We study the dimension theory on the spectrum of one-dimensional Schroedinger operator with Sturm potential of irrational frequency α, for which the continued fraction expanion of α plays an important role and is allowed to has unbouded partial quotient. We will do some further research on relation between dimension, entropy and Lyapunov exponent. This work is partially motivated by the quasi-crystal context.