Given a dictionary of results, use the writer to save the values.
VisualSimilarityEngine.write_results()
dgs.models.engine.visual_sim_engine.VisualSimilarityEngine.validate_params
dgs.models.engine.visual_sim_engine.VisualSimilarityEngine.curr_epoch