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. 1649 of 2118 indexed models fit at 16K context with q4_0 KV.
What fits at 16K context
| Model | Best quant | Params | Weights● | KV● | Total in memory◐ | Headroom◐ | tok/s◐ |
|---|---|---|---|---|---|---|---|
| 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% |
| Nous-Hermes-2-SOLAR-10.7B | Q5_1 | 10.7B | 7.51 GiB | 0.84 GiB | 9.29 GiB | 0.01 GiB | 24±26.5% |
| Homunculus | Q4_K_L | 12.5B | 7.63 GiB | 0.70 GiB | 9.29 GiB | 0.01 GiB | 24±26.5% |
| QwQ-32B | UD-IQ1_S | 32.8B | 7.16 GiB | 1.13 GiB | 9.28 GiB | 0.02 GiB | 24±26.5% |
| spoomplesmaxx-mini-14B | IQ4_XS | 14.8B | 7.62 GiB | 0.70 GiB | 9.28 GiB | 0.02 GiB | 24±26.5% |
| qwen3-14b-code-reasoning-conversational | IQ4_XS | 14.8B | 7.62 GiB | 0.70 GiB | 9.28 GiB | 0.02 GiB | 24±26.5% |
| Claria-14b | IQ4_XS | 14.8B | 7.62 GiB | 0.70 GiB | 9.28 GiB | 0.02 GiB | 24±26.5% |
| NTX-2.1-Pro | IQ4_XS | 14.8B | 7.62 GiB | 0.70 GiB | 9.28 GiB | 0.02 GiB | 24±26.5% |
| Qwen3-14B-Uncensored | IQ4_XS | 14.8B | 7.62 GiB | 0.70 GiB | 9.28 GiB | 0.02 GiB | 24±26.5% |
| FrogMini-14B-2510 | IQ4_XS | — | 7.62 GiB | 0.70 GiB | 9.28 GiB | 0.02 GiB | 24±26.5% |
| Qwen3-14B-abliterated | IQ4_XS | 14.8B | 7.62 GiB | 0.70 GiB | 9.28 GiB | 0.02 GiB | 24±26.5% |
| Slava-Qwen3-14B-Serbian | IQ4_XS | 14.8B | 7.62 GiB | 0.70 GiB | 9.28 GiB | 0.02 GiB | 24±26.5% |
| Huihui-Qwen3-14B-abliterated-v2 | IQ4_XS | 14.8B | 7.62 GiB | 0.70 GiB | 9.28 GiB | 0.02 GiB | 24±26.5% |
| MythoMax-L2-13b | I1-IQ3_XXS | 13.0B | 4.82 GiB | 3.52 GiB | 9.28 GiB | 0.02 GiB | 24±26.5% |
| Voxtral-Small-24B-2507 | IQ2_M | 24.3B | 7.56 GiB | 0.70 GiB | 9.28 GiB | 0.02 GiB | 24±26.5% |
| Devstral-Small-2-24B-Instruct-2512 | IQ2_M | 24.0B | 7.56 GiB | 0.70 GiB | 9.28 GiB | 0.02 GiB | 24±26.5% |
| Transformed-Journey-24B | I1-IQ2_M | 23.6B | 7.56 GiB | 0.70 GiB | 9.28 GiB | 0.02 GiB | 24±26.5% |
| Magistry-24B-v1.1 | I1-IQ2_M | 23.6B | 7.56 GiB | 0.70 GiB | 9.28 GiB | 0.02 GiB | 24±26.5% |
| Mergedonia-AETHER-24B-v1a | I1-IQ2_M | 23.6B | 7.56 GiB | 0.70 GiB | 9.28 GiB | 0.02 GiB | 24±26.5% |
| Mergedonia-AETHER-24B-v1b | I1-IQ2_M | 23.6B | 7.56 GiB | 0.70 GiB | 9.28 GiB | 0.02 GiB | 24±26.5% |
