Stay overnight to do what now? Finding a puzzle or doing something else instead? Lol

Of course it works with GPU, do you have Nvidia GPU? Otherwise it won't work.

You need to activate GPU usage by adding -gpu to your command line then set how many like -gpuid 0 -gpuid 1, and then grid size, -g 64,256 as an example.