code: def __init__(self, *args, **kwargs):
      super(SpatialPath, self).__init__()
      self.conv1 = ConvBNReLU(3, 64, ks=7, stride=2, padding=3)
      self.conv2 = ConvBNReLU(64, 64, ks=3, stride=2, padding=1)
      self.conv3 = ConvBNReLU(64, 64, ks=3, stride=2, padding=1)
      self.conv_out = ConvBNReLU(64, 128, ks=1, stride=1, padding=0)
      self.init_weight()
  
imports: import torch
  import torch.nn
  import torch.nn.functional
  from ParsingResnet import Resnet18
label_desc: Use image node_id 1 to create a new SpatialPath object from inherited base classes: nn with example: obj = SpatialPath()