Radeon RX 6700
Radeon RX 6700 has 10 GB of VRAM at 320 GB/s — about 9.30 GiB usable after driver and compositor overhead. 1675 of 2118 indexed models fit at 4K context with q8_0 KV.
What fits at 4K context
| Model | Best quant | Params | Weights● | KV● | Total in memory◐ | Headroom◐ | tok/s◐ |
|---|---|---|---|---|---|---|---|
| Lamarck-14B-v0.7 | I1-Q4_0 | 14.8B | 7.95 GiB | 0.40 GiB | 9.30 GiB | 0.00 GiB | 24±26.5% |
| QwenStock-14B | I1-Q4_0 | 14.8B | 7.95 GiB | 0.40 GiB | 9.30 GiB | 0.00 GiB | 24±26.5% |
| DeepSeek-R1-Distill-Qwen-14B-Uncensored | I1-Q4_0 | 14.8B | 7.95 GiB | 0.40 GiB | 9.30 GiB | 0.00 GiB | 24±26.5% |
| Qwen3-14B-Claude-4.5-Opus-High-Reasoning-Distill | IQ4_NL | 14.8B | 8.01 GiB | 0.33 GiB | 9.30 GiB | 0.00 GiB | 24±26.5% |
| granite-20b-code-instruct-8k | IQ3_S | 20.1B | 8.32 GiB | 0.00 GiB | 9.30 GiB | 0.00 GiB | 24±26.5% |
| granite-20b-code-base-8k | I1-IQ3_S | 20.1B | 8.32 GiB | 0.00 GiB | 9.30 GiB | 0.00 GiB | 24±26.5% |
| DeepSeek-Coder-V2-Lite-BaseMoE | I1-Q4_0 | 15.7B | 8.32 GiB | 0.06 GiB | 9.29 GiB | 0.01 GiB | 81±37% |
| SuperGemma-4-12b-abliterated | I1-Q5_K_M | 12.0B | 7.96 GiB | 0.38 GiB | 9.29 GiB | 0.01 GiB | 24±26.5% |
| gemma-4-12B-agentic-fable5-composer2.5-v2-3.5x-tau2-uncensored-heretic | I1-Q5_K_M | 12.0B | 7.96 GiB | 0.38 GiB | 9.29 GiB | 0.01 GiB | 24±26.5% |
| gemma-4-12B-coder-fable5-composer2.5-v1-uncensored-heretic | I1-Q5_K_M | 12.0B | 7.96 GiB | 0.38 GiB | 9.29 GiB | 0.01 GiB | 24±26.5% |
| gemma-4-12B-it-uncensored-heretic | I1-Q5_K_M | 12.0B | 7.96 GiB | 0.38 GiB | 9.29 GiB | 0.01 GiB | 24±26.5% |
| Grug-12B | I1-Q5_K_M | 12.0B | 7.96 GiB | 0.38 GiB | 9.29 GiB | 0.01 GiB | 24±26.5% |
| Aura-Medium-v1-BF16 | I1-Q5_K_M | 12.0B | 7.96 GiB | 0.38 GiB | 9.29 GiB | 0.01 GiB | 24±26.5% |
| gemma-4-12B-it-Esper4 | I1-Q5_K_M | 12.0B | 7.96 GiB | 0.38 GiB | 9.29 GiB | 0.01 GiB | 24±26.5% |
| gemma-4-12B-it-Guardpoint | I1-Q5_K_M | 12.0B | 7.96 GiB | 0.38 GiB | 9.29 GiB | 0.01 GiB | 24±26.5% |
| Gemma-4-12B-it-AEON-Abliterated-K4-BF16 | I1-Q5_K_M | 12.0B | 7.96 GiB | 0.38 GiB | 9.29 GiB | 0.01 GiB | 24±26.5% |
| gemma-4-12B-it-Tachibana-Agent | I1-Q5_K_M | 12.0B | 7.96 GiB | 0.38 GiB | 9.29 GiB | 0.01 GiB | 24±26.5% |
| gemma-4-12b-marvin-gutenberg-rp-v2 | I1-Q5_K_M | 12.0B | 7.96 GiB | 0.38 GiB | 9.29 GiB | 0.01 GiB | 24±26.5% |
| gemma-4-12b-crownelius-writer | I1-Q5_K_M | 12.0B | 7.96 GiB | 0.38 GiB | 9.29 GiB | 0.01 GiB | 24±26.5% |
