Inserting pre-trained network to Siamese Network

I am new to deep learning as well as pytorch. I have got the following code (siamese network) working with pytorch:

Now I would like to replace the CNN with a pretrained network (trained on places dataset):

How do I do this using pytorch

did u train your siamese net from scratch? without using any pretrained weights?