are large i'm in the high dimensional limit and the ratio is some small constant here you know between 0.3 and 1.2 so information theoretically the generalization error can be zero start as long as soon as you have more samples than [Music] than is the dimension in this problem that corresponds to the orange line now algorithmically you need slightly more samples than the dimension about 13 percent more for the approximate message passing to work and be able to generalize perfectly in this problem so now we will be looking at what