| Huihui-gemma-4-12B-coder-fable5-composer2.5-v1-abliterated | I1-Q5_K_M | 12.0B | 7.96 GiB | 0.38 GiB | 9.29 GiB | 0.01 GiB | 24±26.5% |
| gemma-4-12b-asterion-agentic | I1-Q5_K_M | 12.0B | 7.96 GiB | 0.38 GiB | 9.29 GiB | 0.01 GiB | 24±26.5% |
| Huihui-gemma-4-12B-agentic-fable5-abliterated | I1-Q5_K_M | 12.0B | 7.96 GiB | 0.38 GiB | 9.29 GiB | 0.01 GiB | 24±26.5% |
| g4-12b-it-trismegistus | I1-Q5_K_M | 12.0B | 7.96 GiB | 0.38 GiB | 9.29 GiB | 0.01 GiB | 24±26.5% |
| gemma4-12b-it-asimov | I1-Q5_K_M | 12.0B | 7.96 GiB | 0.38 GiB | 9.29 GiB | 0.01 GiB | 24±26.5% |
| FabGemma | I1-Q5_K_M | 12.0B | 7.96 GiB | 0.38 GiB | 9.29 GiB | 0.01 GiB | 24±26.5% |
| gemma-4-12B-it-abliterated-uncensored | I1-Q5_K_M | 12.0B | 7.96 GiB | 0.38 GiB | 9.29 GiB | 0.01 GiB | 24±26.5% |
| Gemma-4-12b-it-Abliterated | I1-Q5_K_M | 12.0B | 7.96 GiB | 0.38 GiB | 9.29 GiB | 0.01 GiB | 24±26.5% |
| gemma-4-12B-it-heretic_decensored | I1-Q5_K_M | 12.0B | 7.96 GiB | 0.38 GiB | 9.29 GiB | 0.01 GiB | 24±26.5% |
| Iris-12B-gemma-4-it-qat | I1-Q5_K_M | 12.0B | 7.96 GiB | 0.38 GiB | 9.29 GiB | 0.01 GiB | 24±26.5% |
| gemma-4-12B-coder-fable5-composer2.5-v1 | I1-Q5_K_M | 12.0B | 7.96 GiB | 0.38 GiB | 9.29 GiB | 0.01 GiB | 24±26.5% |
| G4-Starry-Ocean-12B | I1-Q5_K_M | 11.9B | 7.96 GiB | 0.38 GiB | 9.29 GiB | 0.01 GiB | 24±26.5% |
| gemma-4-12B-it-QAT-SOMPOA-heresy | I1-Q5_K_M | 12.0B | 7.96 GiB | 0.38 GiB | 9.29 GiB | 0.01 GiB | 24±26.5% |
| gemma-4-12B-it-uncensored-opus4.7-cot | I1-Q5_K_M | 12.0B | 7.96 GiB | 0.38 GiB | 9.29 GiB | 0.01 GiB | 24±26.5% |
| Gemma4-12B-IT-Abliterated | I1-Q5_K_M | 12.0B | 7.96 GiB | 0.38 GiB | 9.29 GiB | 0.01 GiB | 24±26.5% |
| gemma-4-12b-it-uncensored | I1-Q5_K_M | 12.0B | 7.96 GiB | 0.38 GiB | 9.29 GiB | 0.01 GiB | 24±26.5% |
| Huihui-gemma-4-12B-it-abliterated | I1-Q5_K_M | 12.0B | 7.96 GiB | 0.38 GiB | 9.29 GiB | 0.01 GiB | 24±26.5% |
| gemma-4-12B-it-heretic | I1-Q5_K_M | 12.0B | 7.96 GiB | 0.38 GiB | 9.29 GiB | 0.01 GiB | 24±26.5% |
| Tema_Q-X5-12B-Thinking | I1-Q5_K_M | 12.0B | 7.96 GiB | 0.38 GiB | 9.29 GiB | 0.01 GiB | 24±26.5% |
| gemma-4-12B-coder-fable5-composer2.5-v1-bf16 | I1-Q5_K_M | 12.0B | 7.96 GiB | 0.38 GiB | 9.29 GiB | 0.01 GiB | 24±26.5% |
| swarm-sovereign-12b | I1-Q5_K_M | 12.0B | 7.96 GiB | 0.38 GiB | 9.29 GiB | 0.01 GiB | 24±26.5% |
| Gemma-4-12B-OBLITERATED | I1-Q5_K_M | 12.0B | 7.96 GiB | 0.38 GiB | 9.29 GiB | 0.01 GiB | 24±26.5% |
| Gemma4-12B-Uncensored | I1-Q5_K_M | 12.0B | 7.96 GiB | 0.38 GiB | 9.29 GiB | 0.01 GiB | 24±26.5% |
