inference/research
verifiedmedium · 0.75updated 2026-10-16

llama.cpp Vulkan on nvidia-gtx-1080-ti: Llama-2-7B Q4_0 FA-off pp512 prefill tok/s (scoreboard #10879)

585.54 tok/s (pp512, batch 512)

Fields

id
benchmarks/llamacpp-vulkan-gtx-1080-ti-llama27b-q40-nofa-pp512
Metric
prefill_tok_s
Value
585.54
Unit
tok/s (pp512, batch 512)
Model
llama-2-7b.Q4_0.gguf (ggml-org, 3.56 GiB, 6.74B params)
Methodology
COMMUNITY-SCOREBOARD (llama.cpp discussion #10879, Vulkan backend, maintainer-curated table). llama-bench -m llama-2-7b.Q4_0.gguf -ngl 99 -fa 0. build ac2557c. pp512 is prompt processing of 512 tokens with no generation, one request, NOT an aggregate. Re-read of the discussion page on 2026-10-16.
Measured by
third_party
Reproducible
yes
notes
Vulkan scoreboard row. pp512 tracks compute more than bandwidth.

Notes

Vulkan scoreboard row. pp512 tracks compute more than bandwidth.

Cross-references