can it run
3.2 GB needed of 8 GB usable — headroom for context
8GB · Polaris (GCN 4) · model file 2.6GB · 4B
computed roofline: 256 GB/s × 0.08–0.21 efficiency window / 2.6GB (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 qwen3 4B 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
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