| Serenity-12B | I1-Q5_K_M | 12.0B | 7.96 GiB | 0.38 GiB | 9.29 GiB | 0.01 GiB | 24±26.5% |
| Dark-Pane | I1-Q5_K_M | 12.0B | 7.96 GiB | 0.38 GiB | 9.29 GiB | 0.01 GiB | 24±26.5% |
| Reelva-12B | I1-Q5_K_M | 12.0B | 7.96 GiB | 0.38 GiB | 9.29 GiB | 0.01 GiB | 24±26.5% |
| G4-Starry-Ocean-12B-heretic | I1-Q5_K_M | 12.0B | 7.96 GiB | 0.38 GiB | 9.29 GiB | 0.01 GiB | 24±26.5% |
| Iris-12B-v1.3.2 | I1-Q5_K_M | 12.0B | 7.96 GiB | 0.38 GiB | 9.29 GiB | 0.01 GiB | 24±26.5% |
| Semancer-12B | I1-Q5_K_M | 12.0B | 7.96 GiB | 0.38 GiB | 9.29 GiB | 0.01 GiB | 24±26.5% |
| Iris-12B-v1.2 | I1-Q5_K_M | 12.0B | 7.96 GiB | 0.38 GiB | 9.29 GiB | 0.01 GiB | 24±26.5% |
| gemma-4-12b-heretic-abliterated | I1-Q5_K_M | 12.0B | 7.96 GiB | 0.38 GiB | 9.29 GiB | 0.01 GiB | 24±26.5% |
| gemma-4-12B-it-null-space-abliterated | Q5_K_M | 12.0B | 7.96 GiB | 0.38 GiB | 9.29 GiB | 0.01 GiB | 24±26.5% |
| gemma-4-12b-marvin-gutenberg | I1-Q5_K_M | 12.0B | 7.96 GiB | 0.38 GiB | 9.29 GiB | 0.01 GiB | 24±26.5% |
| gemma-4-12b-marvin-v2 | I1-Q5_K_M | 12.0B | 7.96 GiB | 0.38 GiB | 9.29 GiB | 0.01 GiB | 24±26.5% |
| gemma-4-12b-marvin-v1 | I1-Q5_K_M | 12.0B | 7.96 GiB | 0.38 GiB | 9.29 GiB | 0.01 GiB | 24±26.5% |
| STARK-WEB-12B-v1.7 | I1-Q5_K_M | 12.0B | 7.96 GiB | 0.38 GiB | 9.29 GiB | 0.01 GiB | 24±26.5% |
| STARK-WEB-12B | I1-Q5_K_M | 12.0B | 7.96 GiB | 0.38 GiB | 9.29 GiB | 0.01 GiB | 24±26.5% |
| reka-flash-3.1 | I1-Q2_K | 20.9B | 8.04 GiB | 0.27 GiB | 9.29 GiB | 0.01 GiB | 24±26.5% |
| reka-flash-3 | Q2_K | 20.9B | 8.04 GiB | 0.27 GiB | 9.29 GiB | 0.01 GiB | 24±26.5% |
| glm-4-9b-chat-abliterated | Q5_K_L | 9.4B | 7.01 GiB | 1.33 GiB | 9.28 GiB | 0.02 GiB | 24±26.5% |
| glm-4-9b-chat | Q5_K_L | 9.4B | 7.01 GiB | 1.33 GiB | 9.28 GiB | 0.02 GiB | 24±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 | 3.09 it/s | 1.92–3.56 | 27 |
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 6700 run?
- 1675 of 2118 indexed open-weight models fit a Radeon RX 6700 at 4,096 context with q8_0 KV cache, the largest being Lamarck-14B-v0.7 at I1-Q4_0. That covers text, vision-language, image, video and speech models.
- How much usable memory does a Radeon RX 6700 actually have?
- Its nameplate is 10 GB, but about 9.30 GiB is available to a model once driver and compositor overhead is accounted for.
- Is a Radeon RX 6700 fast for local AI?
- Its memory bandwidth is 320 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.