Yes, I mentioned the setup, but on vllm you can only use TP with speculative decoding or pipeline parallelism without, so there's tradeoff to both.

I gave general numbers of what I'm getting above, the performance ratios seemed similar regardless of setup (eg. getting a AWQ-in4 quant on a single GPU vs PP without speculative decoding vs TP with speculative decoding).

Overall single GPU is fastest, and TP+speculative decoding is still faster than PP, but for fp8 models you need dual GPUs whether you want it or not.