Radeon RX 7700 XT
Radeon RX 7700 XT has 12 GB of VRAM at 432 GB/s — about 11.16 GiB usable after driver and compositor overhead. 876 of 2118 indexed models fit at 128K context with q8_0 KV.
What fits at 128K context
| Model | Best quant | Params | Weights● | KV● | Total in memory◐ | Headroom◐ | tok/s◐ |
|---|---|---|---|---|---|---|---|
| Kimi-VL-A3B-Thinking-2506MoE | IQ4_XS | 16.4B | 8.21 GiB | 2.02 GiB | 11.15 GiB | 0.01 GiB | 46±37% |
| Kimi-VL-A3B-InstructMoE | IQ4_XS | 16.4B | 8.21 GiB | 2.02 GiB | 11.15 GiB | 0.01 GiB | 46±37% |
| Qwen3.6-28BMoE | I1-IQ2_M | 28.2B | 8.91 GiB | 1.33 GiB | 11.14 GiB | 0.02 GiB | 66±37% |
| Qwen3.5-28BMoE | I1-IQ2_M | 28.7B | 8.91 GiB | 1.33 GiB | 11.14 GiB | 0.02 GiB | 66±37% |
| GLM-4.7-Flash-REAP-23B-A3BMoE | UD-IQ1_S | 23.0B | 6.71 GiB | 3.51 GiB | 11.13 GiB | 0.03 GiB | 34±37% |
| OLMoE-1B-7B-0924-InstructMoE | I1-IQ2_XXS | 6.9B | 1.76 GiB | 8.50 GiB | 11.13 GiB | 0.03 GiB | 18±37% |
| Aura-4B | I1-Q2_K | 4.5B | 1.71 GiB | 8.50 GiB | 11.13 GiB | 0.03 GiB | 26±26.5% |
| magnum-v2-4b | I1-Q2_K | 4.5B | 1.71 GiB | 8.50 GiB | 11.13 GiB | 0.03 GiB | 26±26.5% |
| Impish_LLAMA_4B | Q2_K | 4.5B | 1.71 GiB | 8.50 GiB | 11.13 GiB | 0.03 GiB | 26±26.5% |
| Llama-3.1-Minitron-4B-Width-Base | Q2_K | 4.5B | 1.71 GiB | 8.50 GiB | 11.13 GiB | 0.03 GiB | 26±26.5% |
| Phi-4-mini-reasoning | IQ3_XS | 3.8B | 1.71 GiB | 8.50 GiB | 11.12 GiB | 0.04 GiB | 26±26.5% |
| Phi-4-mini-instruct | IQ3_XS | 3.8B | 1.71 GiB | 8.50 GiB | 11.12 GiB | 0.04 GiB | 26±26.5% |
| Qwen3.6-35B-A3B-REAM-160-ru-agentMoE | IQ3_XXS | 23.6B | 8.89 GiB | 1.33 GiB | 11.12 GiB | 0.04 GiB | 64±37% |
| Tiger-Gemma-12B-v3 | IQ3_M | 12.8B | 5.67 GiB | 4.50 GiB | 11.11 GiB | 0.05 GiB | 27±26.5% |
| AfriqueGemma-12B | I1-IQ3_M | 12.2B | 5.67 GiB | 4.50 GiB | 11.11 GiB | 0.05 GiB | 27±26.5% |
| SuperGemma-4-12b-abliterated | I1-Q3_K_M | 12.0B | 5.67 GiB | 4.50 GiB | 11.11 GiB | 0.05 GiB | 27±26.5% |
| gemma-4-12B-agentic-fable5-composer2.5-v2-3.5x-tau2-uncensored-heretic | I1-Q3_K_M | 12.0B | 5.67 GiB | 4.50 GiB | 11.11 GiB | 0.05 GiB | 27±26.5% |
| gemma-4-12B-coder-fable5-composer2.5-v1-uncensored-heretic | I1-Q3_K_M | 12.0B | 5.67 GiB | 4.50 GiB | 11.11 GiB | 0.05 GiB | 27±26.5% |
| gemma-4-12B-it-uncensored-heretic | I1-Q3_K_M | 12.0B | 5.67 GiB | 4.50 GiB | 11.11 GiB | 0.05 GiB | 27±26.5% |
| gemma-4-12B-it-qat-q4_0-unquantized-uncensored-heretic | Q3_K_M | 12.0B | 5.67 GiB | 4.50 GiB | 11.11 GiB | 0.05 GiB | 27±26.5% |
| Grug-12B | I1-Q3_K_M | 12.0B | 5.67 GiB | 4.50 GiB | 11.11 GiB | 0.05 GiB | 27±26.5% |
| Aura-Medium-v1-BF16 | I1-Q3_K_M | 12.0B | 5.67 GiB | 4.50 GiB | 11.11 GiB | 0.05 GiB | 27±26.5% |
| gemma-4-12B-it-Esper4 | I1-Q3_K_M | 12.0B | 5.67 GiB | 4.50 GiB | 11.11 GiB | 0.05 GiB | 27±26.5% |
