 Optimal importance density for a single integral

For estimating $I=\int g(x)f(x)dx$ by the unbiased importance estimator $g(Y)f(Y)/q(Y)$, the proposal minimizing variance isThis follows from the Cauchy-Schwarz inequality. Its normalizing constant and dependence on the particular integrand often make it impractical.