information somewhere in there and I need n things now they go more into detail into this transformer architecture help help in the helpful fashion in the appendix and will go there quickly so this I think here makes more sense so the image features come in here right and you see this is just a transformer stack an encoder stack of multi-head self attention and feed-forward in instants wise or like token wise feed-forward network and then that information is taken and is given as conditioning information over here now in here as I