The grid_ops arg has been replaced by the more intuitive num_incs, lower and upper args fro the
number of increments, lower bound, and upper bound value lists respectively.
The new incs argument has been added to allow custom non-linear grid searches.
The new MinfxError system is now being used, and many arguments are being checked.
The docstring has been converted to epydoc format.