We introduce infinity -dimensional lattice gas versions of three common mod
els of random heteropolymers, in which both the polymer density and the den
sity of the polymer-solvent mixture are finite. These solvable models give
valuable insight into the problems related to the (quenched) average over t
he randomness in statistical mechanical models of proteins, without having
to deal with the hard geometrical constraints occurring in finite-dimension
al models. Our exact solution, which is specific to the infinity -dimension
al case, is compared to the results obtained by a saddle-point analysis and
by the grand ensemble approach, both of which can also be applied to model
s of finite dimension. We find, somewhat surprisingly, that the saddle-poin
t analysis can lead to qualitatively incorrect results.