Do weight values also get copied when I append layer of one network to another?

vision
1

Hello, I am doing this:

weights_init(F1)

if args.net == "resnet32":
    G_final = nn.Sequential(G,F1.fc1)
    F1.fc1 = nn.Identity()
    G = deepcopy(G_final)

What I want to do is append the initial layer of F1 to G. I am initialising the weights of F1 in a particular manner using the weights_init function.
So, my question is when I do these steps, do the weights which have been specially initialised in F1 also get transferred to the net G_final network?
Thanks,
Megh