We prove an adiabatic limit formula for the eta invariant of a manifold wit
h boundary. The eta invariant is defined using the Atiyah-Patodi-Singer bou
ndary condition and the underlying manifold is fibered over a manifold with
boundary. Our result extends the work of Bismut-Cheeger to manifolds with
boundary.