Mistral Nemo on AMD Radeon RX 7900 XTX · 24GB VRAM

✅ Runs comfortably — Mistral Nemo 12B @ Q8_0
Mistral Nemo 12B at Q8_0 needs ~14.0 GB (weights 12.1 GB + KV 1.3 GB + overhead 621 MB @ 8K ctx) of your 21.6 GB usable VRAM — plenty of headroom. Expect ~30–45 tok/s (fast).
context @ Q8_0: comfortable to 16K · runs to 64K · won't fit past that on this rig
quantneedsspeed
Q8_014.0 GB~30–45 tok/s (fast)
Q6_K11.1 GB~35–60 tok/s (fast)
Q5_K_M9.9 GB~40–65 tok/s (very fast)
Q4_K_M8.7 GB~45–75 tok/s (very fast)
$runlocal install mistral-nemo:12b
runlocal verdict card
download card share on x share on reddit drop it in your model-drop post
Mistral Nemo: Runs comfortably
for your own README — links back here

Same model, other machines: Apple M1 · Apple M1 Pro · Apple M2 · Apple M3 Pro · Apple M2 Pro · Apple M4 Pro

Also runs on a AMD Radeon RX 7900 XTX: DeepSeek-R1 (distill) · Qwen3 · Qwen2.5 · Gemma 3 · Mistral Small 3

Best models for a AMD Radeon RX 7900 XTX · 24GB VRAM →

Architecturally similar

These share Mistral Nemo's KV-cache geometry — they size memory the same way, so here's how they fit on a AMD Radeon RX 7900 XTX · 24GB VRAM too:

modelsharesverdict here
Llama 3.1 8kv/128hd ✅ Runs comfortably
Qwen2.5-Coder 8kv/128hd ✅ Runs (tight)
Llama 3.2 8kv/128hd ✅ Runs comfortably
Llama 3.3 8kv/128hd ⚠️ Partial GPU offload
Mistral 7B 8kv/128hd ✅ Runs comfortably
Codestral 8kv/128hd ✅ Runs comfortably
Llama 3.2 Vision 8kv/128hd ✅ Runs comfortably
Mixtral 8x7B 8kv/128hd ⚠️ Partial GPU offload

…and 7 more — see the Mistral Nemo page.

Check any combo yourself: open the checker →