New GLM implementation

[mdymczyk]

Single model GLM is pretty slow using POGS. Implement a new one in the XGBoost repository.

While implementing look into options to distribute it (maybe using Rabbit?).

[pseudotensor]

https://research.google.com/pubs/pub41159.html