▲ local intelligence

can it run

Can the NVIDIA RTX Spark N1X run moondream 2B?

FULL

3.7 GB needed of 22 GB usable — headroom for context

~22GB usable · NVIDIA RTX Spark N1X (Grace + Blackwell RTX) · model file 1.7GB · 2B

~40–100 tok/s

computed roofline: 273 GB/s × 0.25–0.65 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)

→ rtx-5090 — the next step up from NVIDIA RTX Spark N1X

→ every model the NVIDIA RTX Spark N1X can run — full list

→explore the full catalog97 machines indexed · live prices · what each one can run
2026-10-08 · ← all models on the NVIDIA RTX Spark N1X · fit = weights + 4k KV vs usable memory