can it run
1.4 GB needed of 4 GB usable — headroom for context
4GB · Polaris (GCN 4) · model file 1.3GB · 1B
computed roofline: 224 GB/s × 0.08–0.21 efficiency window / 1.3GB (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 llama3.2 1B fully ($110)
→ rx-580-8gb — the next step up from AMD Radeon RX 570 4GB
→ every model the AMD Radeon RX 570 4GB can run — full list
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