Let phi be a monadic second order sentence about a finite structure fr
om a class K which is closed under disjoint unions and has components.
Compton has conjectured that if the number of it element structures h
as appropriate asymptotics, then unlabelled (labelled) asymptotic prob
abilities v(phi) (mu(phi) respectively) for phi always exist. By apply
ing generating series methods to count finite models, and a tailor mad
e Tauberian lemma, this conjecture is proved under a mild additional c
ondition on the asymptotics of the number of single component K-struct
ures. Prominent among examples covered, are structures consisting of a
single unary function (or partial function) and a fixed number of una
ry predicates.