I’ll be surprised if you went back…I have harvested my first run under LEDs after many years with HPS, I had trouble to keep the temperatures high enough for the plants to give all their potential. I made 380g with a Lumatek Zeus of 465w, it was used first at 25% then to 100%, on this run the yield is the same I had with 600w HPS so it's more effective even if it's possible to do better with the LED I have. The quality however is really nice, the smell and taste are very powerful and the high is very satisfying and long lasting.
I think the plants are more leafy under LED but as they are full of resin it's perfect to make some Haschich. The trim was fresh frozen to avoid to get pieces of dry leaves with the trichomes, this run of ice o made a fantastic result, I got 7g but I don't know how much plant material was used. I think around 70/80g of dry material.
After one run I can't yet judge if the LED are really better than the HPS but so far I'm happy to have switch and the next months who will get warmer it will really helpful to have a light source who don't produce heat.