Prediction via GP Regression Model

Let us say that I have posterior samples of the hyperparameters (the kernel parameters in the GP regression model) and I now have a new data set x_new. I want the the GP regression model I have defined in Pyro to give me the predictions for x_new. I Think that one can use pyro.infer.Predictive, but I can’t figure out how.