can it run
3.7 GB needed of 13.5 GB usable — headroom for context
~13.5GB usable · Adreno (iGPU) · model file 1.7GB · 2B
computed roofline: 135.2 GB/s × 0.25–0.80 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).
→ Raspberry Pi 5 + AI Kit (Hailo-8L) — cheapest catalog machine that runs moondream 2B fully ($110)
→ every model the Adreno X1-45 (Snapdragon X Plus) can run — full list
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