local intelligence

can it run

Can the GTX 1080 Ti (11GB, used) run mistral-nemo 12B?

TIGHT

Yes, but close to the edge. 11GB against a 9GB working set: it runs, with little room for long context windows or other processes.

~19–34 tok/s

weights 7.1GB + KV cache 0.62GB at 4k context vs ~11GB usable → full. 7.7 GB needed of 11 GB usable — headroom for context

computed roofline: 484 GB/s × 0.28–0.50 efficiency window / 7.1GB (Q4_K_M) — bands, never points.

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Specs

model file7.1GB (GGUF Q4_K_M)
minimum memory9GB working set
this machine11GB GDDR5X, 484 GB/s
params12B
licenseapache-2.0
price$275

Run it

model files: hugging face ↗

easy run: ollama pull mistral-nemo:12b

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

Alternatives

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

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