperCAmelCase=5		,      _UpperCAmelCase=5		,      _UpperCAmelCase=2048		,      _UpperCAmelCase=4		,      _UpperCAmelCase=6.67		,      _UpperCAmelCase=True		,      _UpperCAmelCase=True		,      _UpperCAmelCase=True		,      _UpperCAmelCase=True		,      _UpperCAmelCase=True		,      _UpperCAmelCase=True		,      _UpperCAmelCase=True		,      **_UpperCAmelCase		,      ):

          '''simple docstring'''






          __A		:					Tuple						=			vocab_size
          __A		:					int						=			hidden_size
          __A		:					str						=			num_attention_heads
          __A		:					Tuple						=			hidden_act
          __A		:					int						=			intermediate_size
          __A		:					str						=			hidden_dropout_prob
          __A		:					Optional[int]						=			attention_probs_dropout_prob
          __A		:					Optional[Any]						=			max_position_embeddings
          __A		:					Tuple						=			type_vocab_size
          __A		:					Optional[int]						=			initializer_range
          __A		:					Any						=			layer_norm_eps
          __A		:					Optional[Any]						=			num_qa_labels
          __A		:					Optional[int]						=			num_object_labels
          __A		:					Any						=			num_attr_labels
          __A		:					Union[str, Any]						=			l_layers
          __A		:					Optional[int]						=			x_layers
          __A		:					List[Any]						=			r_layers
          __A		:					Tuple						=			visual_feat_dim
          __A		:					Tuple						=			visual_pos_dim
          __A		:					Optional[int]						=			visual_loss_normalizer
          __A		:					int						=			task_matched
          __A		:					List[Any]						=			task_mask_lm
          __A		:					Optional[Any]						=			task_obj_predict
          __A		:					str						=			task_qa
          __A		:					List[Any]						=			visual_obj_loss
          __A		:					Optional[Any]						=			visual_attr_loss
          __A		:					Union[str, Any]						=			visual_feat_loss
          __A		:					Union[str, Any]						=			{'vision': r_layers, 'cross_encoder': x_layers, 'language': l_layers}
          super().__init__(**_UpperCAmelCase)