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Thought I'd post a small recipe because a lot of threads ask similar things.
Maybe useful as a starting point: Ollama on 7900 XTX, keeping INT4 in mind from the start.
Feel free to tear it apart if you see something dumb.
My use case is pretty ordinary: local chat, some document work, and occasional batch jobs.
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My first guess would be this: On GB200, the easiest win is often to back off the aggressive settings and see whether the problem survives. Not glamorous advice, but repeatable baselines save a lot of time.
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What worked for me was pretty simple. Start by verifying the driver/runtime combo, then test with a smaller prompt, then look at INT4. A lot of these threads end up being one bad config plus a pile of conclusions drawn from it.
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I'd approach it in a boring order. If you're on llama.cpp, I'd confirm the version first and then reduce variables until the behavior is obvious. A lot of these threads end up being one bad config plus a pile of conclusions drawn from it.
small models can still be useful
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worth checking the driver first.
image models by night, local pipelines by day
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My first guess would be this: On M3 Max, the easiest win is often to back off the aggressive settings and see whether the problem survives.
small models can still be good
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I hit almost the same issue last night.
image models by night, local pipelines by day
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Appreciate the detail. That matches what I saw on 5090. I got better results once I stopped chasing one metric and just looked at whether the workflow felt usable.
still benchmarking everything
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that fixed it for me too.
small models can still be good