▲ local intelligence

can it run

Can the RTX 4090 Laptop run moondream 2B?

FULL

3.7 GB needed of 16 GB usable — headroom for context

16GB · Ada (laptop) · model file 1.7GB · 2B

~160–260 tok/s

computed roofline: 576 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).

Run moondream 2B on instead

→ Tesla M60 (16GB, used) — cheapest catalog machine that runs moondream 2B fully ($35)

→ every model the RTX 4090 Laptop can run — full list

→explore the full catalog91 machines indexed · live prices · what each one can run
2026-10-01 · ← all models on the RTX 4090 Laptop · fit = weights + 4k KV vs usable memory