GPUs provide enormous floating point capacity and memory bandwidth, and can yield up to 10x as much performance (science) per dollar, but do require the use of specialized libraries or specialized programming techniques.
Interactive development
The two LQCD / HPC interactive nodes each have one GPU installed which you may use for interactive software development and testing. All production GPU nodes reached through the gpu queue have 4 GPUs.