code: def forward(self, x):
      x = self.conv1(x)
      x = self.bn1(x)
      x = self.relu(x)
      x = self.conv2(x)
      x = self.bn2(x)
      x = self.relu(x)
  
      x = self.layer3(x)
      x = self.layer4(x)
      x = self.layer5(x)
  
      aspp_out = []
      for aspp_scale in self.aspp:
          aspp_out.append(aspp_scale(x))
      aspp_out = torch.cat(aspp_out, 1)
  
      out = self.bn9(aspp_out)
      out = self.relu(out)
      out = self.fc9(out)
      return out
  
imports: import torch
  import torch.nn
  import torch.nn.functional
label_desc: Use image node_id 2 for calling the ASPP_c obj's underlying member method code with example usage: obj.forward(x) and returns: out