I haven't tried either but basically theres a few key advantages/disadvantages
LED: Needs more area, footprintwise. However vertically it can be slimmer.
HPS: Gives off more heat. If you go with a pro grow LED light box, it should have a fan built in though.
LED: Will end up more expensive to...