Training on multiple graphs

Hey, I'm trying to compare separate graph vectors to each other -- do you have to train each one independently? Would that result in the same vector space representation? How could somebody learn on a bunch of different graph structures?  I didn't see a way to do this in the Readme, and didn't see how to do it in the source.

Thanks.