Error when trying to implement cox proportional hazard model

You might want to add some print statements to your model to see why mu is invalid for Poisson likelihood. It seems to get inf or nan. I guess jnp.exp(beta * df.metastasized.values) somehow blow up? You might want to use bounded_exp here.