| Slimaki-Tavern-24B-v1.3 | I1-IQ2_M | 23.6B | 7.56 GiB | 0.70 GiB | 9.28 GiB | 0.02 GiB | 24±26.5% |
| Maginum-Cydoms-24B | I1-IQ2_M | 23.6B | 7.56 GiB | 0.70 GiB | 9.28 GiB | 0.02 GiB | 24±26.5% |
| Maginum-Cydoms-24B-absolute-heresy | I1-IQ2_M | 23.6B | 7.56 GiB | 0.70 GiB | 9.28 GiB | 0.02 GiB | 24±26.5% |
| Morax-24B-v2 | IQ2_M | 23.6B | 7.56 GiB | 0.70 GiB | 9.28 GiB | 0.02 GiB | 24±26.5% |
| Mistral-Small-3.2-24B-Instruct-2506-ultra-uncensored-heretic | I1-IQ2_M | 24.0B | 7.56 GiB | 0.70 GiB | 9.28 GiB | 0.02 GiB | 24±26.5% |
| Huihui-Mistral-Small-3.2-24B-Instruct-2506-abliterated-llamacppfixed | I1-IQ2_M | 24.0B | 7.56 GiB | 0.70 GiB | 9.28 GiB | 0.02 GiB | 24±26.5% |
| Dans-PersonalityEngine-V1.2.0-24b | I1-IQ2_M | 23.6B | 7.56 GiB | 0.70 GiB | 9.28 GiB | 0.02 GiB | 24±26.5% |
| Dolphin3.0-Mistral-24B | IQ2_M | 23.6B | 7.56 GiB | 0.70 GiB | 9.28 GiB | 0.02 GiB | 24±26.5% |
| Mistral-Small-3_2-24B-Instruct-2506-antislop.v2 | I1-IQ2_M | 24.0B | 7.56 GiB | 0.70 GiB | 9.28 GiB | 0.02 GiB | 24±26.5% |
| Dolphin3.0-R1-Mistral-24B | IQ2_M | 23.6B | 7.56 GiB | 0.70 GiB | 9.28 GiB | 0.02 GiB | 24±26.5% |
| Dans-PersonalityEngine-V1.3.0-24b | I1-IQ2_M | 23.6B | 7.56 GiB | 0.70 GiB | 9.28 GiB | 0.02 GiB | 24±26.5% |
| Cydonia_Vistral | IQ2_M | 23.6B | 7.56 GiB | 0.70 GiB | 9.28 GiB | 0.02 GiB | 24±26.5% |
| Goetia-24B-v1.1 | I1-IQ2_M | 23.6B | 7.56 GiB | 0.70 GiB | 9.28 GiB | 0.02 GiB | 24±26.5% |
| Devstral-Small-2505 | IQ2_M | 23.6B | 7.56 GiB | 0.70 GiB | 9.28 GiB | 0.02 GiB | 24±26.5% |
| Mistral-Small-3.2-24B-Instruct-2506 | IQ2_M | 24.0B | 7.56 GiB | 0.70 GiB | 9.28 GiB | 0.02 GiB | 24±26.5% |
| MS3.2-PaintedFantasy-v3-24B | I1-IQ2_M | 23.6B | 7.56 GiB | 0.70 GiB | 9.28 GiB | 0.02 GiB | 24±26.5% |
| RP-Spectrum-24B | I1-IQ2_M | 23.6B | 7.56 GiB | 0.70 GiB | 9.28 GiB | 0.02 GiB | 24±26.5% |
| MS3.2-PaintedFantasy-v4.1-24B-ultra-uncensored-heretic-v2 | I1-IQ2_M | 23.6B | 7.56 GiB | 0.70 GiB | 9.28 GiB | 0.02 GiB | 24±26.5% |
| Magidonia-24B-v4.3-heretic-v1.2 | I1-IQ2_M | 23.6B | 7.56 GiB | 0.70 GiB | 9.28 GiB | 0.02 GiB | 24±26.5% |
| Magidonia-24B-v4.3-absolute-heresy | I1-IQ2_M | 23.6B | 7.56 GiB | 0.70 GiB | 9.28 GiB | 0.02 GiB | 24±26.5% |
