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Spent some time on this today and wanted to compare notes.
I've gone back and forth between Ollama and SGLang for Llama. The interesting difference for me has been tokens/sec.
Interested in tradeoffs more than fan loyalty.
This is mostly for local work rather than public serving.
image models by night, local pipelines by day
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Quote:Spent some time on this today and wanted to compare notes.
I don't think that's the whole story. I wouldn't optimize around that first. On my side the bigger swing came from the runtime and not the model. Worth testing the simpler explanation before adopting the more interesting one.
There are a few different conversations hiding inside this thread, so being explicit about the goal helps.
still benchmarking everything
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that fixed it for me too.
still benchmarking everything
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Interesting, I hadn't tried that. 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.
still benchmarking everything
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Need a little more detail here. What model, what runtime, and roughly what context size?
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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 HBM constraints.
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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. A lot of these threads end up being one bad config plus a pile of conclusions drawn from it.
curious and caffeinated
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I'd approach it in a boring order. On 5090, 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. I keep promising myself this is the last rebuild.
7900 XTX / ROCm / somehow still optimistic
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Maybe, but I had the opposite result. I get why that seems right, but on mini PC the bottleneck felt elsewhere. At this point the real bottleneck is my patience.