An apparatus to facilitate register sharing is disclosed. The apparatus includes one or more processors to generate first machine code having a first General Purpose Register (GRF) per thread ratio, detect an occurrence of one or more spill/fill instructions in the first machine code, and generate second machine code having a second GRF per thread ratio upon a detection of one or more spill/fill instructions in the first machine code, wherein the second GRF per thread ratio is based on a disabling of a first of a plurality of hardware threads.