| gemma-4-12B-it-Guardpoint | I1-Q3_K_M | 12.0B | 5.67 GiB | 4.50 GiB | 11.11 GiB | 0.05 GiB | 27±26.5% |
| Gemma-4-12B-it-AEON-Abliterated-K4-BF16 | I1-Q3_K_M | 12.0B | 5.67 GiB | 4.50 GiB | 11.11 GiB | 0.05 GiB | 27±26.5% |
| gemma-4-12B-it-Tachibana-Agent | I1-Q3_K_M | 12.0B | 5.67 GiB | 4.50 GiB | 11.11 GiB | 0.05 GiB | 27±26.5% |
| gemma-4-12b-marvin-gutenberg-rp-v2 | I1-Q3_K_M | 12.0B | 5.67 GiB | 4.50 GiB | 11.11 GiB | 0.05 GiB | 27±26.5% |
| gemma-4-12b-crownelius-writer | I1-Q3_K_M | 12.0B | 5.67 GiB | 4.50 GiB | 11.11 GiB | 0.05 GiB | 27±26.5% |
| Huihui-gemma-4-12B-coder-fable5-composer2.5-v1-abliterated | I1-Q3_K_M | 12.0B | 5.67 GiB | 4.50 GiB | 11.11 GiB | 0.05 GiB | 27±26.5% |
| gemma-4-12b-asterion-agentic | I1-Q3_K_M | 12.0B | 5.67 GiB | 4.50 GiB | 11.11 GiB | 0.05 GiB | 27±26.5% |
| Huihui-gemma-4-12B-agentic-fable5-abliterated | I1-Q3_K_M | 12.0B | 5.67 GiB | 4.50 GiB | 11.11 GiB | 0.05 GiB | 27±26.5% |
| g4-12b-it-trismegistus | I1-Q3_K_M | 12.0B | 5.67 GiB | 4.50 GiB | 11.11 GiB | 0.05 GiB | 27±26.5% |
| gemma4-12b-it-asimov | I1-Q3_K_M | 12.0B | 5.67 GiB | 4.50 GiB | 11.11 GiB | 0.05 GiB | 27±26.5% |
| FabGemma | I1-Q3_K_M | 12.0B | 5.67 GiB | 4.50 GiB | 11.11 GiB | 0.05 GiB | 27±26.5% |
| Huihui-gemma-4-12B-it-qat-q4_0-unquantized-abliterated | I1-Q3_K_M | 12.0B | 5.67 GiB | 4.50 GiB | 11.11 GiB | 0.05 GiB | 27±26.5% |
| gemma-4-12B-it-abliterated-uncensored | I1-Q3_K_M | 12.0B | 5.67 GiB | 4.50 GiB | 11.11 GiB | 0.05 GiB | 27±26.5% |
| Gemma-4-12b-it-Abliterated | I1-Q3_K_M | 12.0B | 5.67 GiB | 4.50 GiB | 11.11 GiB | 0.05 GiB | 27±26.5% |
| gemma-4-12B-Queen-it-qat-q4_0-unquantized | I1-Q3_K_M | 12.0B | 5.67 GiB | 4.50 GiB | 11.11 GiB | 0.05 GiB | 27±26.5% |
| gemma-4-12B-it-heretic_decensored | I1-Q3_K_M | 12.0B | 5.67 GiB | 4.50 GiB | 11.11 GiB | 0.05 GiB | 27±26.5% |
| Iris-12B-gemma-4-it-qat | I1-Q3_K_M | 12.0B | 5.67 GiB | 4.50 GiB | 11.11 GiB | 0.05 GiB | 27±26.5% |
| gemma-4-12B-coder-fable5-composer2.5-v1 | I1-Q3_K_M | 12.0B | 5.67 GiB | 4.50 GiB | 11.11 GiB | 0.05 GiB | 27±26.5% |
| G4-Starry-Ocean-12B | I1-Q3_K_M | 11.9B | 5.67 GiB | 4.50 GiB | 11.11 GiB | 0.05 GiB | 27±26.5% |
| gemma-4-12B-it-QAT-SOMPOA-heresy | I1-Q3_K_M | 12.0B | 5.67 GiB | 4.50 GiB | 11.11 GiB | 0.05 GiB | 27±26.5% |
| gemma-4-12B-it-uncensored-opus4.7-cot | I1-Q3_K_M | 12.0B | 5.67 GiB | 4.50 GiB | 11.11 GiB | 0.05 GiB | 27±26.5% |
| Gemma4-12B-IT-Abliterated | I1-Q3_K_M | 12.0B | 5.67 GiB | 4.50 GiB | 11.11 GiB | 0.05 GiB | 27±26.5% |
| gemma-4-12b-it-uncensored | I1-Q3_K_M | 12.0B | 5.67 GiB | 4.50 GiB | 11.11 GiB | 0.05 GiB | 27±26.5% |
| Huihui-gemma-4-12B-it-abliterated | I1-Q3_K_M | 12.0B | 5.67 GiB | 4.50 GiB | 11.11 GiB | 0.05 GiB | 27±26.5% |
| gemma-4-12B-it-heretic | I1-Q3_K_M | 12.0B | 5.67 GiB | 4.50 GiB | 11.11 GiB | 0.05 GiB | 27±26.5% |
