Add support for training dialogue models

[gcampax]

Currently dialogue (contextual) models must be trained manually and uploaded out of band using hand-crafted scripts. This is ok while we're actively developing, but not tenable going forward.

We need to:

• store dialogue training and evaluation sets
• add the ability to synthesize dialogue datasets
• add the ability to train and evaluate dialogue models