inference/research
verifiedmedium · 0.75updated 2026-10-17

Geerling llama.cpp Vulkan on rtx4070ti (pi host): llama-2-13b Q4_K_M pp4096 333.47 tok/s

333.47 tok/s (pp4096)

Fields

id
benchmarks/geerling-vulkan-rtx4070ti-pi-llama-2-13b-q4km-pp4096
Metric
prefill_tok_s
Value
333.47
Unit
tok/s (pp4096)
Model
llama-2-13b.Q4_K_M.gguf (7.33 GiB, 13.02 B params)
Methodology
THIRD-PARTY MEASURED (Jeff Geerling, geerlingguy/ai-benchmarks). llama.cpp build 933414c0b (7293), backend Vulkan, default llama-bench flags (ngl 99). Host: Raspberry Pi CM5 16GB, Pi OS Trixie, PCIe-attached card. Model file size 7.33 GiB, 13.02 B params, Q4_K_M. prefill tok/s, prompt length 4096, per-request, batch 1. NOT aggregate. Whole-system wall power during the run 100.1 W (node scope, not device).
Measured by
third_party
Reproducible
yes
Mean power (W)
100.1
Power scope
node
Thermal state
unknown
notes
Source issue prints the llama-bench mean and the +/- spread; the stored value is the mean. The Pi-host rows are the same physical GPU on a PCIe-constrained host, so they are not a card ceiling.

Notes

Source issue prints the llama-bench mean and the +/- spread; the stored value is the mean. The Pi-host rows are the same physical GPU on a PCIe-constrained host, so they are not a card ceiling.

Cross-references