Question 1

Can the AMD Radeon RX 570 4GB run DEEPSEEK-R1 distill 7B?

Accepted Answer

DEEPSEEK-R1 distill 7B needs about 4.92GB working set (weights 4.7GB + KV cache 0.22GB at 4k context). The AMD Radeon RX 570 4GB offers ~4GB usable — verdict: offload-partial. 4.9 GB vs 4 GB usable — partial CPU offload, expect large speed loss

Question 2

How fast is DEEPSEEK-R1 distill 7B on the AMD Radeon RX 570 4GB?

Accepted Answer

~3.8–10 tok/s on the AMD Radeon RX 570 4GB. computed roofline: 224 GB/s × 0.08–0.21 efficiency window / 4.7GB (Q4_K_M) — bands, never points.

Question 3

What should I run DEEPSEEK-R1 distill 7B on instead?

Accepted Answer

Raspberry Pi 5 + AI Kit (Hailo-8L) runs it fully ($110).

Can the AMD Radeon RX 570 4GB run DEEPSEEK-R1 distill 7B?

Run DEEPSEEK-R1 distill 7B on instead