Can you elaborate on why you make the connection between janusgraph and deep learning? I can only imagine the wish to apply graph data stored in Janusgraph to train a GNN. I do not think however that you can leverage the message passing of TinkerPop VertexPrograms, because it is java based and cannot apply GPU's.