Lower-memory batch optimization (L-BFGS)

[jaberg]

The batch costs are sums. The derivatives are sums. No need to compute all data set at once, it wastes huge memory. How to give interface to not do this?

Idea - give same streams interface to lbfgs as fmin_sgd has. Algorithm iterates over all blocks accumulating gradient between each call to L-BFGS.