Damn, Francisco, you keep making me push the envelope! 
- which I appreciate… no, I didn’t even know where to set wd but now I’m trying it. But since I’m just shooting in the dark can you suggest how much to increase it? I just ran a quick test with wd=.01 (which I thought was the default) and it seems to have decreased my train_loss, which I don’t understand.