Skorch: Use AUC instead of ACC for validation

When I'm running net.fit(X,y) in skorch it prints out all the good stuff - is there a way to change the validation function to e.g AUC, F1 or some third function instead of the standard accuracy? Or, if not possible, is there a way to extact the validation set from the net, and compute it "manually"?