can it run
Comfortably. 12GB of memory against a 6GB working set leaves headroom for context, the OS, and anything else you're running.
weights 4.7GB + KV cache 2GB at 4k context vs ~6GB usable → offload-partial. 6.7 GB vs 6 GB usable — partial CPU offload, expect large speed loss
computed roofline: 336 GB/s × 0.48–0.72 efficiency window / 4.7GB (Q4_K_M) — bands, never points.
| model file | 4.7GB (GGUF Q4_K_M) |
| minimum memory | 6GB working set |
| this machine | 12GB GDDR6, 336 GB/s |
| params | 7B |
| license | apache-2.0 |
| price | $375 |
easy run: ollama pull llava:7b
runs with: ollama · llama.cpp · koboldcpp · lm studio
→ every model the RTX 2060 12GB (used) can run — full list
→ rtx-5060-ti-16 — the next step up from this machine's GPU