You can save different parts as different attributes of your class, e.g.:
class Net(nn.Module):
  def __init__(...)
    ...
    self.vgg = ... # vgg part
    self.resnet = ... # resnet part

  def init_weights(...):
    # do something with self.vgg
    # do something else with self.resnet