RSGD Improvements

[meiji163]

Right now optimizers.rsgd is implemented specifically for the Poincare model.
We should add an interface that works for any model.

TODO: write other improvements here

[meiji163]

see https://github.com/master/tensorflow-riemopt for implementation reference