think time is running out and I don't want to I want to make sure we get to lunch on time so I wanted to end with I think one of the most interesting observations we saw during this entire set of experiments so one thing we observe again and again across different architectures and and across our different setups is that when you train with pre-trained whites versus training from random initialization there is a huge difference in convergence speed so this yellow line here is what you get when you convert in