linear complexity in terms of of memory and compute though linear has to be qualified a bit because it's modified by the window size by the number of random attention tokens by the number of global tokens and in practice often ends up being you know fairly large-ish and also the the theoretical guarantees now come with the fact that you need multiple layers in the worst case you need sequence length amount of layers which you know in the worst case would result right back into a quadratic requirement for memory