so it is you know you can see that it is describing the whole trajectory what is the generalization error at any given time for the persistent stochastic guiding descent so you see that at large times it is going somewhere but at intermediate times there would be some early stopping to do here and depending on the batch size and order on the persistence time is not exactly the same curve and quite interestingly even the the orange points actually would be the normal stochastic gradient descent and the line corresponding