I noticed that after I pulled version 1.0.0, I was no longer able to import allennlp.service. I see the docs are still updated only as far as 0.9.0 as well so I'm not sure what the status of the service module is.
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Answer in comments above; the functionality was moved to http://github.com/allenai/allennlp-server as a plugin.