demo is too slow and exhaust memory(Can only predict in CPU)?

the command line 
python superresolution.py --modelpath generator_model_3008000.npz --imagepath input.png --outputpath sr.png

is too slow and which runs consume about 8~9Gb memory.
Can it optimize to fast and consume smaller memory?