local intelligence

can it run

Can the GTX 1080 Ti (11GB, used) run gemma3 12B?

TIGHT

Yes, but close to the edge. 11GB against a 11GB working set: it runs, with little room for long context windows or other processes.

~17–30 tok/s

weights 8.1GB + KV cache 1.5GB at 4k context vs ~11GB usable → tight. 9.6 of 11 GB usable — keep context modest

computed roofline: 484 GB/s × 0.28–0.50 efficiency window / 8.1GB (Q4_K_M) — bands, never points.

explore the full catalog84 machines indexed · live prices · what each one can run

Specs

model file8.1GB (GGUF Q4_K_M)
minimum memory11GB working set
this machine11GB GDDR5X, 484 GB/s
params12B
licensegemma
price$275

Run it

model files: hugging face ↗

easy run: ollama pull gemma3:12b

runs with: ollama · llama.cpp · koboldcpp · lm studio

Alternatives

Tesla P100 (16GB, used) — cheapest machine that runs it ($135)

ASUS ExpertCenter Pro ET900N G3 (GB300) — this model on the biggest machine

every model the GTX 1080 Ti (11GB, used) can run — full list

RTX 3090 (24GB, used) — upgrade path machine

Buy

eBay (used) ↗ · Amazon ↗

2026-09-17 · ← all models on the GTX 1080 Ti (11GB, used) · ← full hardware catalog · prices verified at source, may drift