The trained neural network is extracted from a checkpoint and dumped into a database. This process is called "freezing" a model. The idea and part of our code are from Morgan. To freeze a model, typically one does
$ dp freeze -o graph.pbin the folder where the model is trained. The output database is called graph.pb.