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What do you mean by AI workload? Text generation? Text to image? others? Infering? Training?

I will be starting of with text generation and text to image

It depends a lot, how many concurrent users do you expect?, do you require real time or near time in your app or it can be batch processed and checked later, etc?

Basically mate you're asking us "hey i want to test driving, what car should i use" lmao