Why do gradients not exist in TensorFlow Keras Probababilistic Layers VAE?

Question

I follow the TensorFlow tutorial on Variational Auto Encoder by using TFP Probabilistic Layers. I just want to modify it for using it with 1-D data (time series) instead of