they do well. Do eggplants need a similar sized container or can I get
away with 5 gallon buckets?

5's will do, a little bigger is better. Treat as tomatoes and they'll
probably do fine. Ichiban and similar "Japanese eggplants" do better for me
in containers than their regular globe eggplant counterparts, fwiw.