The bigger question is what you want to achieve by visualizing so many nodes. If you want a map that can be zoomed in to view individual nodes, you mainly need to compute coordinates for every node. Finding the arrangement of the node is probably what gets you in trouble, so you probably need a custom algorithm which scales better (and does poorer, probably).

More interesting may be to identify clusters and either group them together or visualize these clusters as nodes themselves.