Thanks for your quickly reply.
Yes, you are right. I print the network, the 7th layer shows (6): ReLU(inplace). I turned off the inplace by following code:
vgg_feature[6]=torch.nn.ReLU(inplace=False) 

It is useful. Thank you again.