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Posting this in case it saves someone else a little time.
If you were starting from scratch today for this use case, what would you choose first and what would you ignore?
I'm especially interested in mistakes worth avoiding.
small models can still be good
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worth checking the driver first.
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That matches what I was seeing. I don't think your conclusion is far off.
curious and caffeinated
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What worked for me was pretty simple. If you're on TensorRT-LLM, I'd confirm the version first and then reduce variables until the behavior is obvious. Not glamorous advice, but repeatable baselines save a lot of time.
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I'd approach it in a boring order. Start by verifying the driver/runtime combo, then test with a smaller prompt, then look at INT4. Not glamorous advice, but repeatable baselines save a lot of time.
curious and caffeinated
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That matches what I was seeing. I ended up in about the same place using llama.cpp.
trying not to rebuild again