llama.cpp CUDA Quadro RTX 8000 llama-2-7b Q4_0 pp512 FA
3052.35 tok/s (pp512)
Fields
id
benchmarks/llamacpp-scoreboard-quadro-rtx-8000-fa-pp512Metric
prefill_tok_s
Value
3,052.35
Unit
tok/s (pp512)
Model
llama-2-7b.Q4_0.gguf (ggml-org, 3.56 GiB, 6.74B params)
Methodology
COMMUNITY-SCOREBOARD (llama.cpp discussion #15013, maintainer-curated CUDA backend). llama-bench llama-2-7b.Q4_0.gguf (ggml-org, 3.56 GiB, 6.74B params), pp512 and tg128, n_gpu_layers 99, batch 1, full GPU offload, CUDA. Per-request batch-1, not an aggregate across concurrent requests. Flash attention on (-fa 1). Build b8e09f0, reporter @Hedede. Printed mean 3052.35. Re-read of the discussion page on 2026-10-17.
Measured by
third_party
Reproducible
yes
notes
Quadro RTX 8000, 48 GB / GDDR6 / 384 bit, build b8e09f0, reporter @Hedede. prompt processing cell.
Notes
Quadro RTX 8000, 48 GB / GDDR6 / 384 bit, build b8e09f0, reporter @Hedede. prompt processing cell.