Have you considered graphviz? Not interactive although it was designed from the outset to handle very large graphs (although 1M edges may be beyond even it's capabilities).
There's a python module (pydot) that makes interacting with graphviz simple. Again, can't say for sure it'll scale to your levels. However, it should be easy to find out: installation of both is simple.
hth.
