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. 526 of 2118 indexed models fit at 128K context with f16 KV.
What fits at 128K 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% |
| EXAONE-4.0-1.2B-abliterated | I1-Q4_1 | 1.5B | 0.91 GiB | 7.50 GiB | 9.29 GiB | 0.01 GiB | 24±26.5% |
| Qwen3.6-12B-IQ-Ultra-Heretic-Uncensored-Thinking-V2-Hightop | IQ3_M | 12.1B | 5.33 GiB | 3.00 GiB | 9.29 GiB | 0.01 GiB | 24±26.5% |
| GLM-OCR | I1-IQ3_M | 1.3B | 0.40 GiB | 8.00 GiB | 9.29 GiB | 0.01 GiB | 24±26.5% |
| Fara1.5-9B | Q3_K_S | 9.4B | 4.35 GiB | 4.00 GiB | 9.28 GiB | 0.02 GiB | 24±26.5% |
| QwenPaw-Flash-9B | Q3_K_S | 9.4B | 4.35 GiB | 4.00 GiB | 9.28 GiB | 0.02 GiB | 24±26.5% |
| grug-9b | Q3_K_S | 9.4B | 4.35 GiB | 4.00 GiB | 9.28 GiB | 0.02 GiB | 24±26.5% |
| OmniCoder-9B | Q3_K_S | 9.4B | 4.35 GiB | 4.00 GiB | 9.28 GiB | 0.02 GiB | 24±26.5% |
| Ornith-1.0-9B | Q3_K_S | 9.2B | 4.35 GiB | 4.00 GiB | 9.28 GiB | 0.02 GiB | 24±26.5% |
| Qwen3.5-9B-Neo | Q3_K_S | 9.7B | 4.35 GiB | 4.00 GiB | 9.28 GiB | 0.02 GiB | 24±26.5% |
| gemma-4-E4B-it-heretic | Q6_K | 8.0B | 6.55 GiB | 1.82 GiB | 9.28 GiB | 0.02 GiB | 24±26.5% |
| gemma-4-E2B-it-uncensored | BF16 | 5.1B | 7.49 GiB | 0.90 GiB | 9.28 GiB | 0.02 GiB | 24±26.5% |
| Vikhr-Gemma-2B-instruct | Q4_1 | 2.6B | 1.64 GiB | 6.73 GiB | 9.27 GiB | 0.03 GiB | 24±26.5% |
| Vero-Qwen35-9B-Base | I1-Q3_K_M | 9.4B | 4.31 GiB | 4.00 GiB | 9.24 GiB | 0.06 GiB | 24±26.5% |
| Vero-Qwen35-9B | I1-Q3_K_M | 9.4B | 4.31 GiB | 4.00 GiB | 9.24 GiB | 0.06 GiB | 24±26.5% |
| Qwen3.5-9B-Claude-4.6-Opus-Deckard-V4.2-Uncensored-Heretic-Thinking | I1-Q3_K_M | 9.4B | 4.31 GiB | 4.00 GiB | 9.24 GiB | 0.06 GiB | 24±26.5% |
| Morphos-9B | I1-Q3_K_M | 9.0B | 4.31 GiB | 4.00 GiB | 9.24 GiB | 0.06 GiB | 24±26.5% |
| Qwable-9B-Claude-Fable-5-heretic | I1-Q3_K_M | 9.4B | 4.31 GiB | 4.00 GiB | 9.24 GiB | 0.06 GiB | 24±26.5% |
| Holo-3.1-9B | I1-Q3_K_M | 9.4B | 4.31 GiB | 4.00 GiB | 9.24 GiB | 0.06 GiB | 24±26.5% |
| Qwable-9B-Claude-Fable-5 | I1-Q3_K_M | 9.4B | 4.31 GiB | 4.00 GiB | 9.24 GiB | 0.06 GiB | 24±26.5% |
| Qwen3.5-9B-imabari-v2 | I1-Q3_K_M | 9.7B | 4.31 GiB | 4.00 GiB | 9.24 GiB | 0.06 GiB | 24±26.5% |
