  We investigate the effectiveness of tuning HMC parameters using information
from the gradients of the HMC acceptance probability with respect to the
parameters. In particular, the optimization of the trajectory length and
parameters for higher order integrators will be studied in the context of pure
gauge and dynamical fermion actions.
