local intelligence

can it run

Can the AMD Radeon RX 580 8GB run moondream 2B?

FULL

3.7 GB needed of 8 GB usable — headroom for context

8GB · Polaris (GCN 4) · model file 1.7GB · 2B

~12–32 tok/s

computed roofline: 256 GB/s × 0.08–0.21 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

Raspberry Pi 5 + AI Kit (Hailo-8L) — cheapest catalog machine that runs moondream 2B fully ($110)

rtx-3060-12 — the next step up from AMD Radeon RX 580 8GB

every model the AMD Radeon RX 580 8GB can run — full list

explore the full catalog84 machines indexed · live prices · what each one can run
2026-09-17 · ← all models on the AMD Radeon RX 580 8GB · fit = weights + 4k KV vs usable memory