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can it run

Can the AMD Radeon RX 580 8GB run gemma3 4B?

FULL

3.8 GB needed of 8 GB usable — headroom for context

8GB · Polaris (GCN 4) · model file 3.3GB · 4B

~6.2–16 tok/s

computed roofline: 256 GB/s × 0.08–0.21 efficiency window / 3.3GB (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).

Run gemma3 4B on instead

→ Tesla M60 (16GB, used) — cheapest catalog machine that runs gemma3 4B fully ($35)

→ 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 catalog91 machines indexed · live prices · what each one can run
2026-10-01 · ← all models on the AMD Radeon RX 580 8GB · fit = weights + 4k KV vs usable memory