can it run
No. 12GB of memory can't hold the 54GB working set this model needs. A smaller quant or a bigger machine is required.
weights 43GB + KV cache 1.25GB at 4k context vs ~6GB usable → no. 44.2 GB vs 6 GB usable — does not fit
computed roofline: 336 GB/s × 0.48–0.72 efficiency window / 43.0GB (Q4_K_M) — bands, never points.
| model file | 43GB (GGUF Q4_K_M) |
| minimum memory | 54GB working set |
| this machine | 12GB GDDR6, 336 GB/s |
| params | distill 70B |
| license | mit |
| price | $375 |
easy run: ollama pull deepseek-r1:70b
runs with: ollama · llama.cpp · koboldcpp · lm studio
→ NIMO AI Mini PC (128GB) — cheapest machine that runs it ($1999)
→ every model the RTX 2060 12GB (used) can run — full list
→ rtx-5060-ti-16 — the next step up from this machine's GPU