can it run
3.7 GB needed of 12 GB usable — headroom for context
12GB · Volta · model file 1.7GB · 2B
computed roofline: 652.8 GB/s × 0.46–0.76 efficiency window / 1.7GB (Q4_K_M) — bands, never points. Small models (under ~4.5B) run BELOW these bands — kernel-launch overhead keeps them from saturating bandwidth (measured against community medians, 09-06).
→ Tesla M60 (16GB, used) — cheapest catalog machine that runs moondream 2B 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