LED are more more efficient.
HPS waste ~80% of its emission on wave lengths that do not promote photosynthesis.
Making a HPS ~ 20% efficient
HPS were invented in 1931 for alternative lighting, industrial, street lights, etc. They were not invented to promote photosynthesis or for growing...