care about paying this KL divergence for all all the pants and this drawing here yeah you probably care it's a pretty big kale if your distribution was such that your modes are completely separated from each other well they're not KL between P and Q will be almost zero you might not care let's think about what we often care about in it our scenarios which is might have a variational auto encoder with a latent code latent variable Z so not just the I would M be Z that Z can take on a continuum of values so there'll be a continuum of modes and if