I am using RayDP with Spark and am using this package with Ray Tune for HyperParameter Optimization with the lightGBM regressor. Unless there is something I'm missing, there's no way to use lgbm's native cross validation as in Ray's examples, this would be a huge help to model accuracy when training large models.