Add a StepSizer based on quadratic interpolation

Interpolating step sizer implemented as a first step for adding conjugate gradient method in order to have a reasonable estimate for the initial step size (also for gradient descent method where it replaced ConstantStepSize).

It was necessary to change StepSizer interface because these estimates based on interpolation often need the descent direction that is readily available (some also need the previously accepted step size, but that one is harder to come by, most easily perhaps as ||x_k - x_k-1||).

The name QuadraticInterpolateStepSize could be shorter, but on the other hand it will rarely be used by the client code.
I am not sure I fully understand this comment. StepSize is called only once per iteration and returns the first line search step size to be attempted at the beginning of each major iteration from l.X in the direction dir. There is no other way to get dir. How does StepSize's signature imply that the direction could change during linesearch?