How do you improve integration when working with GPUs?

[reececoffe]

I am trying to improve my approach to GPUs and could use some practical advice.

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

What trade-offs have you found between quality, speed, cost, and reliability?