local intelligence

can it run

Can the Intel UHD 620 (iGPU) run gemma3 4B?

FULL

3.8 GB needed of 5.5 GB usable — headroom for context

~5.5GB usable · Intel UHD (iGPU) · model file 3.3GB · 4B

~1.7–5.2 tok/s

computed roofline: 38.4 GB/s × 0.15–0.45 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

Raspberry Pi 5 + AI Kit (Hailo-8L) — cheapest catalog machine that runs gemma3 4B fully ($110)

every model the Intel UHD 620 (iGPU) can run — full list

explore the full catalog84 machines indexed · live prices · what each one can run
2026-09-17 · ← all models on the Intel UHD 620 (iGPU) · fit = weights + 4k KV vs usable memory