| Qwen3.5-9B-abliterated-v2-MAX | I1-Q3_K_M | 9.4B | 4.31 GiB | 4.00 GiB | 9.24 GiB | 0.06 GiB | 24±26.5% |
| OmniCoder-9B-Claude-Opus-High-Reasoning-Distill | I1-Q3_K_M | 9.4B | 4.31 GiB | 4.00 GiB | 9.24 GiB | 0.06 GiB | 24±26.5% |
| Qwable-9B-Claude-Fable-5-StraTA | I1-Q3_K_M | 9.0B | 4.31 GiB | 4.00 GiB | 9.24 GiB | 0.06 GiB | 24±26.5% |
| Qwable-9B-Claude-Fable-5-OBLITERATED | I1-Q3_K_M | 9.0B | 4.31 GiB | 4.00 GiB | 9.24 GiB | 0.06 GiB | 24±26.5% |
| Qwen3.5-9B-RpRMax-v1 | I1-Q3_K_M | 9.7B | 4.31 GiB | 4.00 GiB | 9.24 GiB | 0.06 GiB | 24±26.5% |
| AdQWENistrator-9B | I1-Q3_K_M | 9.4B | 4.31 GiB | 4.00 GiB | 9.24 GiB | 0.06 GiB | 24±26.5% |
| cajal-9b-v2-full | I1-Q3_K_M | 9.0B | 4.31 GiB | 4.00 GiB | 9.24 GiB | 0.06 GiB | 24±26.5% |
| Qwen3.5-9B-ultra-uncensored-heretic | Q3_K_M | 9.4B | 4.31 GiB | 4.00 GiB | 9.24 GiB | 0.06 GiB | 24±26.5% |
| Holo-3.1-9B-Coder | I1-Q3_K_M | 9.0B | 4.31 GiB | 4.00 GiB | 9.24 GiB | 0.06 GiB | 24±26.5% |
| Pluto | I1-Q3_K_M | 9.4B | 4.31 GiB | 4.00 GiB | 9.24 GiB | 0.06 GiB | 24±26.5% |
| Holo-3.1-9B-abliterated-rdo | I1-Q3_K_M | 9.0B | 4.31 GiB | 4.00 GiB | 9.24 GiB | 0.06 GiB | 24±26.5% |
| Qwen3.5-9B-Uncensored-cyber-v3 | Q3_K_M | 9.4B | 4.31 GiB | 4.00 GiB | 9.24 GiB | 0.06 GiB | 24±26.5% |
| Qwen3.5-9B-Base | I1-Q3_K_M | 9.7B | 4.31 GiB | 4.00 GiB | 9.24 GiB | 0.06 GiB | 24±26.5% |
| qwen3.5-9b-nsfw-captioning-v5 | I1-Q3_K_M | 9.4B | 4.31 GiB | 4.00 GiB | 9.24 GiB | 0.06 GiB | 24±26.5% |
| Miss_MARTHA-9B-Qwen3.5-Omni | I1-Q3_K_M | 9.0B | 4.31 GiB | 4.00 GiB | 9.24 GiB | 0.06 GiB | 24±26.5% |
| Huihui-Qwen3.5-9B-abliterated | Q3_K_M | 9.7B | 4.31 GiB | 4.00 GiB | 9.24 GiB | 0.06 GiB | 24±26.5% |
| Qwen3.5-9B-DS-v4-Flash-v3.0 | Q3_K_M | 9.4B | 4.31 GiB | 4.00 GiB | 9.24 GiB | 0.06 GiB | 24±26.5% |
| Qwen3.5-9B-Claude-Opus-4.6-Distill | Q3_K_M | 9.0B | 4.31 GiB | 4.00 GiB | 9.24 GiB | 0.06 GiB | 24±26.5% |
| Qwen3.5-9B-DeepSeek-V4-Flash | I1-Q3_K_M | 9.7B | 4.31 GiB | 4.00 GiB | 9.24 GiB | 0.06 GiB | 24±26.5% |
| Huihui-Qwen3.5-9B-Claude-4.6-Opus-abliterated | I1-Q3_K_M | 9.7B | 4.31 GiB | 4.00 GiB | 9.24 GiB | 0.06 GiB | 24±26.5% |
