  We compute the high-dimensional limit of the free energy associated with a
multi-layer generalized linear model. Under certain technical assumptions, we
identify the limit in terms of a variational formula. The approach is to first
show that the limit is a solution to a Hamilton-Jacobi equation whose initial
condition is related to the limiting free energy of a model with one fewer
layer. Then, we conclude by an iteration.
