the size of the resonant so here it is initialize with it's nice imagenet weights and what happens after training well it actually changes dramatically and then again if we look at it at random initialization and then look at it off your training again it changes significantly your connections a few dozen skip connections activation I mean we should interpret them by adding you know having you across layers or something like the real representation is and it depend on all the layers not so this is just yeah so so because the