can it run
3.7 GB needed of 12 GB usable — headroom for context
12GB · RDNA2 gfx1031 · model file 1.7GB · 2B
computed roofline: 384 GB/s × 0.20–0.50 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)
→ radeon-9070-xt — the next step up from AMD RX 6700 XT
→ every model the AMD RX 6700 XT can run — full list
→explore the full catalog91 machines indexed · live prices · what each one can run