local intelligence

can it run

Can the RTX 2080 / 2080 Super (8GB, used) run SDXL SDXL base?

STRETCH

Only with compromises. 8GB is below the 9GB working set — expect a lower quant, offloading, or heavy swap. Possible, not pleasant.

~31–47 tok/s

weights 6.9GB + KV cache 2GB at 4k context vs ~8GB usable → offload-partial. 8.9 GB vs 8 GB usable — partial CPU offload, expect large speed loss

computed roofline: 448 GB/s × 0.48–0.72 efficiency window / 6.9GB (Q4_K_M) — bands, never points.

explore the full catalog84 machines indexed · live prices · what each one can run

Specs

model file6.9GB (GGUF Q4_K_M)
minimum memory9GB working set
this machine8GB GDDR6, 448-496 GB/s
paramsSDXL base
licenseopenrail++
price$305

Run it

model files: hugging face ↗

easy run: no stock runtime yet

Alternatives

Tesla P100 (16GB, used) — cheapest machine that runs it ($135)

every model the RTX 2080 / 2080 Super (8GB, used) can run — full list

rtx-3080-10gb — the next step up from this machine's GPU

Buy

eBay (used) ↗ · Amazon ↗

2026-09-17 · ← all models on the RTX 2080 / 2080 Super (8GB, used) · ← full hardware catalog · prices verified at source, may drift