I've got a question for the discriminator loss.

It seems when training using WGAN you can end up with increased image quality with increased loss.

I have plotted here -log D vs. generator iterations, smoothed using a median filter of length 101.
Are there any guidelines how to diagnose these losses?

The initial dip has significant lower image quality than the most recent peak.

Thanks!