| Qwen3.5-9B-Claude-4.6-Opus-Reasoning-Distilled-v2 | Q3_K_M | 9.7B | 4.31 GiB | 4.00 GiB | 9.24 GiB | 0.06 GiB | 24±26.5% |
| Qwen3.5-9B | Q3_K_M | 9.7B | 4.31 GiB | 4.00 GiB | 9.24 GiB | 0.06 GiB | 24±26.5% |
| Qwen3.5-9B-GLM5.1-Distill-v1 | Q3_K_M | 9.7B | 4.31 GiB | 4.00 GiB | 9.24 GiB | 0.06 GiB | 24±26.5% |
| Katarau-9B-ru-RP-nsfw | I1-Q3_K_M | 9.0B | 4.31 GiB | 4.00 GiB | 9.24 GiB | 0.06 GiB | 24±26.5% |
| Crow-9B-HERETIC-4.6 | I1-Q3_K_M | 9.4B | 4.30 GiB | 4.00 GiB | 9.23 GiB | 0.07 GiB | 24±26.5% |
| Qwen3.5-9B-Claude-4.6-OS-Auto-Variable-HERETIC-UNCENSORED-THINKING | I1-Q3_K_M | 9.4B | 4.30 GiB | 4.00 GiB | 9.23 GiB | 0.07 GiB | 24±26.5% |
| Qwen3.5-9B-Claude-4.6-HighIQ-INSTRUCT-HERETIC-UNCENSORED | I1-Q3_K_M | 9.4B | 4.30 GiB | 4.00 GiB | 9.23 GiB | 0.07 GiB | 24±26.5% |
| Qwen3.5-9B-Claude-4.6-OS-HERETIC-UNCENSORED-INSTRUCT | I1-Q3_K_M | 9.4B | 4.30 GiB | 4.00 GiB | 9.23 GiB | 0.07 GiB | 24±26.5% |
| Qwen3.5-9B-Claude-4.6-HighIQ-THINKING-HERETIC-UNCENSORED | I1-Q3_K_M | 9.4B | 4.30 GiB | 4.00 GiB | 9.23 GiB | 0.07 GiB | 24±26.5% |
| NaNovel-9B | I1-Q3_K_M | 9.7B | 4.30 GiB | 4.00 GiB | 9.23 GiB | 0.07 GiB | 24±26.5% |
| Qwen3.5-9B-Unredacted-MAX | I1-Q3_K_M | 9.4B | 4.30 GiB | 4.00 GiB | 9.23 GiB | 0.07 GiB | 24±26.5% |
| Qwen3.5-9B-abliterated | I1-Q3_K_M | 9.4B | 4.30 GiB | 4.00 GiB | 9.23 GiB | 0.07 GiB | 24±26.5% |
| Ken3.5-9B | I1-Q3_K_M | 9.7B | 4.30 GiB | 4.00 GiB | 9.23 GiB | 0.07 GiB | 24±26.5% |
| Qwen3.5-9B-abliterated | Q3_K_M | 9.0B | 4.30 GiB | 4.00 GiB | 9.23 GiB | 0.07 GiB | 24±26.5% |
| Qwen3.5-9B-gemini-3.1-opus-4.6-reasoning | I1-Q3_K_M | 9.4B | 4.30 GiB | 4.00 GiB | 9.23 GiB | 0.07 GiB | 24±26.5% |
| Gemmasutra-Mini-2B-v1 | I1-Q4_K_M | 2.6B | 1.59 GiB | 6.73 GiB | 9.23 GiB | 0.07 GiB | 24±26.5% |
| gemma-2-2b-it-abliterated | Q4_K_M | 2.6B | 1.59 GiB | 6.73 GiB | 9.23 GiB | 0.07 GiB | 24±26.5% |
| gemma-2-2b-it | Q4_K_M | 2.6B | 1.59 GiB | 6.73 GiB | 9.23 GiB | 0.07 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?
- 526 of 2118 indexed open-weight models fit a Radeon RX 6700 at 131,072 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.