






'''simple docstring'''





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


_UpperCamelCase		:		Tuple								=			logging.get_logger(__name__)

_UpperCamelCase		:		Tuple								=			{
    'dandelin/vilt-b32-mlm': 'https://huggingface.co/dandelin/vilt-b32-mlm/blob/main/config.json'
}


class 				snake_case__     (			UpperCamelCase):
					a_       =			"vilt"




					def __init__(       self       :						Optional[int]							,				_A       :						Optional[int]=3_05_22							,				_A       :						Tuple=2							,				_A       :						List[str]=2							,				_A       :						Union[str, Any]=40							,				_A       :						Dict=7_68							,				_A       :						List[str]=12							,				_A       :						Union[str, Any]=12							,				_A       :						List[str]=30_72							,				_A       :						Any="gelu"							,				_A       :						Union[str, Any]=0.0							,				_A       :						Tuple=0.0							,				_A       :						Any=0.02							,				_A       :						Optional[Any]=1e-12							,				_A       :						List[Any]=3_84							,				_A       :						int=32							,				_A       :						str=3							,				_A       :						str=True							,				_A       :						List[str]=-1							,				_A       :						int=False							,				_A       :						Optional[Any]=-1							,				**_A       :						Optional[int]							,				)  ->    int:
								super().__init__(tie_word_embeddings=_A							,				**_A     )

								UpperCAmelCase_     :   Tuple       =   vocab_size
								UpperCAmelCase_     :   Tuple       =   type_vocab_size
								UpperCAmelCase_     :   Optional[Any]       =   modality_type_vocab_size
								UpperCAmelCase_     :   Optional[int]       =   max_position_embeddings

								UpperCAmelCase_     :   List[str]       =   hidden_size
								UpperCAmelCase_     :   Any       =   num_hidden_layers
								UpperCAmelCase_     :   int       =   num_attention_heads
								UpperCAmelCase_     :   int       =   intermediate_size
								UpperCAmelCase_     :   Optional[int]       =   hidden_act
								UpperCAmelCase_     :   List[Any]       =   hidden_dropout_prob
								UpperCAmelCase_     :   List[str]       =   attention_probs_dropout_prob
								UpperCAmelCase_     :   Any       =   initializer_range
								UpperCAmelCase_     :   Tuple       =   layer_norm_eps

								UpperCAmelCase_     :   Optional[Any]       =   image_size
								UpperCAmelCase_     :   int       =   patch_size
								UpperCAmelCase_     :   str       =   num_channels
								UpperCAmelCase_     :   str       =   qkv_bias
								UpperCAmelCase_     :   Any       =   max_image_length
								UpperCAmelCase_     :   int       =   num_images










'''simple docstring'''





def __UpperCAmelCase (			A			:	list[list[int]]						)  -> bool:
			# must be
			UpperCAmelCase_     :   int       =   [list(A						) for row in matrix]
			if matrix and isinstance(A	,   A						):
						if isinstance(matrix[0]	,   A						):
									UpperCAmelCase_     :   Optional[Any]       =   0
									for row in matrix:
												if prev_len == 0:
															UpperCAmelCase_     :   List[str]       =   len(A						)
															UpperCAmelCase_     :   Any       =   True
												else:
															UpperCAmelCase_     :   Tuple       =   prev_len == len(A						)
						else:
									UpperCAmelCase_     :   Any       =   True
			else:
						UpperCAmelCase_     :   Dict       =   False

			return result
def __UpperCAmelCase (			A			:	list[list[int]]						)  -> None:
			if check_matrix(A						) and len(A						) > 0:
						UpperCAmelCase_     :   Dict       =   [list(A						) for row in a]
						UpperCAmelCase_     :   List[Any]       =   len(A						)
						if isinstance(a[0]	,   A						):
									UpperCAmelCase_     :   Any       =   len(a[0]						)
						else:
									for dat in a:
												print(A						)
									return

						# horizotal printing increasing
						for i in range(0	,   A						):
									print(a[0][i]						)
						# vertical printing down
						for i in range(1	,   A						):
									print(a[i][mat_col - 1]						)
						# horizotal printing decreasing
						if mat_row > 1:
									for i in range(mat_col - 2	,   -1	,   -1						):
												print(a[mat_row - 1][i]						)
        # vertical printing up
						for i in range(mat_row - 2	,   0	,   -1						):
									print(a[i][0]						)
						UpperCAmelCase_     :   Union[str, Any]       =   [row[1 : mat_col - 1] for row in a[1 : mat_row - 1]]
						if len(A						) > 0:
									spiral_print_clockwise(A						)
						else:
									return
			else:
						print('''Not a valid matrix'''						)
						return
def __UpperCAmelCase (			A			:	list[list]						)  -> list[int]:
			if matrix:
						return list(matrix.pop(0						)						) + spiral_traversal(list(zip(*A						)						)[::-1]						)
			else:
						return []


# driver code
if __name__ == "__main__":
						import doctest

						doctest.testmod()

						_UpperCamelCase		:		List[Any]								=			[[1, 2, 3, 4], [5, 6, 7, 8], [9, 10, 11, 12]]
						spiral_print_clockwise(a)


