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TensorRT-LLM worth the setup time with TensorRT-LLM - Printable Version

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TensorRT-LLM worth the setup time with TensorRT-LLM - syshouse - 09-03-2026

Did a bit of testing and thought I'd post the result here.

After a few runs on 7900 XTX, I ended up with decent performance, but the setup only really made sense once I adjusted around consumer GPUs.

Curious if anyone else landed in the same place.


Re: TensorRT-LLM worth the setup time with TensorRT-LLM - syshouse - 09-04-2026

that fixed it for me too.


Re: TensorRT-LLM worth the setup time with TensorRT-LLM - vectorport - 09-06-2026

Good point. The pattern around structured output has been pretty similar for me. I got better results once I stopped chasing one metric and just looked at whether the workflow felt usable.


Re: TensorRT-LLM worth the setup time with TensorRT-LLM - rasterbench - 09-06-2026

Quote:Good point. The pattern around structured output has been pretty similar for me. I got better results once I stopped chasing one metric and just looke

I'd approach it in a boring order. If you're on SGLang, I'd confirm the version first and then reduce variables until the behavior is obvious.


Re: TensorRT-LLM worth the setup time with TensorRT-LLM - syshouse - 09-06-2026

Quote:[quote]Good point. The pattern around structured output has been pretty similar for me. I got better results once I stopped chasing one metric and jus

Did a small comparison this afternoon. My result was mixed: first run looked bad, second run looked normal.


Re: TensorRT-LLM worth the setup time with TensorRT-LLM - batchcraft - 09-06-2026

I hit almost the same issue last night.


Re: TensorRT-LLM worth the setup time with TensorRT-LLM - plainscope50 - 09-06-2026

Can you fill in a bit more context? What model, what runtime, and roughly what context size?

I'm happy to test one more variant if you want a second data point.


Re: TensorRT-LLM worth the setup time with TensorRT-LLM - vectorshed43 - 09-07-2026

Can you fill in a bit more context? What model, what runtime, and roughly what context size?


Re: TensorRT-LLM worth the setup time with TensorRT-LLM - kernelpeak - 09-07-2026

Quote:Can you fill in a bit more context? What model, what runtime, and roughly what context size?

I tested this tonight. On A6000 with vLLM, I saw basically the same behavior.


Re: TensorRT-LLM worth the setup time with TensorRT-LLM - batchcraft - 09-07-2026

A couple things I'd check first. Start by verifying the driver/runtime combo, then test with a smaller prompt, then look at HBM constraints. A lot of these threads end up being one bad config plus a pile of conclusions drawn from it.