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. 1531 of 2118 indexed models fit at 8K context with f16 KV.
What fits at 8K 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% |
| Homunculus | Q4_K_M | 12.5B | 7.10 GiB | 1.25 GiB | 9.30 GiB | 0.00 GiB | 24±26.5% |
| reka-flash-3.1 | I1-IQ2_XS | 20.9B | 7.29 GiB | 1.03 GiB | 9.30 GiB | 0.00 GiB | 24±26.5% |
| reka-flash-3 | IQ2_XS | 20.9B | 7.29 GiB | 1.03 GiB | 9.30 GiB | 0.00 GiB | 24±26.5% |
| Kimi-VL-A3B-InstructMoE | I1-IQ4_XS | 16.4B | 8.15 GiB | 0.24 GiB | 9.30 GiB | 0.00 GiB | 73±37% |
| Moonlight-16B-A3B-InstructMoE | IQ4_XS | 16.0B | 8.15 GiB | 0.24 GiB | 9.30 GiB | 0.00 GiB | 73±37% |
| GLM-4.7-Flash-REAP-23B-A3BMoE | UD-IQ2_M | 23.0B | 7.97 GiB | 0.41 GiB | 9.29 GiB | 0.01 GiB | 70±37% |
| Phi-3-mini-4k-instructKV unresolved | IQ3_XS | 3.8B | 5.38 GiB | 3.00 GiB | 9.29 GiB | 0.01 GiB | 24±26.5% |
| Qwen3.5-27B-Engineer-Deckard-Gemini | I1-IQ2_XS | 27.7B | 7.83 GiB | 0.50 GiB | 9.29 GiB | 0.01 GiB | 24±26.5% |
| Qwen3.5-27B-HERETIC-Polaris-Advanced-Thinking-Alpha-uncensored | I1-IQ2_XS | 27.4B | 7.83 GiB | 0.50 GiB | 9.29 GiB | 0.01 GiB | 24±26.5% |
| Qwen3.5-27B-Deckard-PKD-Heretic-Uncensored-Thinking | I1-IQ2_XS | 27.4B | 7.83 GiB | 0.50 GiB | 9.29 GiB | 0.01 GiB | 24±26.5% |
| Huihui-Qwen3.5-27B-abliterated | I1-IQ2_XS | 27.8B | 7.83 GiB | 0.50 GiB | 9.29 GiB | 0.01 GiB | 24±26.5% |
| Qwen3.5-27B-Unredacted-MAX | I1-IQ2_XS | 27.4B | 7.83 GiB | 0.50 GiB | 9.29 GiB | 0.01 GiB | 24±26.5% |
| Qwen3.5-27B-heretic | I1-IQ2_XS | 27.4B | 7.83 GiB | 0.50 GiB | 9.29 GiB | 0.01 GiB | 24±26.5% |
| Qwen3.5-27B-Derestricted | I1-IQ2_XS | 27.8B | 7.83 GiB | 0.50 GiB | 9.29 GiB | 0.01 GiB | 24±26.5% |
| Qwen3.5-27B-Claude-4.6-Opus-Reasoning-Distilled | I1-IQ2_XS | 27.8B | 7.83 GiB | 0.50 GiB | 9.29 GiB | 0.01 GiB | 24±26.5% |
| Rocinante-XL-16B-v1 | IQ3_XS | 16.1B | 6.65 GiB | 1.69 GiB | 9.29 GiB | 0.01 GiB | 24±26.5% |
| TildeOpen-30B-Instruct-LV | I1-IQ1_S | 30.7B | 6.43 GiB | 1.88 GiB | 9.29 GiB | 0.01 GiB | 24±26.5% |
| Falcon3-10B-Instruct | Q5_K_L | 10.3B | 7.07 GiB | 1.25 GiB | 9.28 GiB | 0.02 GiB | 24±26.5% |
