can it run
No. 12GB of memory can't hold the 19GB working set this model needs. A smaller quant or a bigger machine is required.
weights 14.6GB + KV cache 0.62GB at 4k context vs ~6GB usable → no. 15.2 GB vs 6 GB usable — does not fit
computed roofline: 336 GB/s × 0.48–0.72 efficiency window / 14.6GB (Q4_K_M) — bands, never points.
| model file | 14.6GB (GGUF Q4_K_M) |
| minimum memory | 19GB working set |
| this machine | 12GB GDDR6, 336 GB/s |
| params | 24B |
| license | apache-2.0 |
| price | $375 |
easy run: ollama pull devstral:24b
runs with: ollama · llama.cpp · koboldcpp · lm studio
→ Tesla V100 32GB (used) — cheapest machine that runs it ($700)
→ every model the RTX 2060 12GB (used) can run — full list
→ rtx-5060-ti-16 — the next step up from this machine's GPU