If your looking for long term cost efficiency, you should go with the COBs. Once you build them, they will immediately save electricity vs the efficiency of hps or led boards.
I haven't used HPS though, but I imagine the heat is not something I want to deal with when I can build COBs cheaper and with more outpout then the leading led lights for sale today.