  In this paper, we study the convergence rate of gradient (or steepest
descent) method with fixed step lengths for finding a stationary point of an
$L$-smooth function. We establish a new convergence rate, and show that the
bound may be exact in some cases. In addition, based on the bound, we derive an
optimal step length.
