can it run
5.8 GB needed of 12 GB usable — headroom for context
12GB · Volta · model file 5.6GB · 7B
computed roofline: 652.8 GB/s × 0.46–0.76 efficiency window / 5.6GB (Q4_K_M) — bands, never points.
→ Tesla M60 (16GB, used) — cheapest catalog machine that runs qwen2.5vl 7B fully ($35)
→ tesla-v100-32gb — the next step up from NVIDIA Titan V 12GB
→ every model the NVIDIA Titan V 12GB can run — full list
→explore the full catalog90 machines indexed · live prices · what each one can run