testing question: how do you handle GPUs?

[cameron_2qxu]

I have been exploring GPUs and wanted to ask people who have tried it in practice.

I am particularly interested in testing and useful tools. I would like to compare approaches that people have actually used rather than just theoretical suggestions.

What would you tell someone trying this for the first time?