| MagiSeek-Pro-V1 | I1-IQ2_M | 23.6B | 7.56 GiB | 0.70 GiB | 9.28 GiB | 0.02 GiB | 24±26.5% |
| Cogidonia-v2-24B | I1-IQ2_M | 23.6B | 7.56 GiB | 0.70 GiB | 9.28 GiB | 0.02 GiB | 24±26.5% |
| Magidonia-24B-v4.3 | I1-IQ2_M | — | 7.56 GiB | 0.70 GiB | 9.28 GiB | 0.02 GiB | 24±26.5% |
| Precog-24B-v1 | I1-IQ2_M | — | 7.56 GiB | 0.70 GiB | 9.28 GiB | 0.02 GiB | 24±26.5% |
| experiment024b | I1-IQ2_M | 23.6B | 7.56 GiB | 0.70 GiB | 9.28 GiB | 0.02 GiB | 24±26.5% |
| Magidonia-24B-v4.2.0 | IQ2_M | 23.6B | 7.56 GiB | 0.70 GiB | 9.28 GiB | 0.02 GiB | 24±26.5% |
| Berthier-Mistral-Military-24B | I1-IQ2_M | 24.0B | 7.56 GiB | 0.70 GiB | 9.28 GiB | 0.02 GiB | 24±26.5% |
| MS-2501-DPE-QwQify-v0.1-24B | IQ2_M | 23.6B | 7.56 GiB | 0.70 GiB | 9.28 GiB | 0.02 GiB | 24±26.5% |
| Mistral-Small-3.2-24B-Instruct-2506-llamacppfixed | I1-IQ2_M | 24.0B | 7.56 GiB | 0.70 GiB | 9.28 GiB | 0.02 GiB | 24±26.5% |
| Cydonia-24B-v4.3-absolute-heresy | I1-IQ2_M | 23.6B | 7.56 GiB | 0.70 GiB | 9.28 GiB | 0.02 GiB | 24±26.5% |
| Cydonia-24B-v4.3-heretic-v2 | I1-IQ2_M | 23.6B | 7.56 GiB | 0.70 GiB | 9.28 GiB | 0.02 GiB | 24±26.5% |
| Cydonia-24B-v4.3-heretic | I1-IQ2_M | 23.6B | 7.56 GiB | 0.70 GiB | 9.28 GiB | 0.02 GiB | 24±26.5% |
| Cydonia-24B-v4.3-heretic-v4 | I1-IQ2_M | 23.6B | 7.56 GiB | 0.70 GiB | 9.28 GiB | 0.02 GiB | 24±26.5% |
| Cydonia-24B-v4.2.0 | I1-IQ2_M | 23.6B | 7.56 GiB | 0.70 GiB | 9.28 GiB | 0.02 GiB | 24±26.5% |
| Journeys-End-24B | I1-IQ2_M | 23.6B | 7.56 GiB | 0.70 GiB | 9.28 GiB | 0.02 GiB | 24±26.5% |
| sarvam-m | IQ2_M | 23.6B | 7.56 GiB | 0.70 GiB | 9.28 GiB | 0.02 GiB | 24±26.5% |
| Dolphin-Mistral-GLM-4.7-Flash-24B-Venice-Edition-Thinking-Uncensored | I1-IQ2_M | 23.6B | 7.56 GiB | 0.70 GiB | 9.28 GiB | 0.02 GiB | 24±26.5% |
| WeirdCompound-v1.7-24b | I1-IQ2_M | 23.6B | 7.56 GiB | 0.70 GiB | 9.28 GiB | 0.02 GiB | 24±26.5% |
| Magistral-Small-2506 | IQ2_M | 23.6B | 7.56 GiB | 0.70 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?
- 1649 of 2118 indexed open-weight models fit a Radeon RX 6700 at 16,384 context with q4_0 KV cache, the largest being granite-20b-code-instruct-8k at IQ3_S. 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.