| NVIDIA-Nemotron-Nano-9B-v2 | Q5_K_M | 8.9B | 6.58 GiB | 1.75 GiB | 9.28 GiB | 0.02 GiB | 24±26.5% |
| openNemo-9B-abliterated | Q5_K_M | 8.9B | 6.58 GiB | 1.75 GiB | 9.28 GiB | 0.02 GiB | 24±26.5% |
| EVA-abliterated-TIES-Qwen2.5-14B | I1-Q3_K_M | 14.8B | 6.84 GiB | 1.50 GiB | 9.28 GiB | 0.02 GiB | 24±26.5% |
| Neuron-V1-14B-Instruct | I1-Q3_K_M | 14.8B | 6.84 GiB | 1.50 GiB | 9.28 GiB | 0.02 GiB | 24±26.5% |
| Ektome-Qwen2.5-Coder-14B-Instruct-PristinelyUncensored | I1-Q3_K_M | 14.8B | 6.84 GiB | 1.50 GiB | 9.28 GiB | 0.02 GiB | 24±26.5% |
| Qwen2.5-14B-Instruct-1M-abliterated | I1-Q3_K_M | 14.8B | 6.84 GiB | 1.50 GiB | 9.28 GiB | 0.02 GiB | 24±26.5% |
| DeepCoder-14B-Preview | Q3_K_M | 14.8B | 6.84 GiB | 1.50 GiB | 9.28 GiB | 0.02 GiB | 24±26.5% |
| Deepseeker-Kunou-Qwen2.5-14b | I1-Q3_K_M | 14.8B | 6.84 GiB | 1.50 GiB | 9.28 GiB | 0.02 GiB | 24±26.5% |
| SuperNova-Medius | Q3_K_M | 14.8B | 6.84 GiB | 1.50 GiB | 9.28 GiB | 0.02 GiB | 24±26.5% |
| 14B-Qwen2.5-Kunou-v1 | I1-Q3_K_M | 14.8B | 6.84 GiB | 1.50 GiB | 9.28 GiB | 0.02 GiB | 24±26.5% |
| Sugoi-14B-Ultra-HF | I1-Q3_K_M | 14.8B | 6.84 GiB | 1.50 GiB | 9.28 GiB | 0.02 GiB | 24±26.5% |
| Qwen2.5-14B-Instruct-abliterated-v2 | Q3_K_M | 14.8B | 6.84 GiB | 1.50 GiB | 9.28 GiB | 0.02 GiB | 24±26.5% |
| Qwen2.5-14B-Instruct-Uncensored | Q3_K_M | 14.8B | 6.84 GiB | 1.50 GiB | 9.28 GiB | 0.02 GiB | 24±26.5% |
| Qwen2.5-Coder-14B-Instruct-abliterated | Q3_K_M | 14.8B | 6.84 GiB | 1.50 GiB | 9.28 GiB | 0.02 GiB | 24±26.5% |
| OpenCodeReasoning-Nemotron-14B | Q3_K_M | 14.8B | 6.84 GiB | 1.50 GiB | 9.28 GiB | 0.02 GiB | 24±26.5% |
| DeepSeek-R1-Distill-Qwen-14B-abliterated-v2 | I1-Q3_K_M | 14.8B | 6.84 GiB | 1.50 GiB | 9.28 GiB | 0.02 GiB | 24±26.5% |
| C1-Tachu | I1-Q3_K_M | 14.8B | 6.84 GiB | 1.50 GiB | 9.28 GiB | 0.02 GiB | 24±26.5% |
| DeepSeek-R1-Distill-Qwen-14B-abliterated | I1-Q3_K_M | 14.8B | 6.84 GiB | 1.50 GiB | 9.28 GiB | 0.02 GiB | 24±26.5% |
| 0x-lite | Q3_K_M | 14.8B | 6.84 GiB | 1.50 GiB | 9.28 GiB | 0.02 GiB | 24±26.5% |
| Qwen2.5-Coder-14B-Instruct | Q3_K_M | 14.8B | 6.84 GiB | 1.50 GiB | 9.28 GiB | 0.02 GiB | 24±26.5% |
