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This keeps coming up in conversation so I figured I'd start a thread.
It feels like the conversation has shifted hard toward inference and serving details lately, and honestly that makes sense once you start dealing with consumer GPUs.
Wondering if this is just where the whole space is heading now.
For context, I'm not chasing leaderboard numbers. I mostly want the system to feel consistent day to day.
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A couple things I'd check first. Start by verifying the driver/runtime combo, then test with a smaller prompt, then look at prefix caching. Not glamorous advice, but repeatable baselines save a lot of time.
2x3090 • llama.cpp • too much VRAM is still not enough
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worth checking the driver first.
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Appreciate the detail. That matches what I saw on 7900 XTX. 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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Quote:Appreciate the detail. That matches what I saw on 7900 XTX. Worth rechecking your defaults though, because one bad assumption can make the rest of the
subscribed, curious where this lands.
VRAM first, aesthetics later
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Good point. I don't think your conclusion is far off. I got better results once I stopped chasing one metric and just looked at whether the workflow felt usable.
trying not to rebuild again
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What exact setup are you running? Is this local-only or are you routing anything externally?
2x3090 • llama.cpp • too much VRAM is still not enough
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What worked for me was pretty simple. Before rebuilding anything, I'd test one clean baseline with Llama and compare from there.
small models can still be good
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Did a small comparison this afternoon. The issue went away once I changed one setting and restarted the stack cleanly.
retrieval before vibes
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That matches what I was seeing. I don't think your conclusion is far off. Worth rechecking your defaults though, because one bad assumption can make the rest of the thread look confusing.