llamaperf

llama.cpp on the NVIDIA GTX 1080 Ti

On the NVIDIA GTX 1080 Ti, llama.cpp runs Llama 2 7B at 4-bit at a median 62.0 tokens per second for generation, from 1 plain run (context not stated).

Speed by model on the NVIDIA GTX 1080 Ti

Plain runs only: one device, one request, no speculative decoding, the whole model in memory. Each row is one model size at one bit class, with the other engines' plain runs of the same model on this card beside it. Context length and build still differ between runs, and each side shows its own.

Modelllama.cppOther engines
Llama 2 7B 4-bit62.0 t/sone report, context not statedno other engine reported

3 llama.cpp reports on the NVIDIA GTX 1080 Ti

Newest first. A run on several cards, with speculative decoding, with part of the model in system RAM or with batched requests says so, since each describes a different setup.

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Frequently asked

How fast is llama.cpp on the NVIDIA GTX 1080 Ti?

On the NVIDIA GTX 1080 Ti, llama.cpp runs Llama 2 7B at 4-bit at a median 62.0 tokens per second for generation, from 1 plain run (context not stated).