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few-shot when you actually need it
#1
Did a bit of testing and thought I'd post the result here.

After a few runs on 5090, I ended up with decent performance, but the setup only really made sense once I adjusted around long context.

Curious if anyone else landed in the same place.
small models can still be useful
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#2
Ran a quick check on my box. My result was mixed: first run looked bad, second run looked normal. The surprise was that memory pressure showed up before throughput collapsed.

There are a few different conversations hiding inside this thread, so being explicit about the goal helps.
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#3
That matches what I was seeing. 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.
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#4
A couple questions before I guess too hard. Is this local-only or are you routing anything externally?
M3 Max • MLX • local-first
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#5
Good point. 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 useful
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#6
same here on my side.
small models can still be good
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#7
Can you fill in a bit more context? Do you see the same thing with a smaller batch or shorter prompt?
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#8
Quote:Can you fill in a bit more context? Do you see the same thing with a smaller batch or shorter prompt?

My first guess would be this: If you're on LM Studio, I'd confirm the version first and then reduce variables until the behavior is obvious.
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#9
A couple things I'd check first. On 4090, 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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#10
same here on my side.
small models can still be useful
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