| Tema_Q-X5-12B-Thinking | I1-Q3_K_M | 12.0B | 5.67 GiB | 4.50 GiB | 11.11 GiB | 0.05 GiB | 27±26.5% |
| gemma-4-12B-coder-fable5-composer2.5-v1-bf16 | I1-Q3_K_M | 12.0B | 5.67 GiB | 4.50 GiB | 11.11 GiB | 0.05 GiB | 27±26.5% |
| swarm-sovereign-12b | I1-Q3_K_M | 12.0B | 5.67 GiB | 4.50 GiB | 11.11 GiB | 0.05 GiB | 27±26.5% |
| Gemma-4-12B-OBLITERATED | I1-Q3_K_M | 12.0B | 5.67 GiB | 4.50 GiB | 11.11 GiB | 0.05 GiB | 27±26.5% |
| Gemma4-12B-Uncensored | I1-Q3_K_M | 12.0B | 5.67 GiB | 4.50 GiB | 11.11 GiB | 0.05 GiB | 27±26.5% |
| Serenity-12B | I1-Q3_K_M | 12.0B | 5.67 GiB | 4.50 GiB | 11.11 GiB | 0.05 GiB | 27±26.5% |
| Dark-Pane | I1-Q3_K_M | 12.0B | 5.67 GiB | 4.50 GiB | 11.11 GiB | 0.05 GiB | 27±26.5% |
| Reelva-12B | I1-Q3_K_M | 12.0B | 5.67 GiB | 4.50 GiB | 11.11 GiB | 0.05 GiB | 27±26.5% |
| G4-Starry-Ocean-12B-heretic | I1-Q3_K_M | 12.0B | 5.67 GiB | 4.50 GiB | 11.11 GiB | 0.05 GiB | 27±26.5% |
| Iris-12B-v1.3.2 | I1-Q3_K_M | 12.0B | 5.67 GiB | 4.50 GiB | 11.11 GiB | 0.05 GiB | 27±26.5% |
| Semancer-12B | I1-Q3_K_M | 12.0B | 5.67 GiB | 4.50 GiB | 11.11 GiB | 0.05 GiB | 27±26.5% |
| Iris-12B-v1.2 | I1-Q3_K_M | 12.0B | 5.67 GiB | 4.50 GiB | 11.11 GiB | 0.05 GiB | 27±26.5% |
Speed is modeled, not measured: decode is memory-bandwidth bound, so tokens per second is bytes read per token against achievable bandwidth. Mixture-of-experts models carry a wider band because only the routed experts are read each step, and few have been measured publicly.
Measured on this card
| Workload◍ | Median | Middle 50% | Runs |
|---|---|---|---|
| Image generation | 8.55 it/s | 6.64–9.22 | 15 |
Aggregated from community-submitted runs, so the spread is wide by nature — it covers different models, resolutions, step counts and settings, not one controlled configuration. Read the middle 50% rather than the median alone. These figures are reproduced with attribution from vladmandic-sd-data-benchmark, which publishes no licence — so we display and link rather than redistribute them.
Questions people ask
- What AI models can a Radeon RX 7700 XT run?
- 876 of 2118 indexed open-weight models fit a Radeon RX 7700 XT at 131,072 context with q8_0 KV cache, the largest being Kimi-VL-A3B-Thinking-2506 at IQ4_XS. That covers text, vision-language, image, video and speech models.
- How much usable memory does a Radeon RX 7700 XT actually have?
- Its nameplate is 12 GB, but about 11.16 GiB is available to a model once driver and compositor overhead is accounted for.
- Is a Radeon RX 7700 XT fast for local AI?
- Its memory bandwidth is 432 GB/s, and that figure — not teraflops — is what governs token generation speed. Capacity decides what you can run; bandwidth decides how fast it runs.