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Thought I'd post a small recipe because a lot of threads ask similar things.
This isn't revolutionary, but the combination of Ollama and dual 3090 felt surprisingly usable once I tuned around quant drift.
Maybe useful as a starting point for newer folks.
This is mostly for local work rather than public serving.
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I'd approach it in a boring order. Before rebuilding anything, I'd test one clean baseline with Llama and compare from there. A lot of these threads end up being one bad config plus a pile of conclusions drawn from it.
still benchmarking everything
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What exact setup are you running? Do you see the same thing with a smaller batch or shorter prompt?
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That matches what I was seeing. I ended up in about the same place using MLX. Worth rechecking your defaults though, because one bad assumption can make the rest of the thread look confusing.
small models can still be good
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A couple things I'd check first. If you're on vLLM, I'd confirm the version first and then reduce variables until the behavior is obvious.
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I tested this tonight. My result was mixed: first run looked bad, second run looked normal. The main thing that moved was latency, not quality.