| Tessera-4 | I1-Q3_K_M | 14.8B | 6.84 GiB | 1.50 GiB | 9.28 GiB | 0.02 GiB | 24±26.5% |
| AceReason-Nemotron-14B | Q3_K_M | 14.8B | 6.84 GiB | 1.50 GiB | 9.28 GiB | 0.02 GiB | 24±26.5% |
| Qwen2.5-14B-Instruct | Q3_K_M | 14.8B | 6.84 GiB | 1.50 GiB | 9.28 GiB | 0.02 GiB | 24±26.5% |
| FinetunedQwen14B | Q3_K_M | 14.8B | 6.84 GiB | 1.50 GiB | 9.28 GiB | 0.02 GiB | 24±26.5% |
| Tessera-4.1 | I1-Q3_K_M | 14.8B | 6.84 GiB | 1.50 GiB | 9.28 GiB | 0.02 GiB | 24±26.5% |
| Qwen2.5-14B-Instruct-1M | Q3_K_M | 14.8B | 6.84 GiB | 1.50 GiB | 9.28 GiB | 0.02 GiB | 24±26.5% |
| Qwen2.5-Coder-14B | Q3_K_M | 14.8B | 6.84 GiB | 1.50 GiB | 9.28 GiB | 0.02 GiB | 24±26.5% |
| DeepSeek-R1-Distill-Qwen-14B | Q3_K_M | 14.8B | 6.84 GiB | 1.50 GiB | 9.28 GiB | 0.02 GiB | 24±26.5% |
| UwU-14B-Math-v0.2 | I1-Q3_K_M | 14.8B | 6.84 GiB | 1.50 GiB | 9.28 GiB | 0.02 GiB | 24±26.5% |
| EVA-Qwen2.5-14B-v0.2 | I1-Q3_K_M | 14.8B | 6.84 GiB | 1.50 GiB | 9.28 GiB | 0.02 GiB | 24±26.5% |
| EVA-Qwen2.5-14B-v0.0 | I1-Q3_K_M | 14.8B | 6.84 GiB | 1.50 GiB | 9.28 GiB | 0.02 GiB | 24±26.5% |
| EVA-Qwen2.5-14B-v0.1 | I1-Q3_K_M | 14.8B | 6.84 GiB | 1.50 GiB | 9.28 GiB | 0.02 GiB | 24±26.5% |
| oxy-1-small | Q3_K_M | 14.8B | 6.84 GiB | 1.50 GiB | 9.28 GiB | 0.02 GiB | 24±26.5% |
| Impish_QWEN_14B-1M | I1-Q3_K_M | 14.8B | 6.84 GiB | 1.50 GiB | 9.28 GiB | 0.02 GiB | 24±26.5% |
| Qwen2.5-14B | Q3_K_M | 14.8B | 6.83 GiB | 1.50 GiB | 9.28 GiB | 0.02 GiB | 24±26.5% |
| Lamarck-14B-v0.7 | I1-Q3_K_M | 14.8B | 6.83 GiB | 1.50 GiB | 9.28 GiB | 0.02 GiB | 24±26.5% |
| QwenStock-14B | I1-Q3_K_M | 14.8B | 6.83 GiB | 1.50 GiB | 9.28 GiB | 0.02 GiB | 24±26.5% |
| DeepSeek-R1-Distill-Qwen-14B-Uncensored | I1-Q3_K_M | 14.8B | 6.83 GiB | 1.50 GiB | 9.28 GiB | 0.02 GiB | 24±26.5% |
| Grug-12B | Q4_K_L | 12.0B | 7.36 GiB | 0.97 GiB | 9.28 GiB | 0.02 GiB | 24±26.5% |
| gemma-4-12B-it-Esper4 | Q4_K_L | 12.0B | 7.36 GiB | 0.97 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?
- 1531 of 2118 indexed open-weight models fit a Radeon RX 6700 at 8,192 context with f16 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.