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by alexeldeib 1020 days ago
That’s why I was curious about utilization since you mentioned low memory usage. I believe time slicing can work on those smaller cards these days. Did you explore any other optimizations like batching or concurrency for same model?

Model heterogeneity seems like a real challenge there — you could optimize usage if you know all the sizes ahead of times and actually have gpu capacity to do efficient allocations, but it’s way harder than just doling 1 gpu per pod.

e: also, latency because of reduced resources? Or what do you mean?