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. 1209 of 2118 indexed models fit at 32K context with f16 KV.
What fits at 32K context
| Model | Best quant | Params | Weights● | KV● | Total in memory◐ | Headroom◐ | tok/s◐ |
|---|---|---|---|---|---|---|---|
| Smilodon-9B-v1 | I1-IQ1_M | 10.2B | 2.37 GiB | 5.99 GiB | 9.30 GiB | 0.00 GiB | 24±26.5% |
| bella-bartender-v2 | I1-IQ1_M | 9.2B | 2.37 GiB | 5.99 GiB | 9.30 GiB | 0.00 GiB | 24±26.5% |
| Gemma-The-Writer-9B-HERETIC-Uncensored-Abliterated | I1-IQ1_M | 9.2B | 2.37 GiB | 5.99 GiB | 9.30 GiB | 0.00 GiB | 24±26.5% |
| Dirty-Muse-Writer-v01-Uncensored-Erotica-NSFW | I1-IQ1_M | 9.2B | 2.37 GiB | 5.99 GiB | 9.30 GiB | 0.00 GiB | 24±26.5% |
| Gemma-2-9B-It-SPPO-Iter3 | I1-IQ1_M | 9.2B | 2.37 GiB | 5.99 GiB | 9.30 GiB | 0.00 GiB | 24±26.5% |
| Gemma-SEA-LION-v3-9B-IT | I1-IQ1_M | 9.2B | 2.37 GiB | 5.99 GiB | 9.30 GiB | 0.00 GiB | 24±26.5% |
| G2-Darkest-Writer-Dirty-Shirley-9B-v2 | I1-IQ1_M | 9.2B | 2.37 GiB | 5.99 GiB | 9.30 GiB | 0.00 GiB | 24±26.5% |
| G2-Darkest-Writer-9B-v1 | I1-IQ1_M | 9.2B | 2.37 GiB | 5.99 GiB | 9.30 GiB | 0.00 GiB | 24±26.5% |
| Tiger-Gemma-9B-v3 | I1-IQ1_M | 9.2B | 2.37 GiB | 5.99 GiB | 9.30 GiB | 0.00 GiB | 24±26.5% |
| Assistant_Pepe_8B | Q4_0 | — | 4.36 GiB | 4.00 GiB | 9.30 GiB | 0.00 GiB | 24±26.5% |
| Nemotron-3-Embed-8B-BF16 | IQ4_XS | 8.0B | 4.11 GiB | 4.25 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% |
| Foundation-Sec-8B-Instruct | I1-IQ4_NL | 8.0B | 4.36 GiB | 4.00 GiB | 9.30 GiB | 0.00 GiB | 24±26.5% |
| Foundation-Sec-8B-Instruct-heretic | I1-IQ4_NL | 8.0B | 4.36 GiB | 4.00 GiB | 9.30 GiB | 0.00 GiB | 24±26.5% |
| Meta-Llama-3-8B | IQ4_NL | 8.0B | 4.36 GiB | 4.00 GiB | 9.30 GiB | 0.00 GiB | 24±26.5% |
| llama3.1-heretic-unsensored | I1-IQ4_NL | 8.0B | 4.36 GiB | 4.00 GiB | 9.30 GiB | 0.00 GiB | 24±26.5% |
| Dolphin3.0-Llama3.1-8B | IQ4_NL | 8.0B | 4.36 GiB | 4.00 GiB | 9.30 GiB | 0.00 GiB | 24±26.5% |
| dolphin-2.9-llama3-8b | IQ4_NL | 8.0B | 4.36 GiB | 4.00 GiB | 9.30 GiB | 0.00 GiB | 24±26.5% |
| Anubis-Mini-8B-v1 | I1-IQ4_NL | 8.0B | 4.36 GiB | 4.00 GiB | 9.30 GiB | 0.00 GiB | 24±26.5% |
| Meta-Llama-3-8B | IQ4_NL | 8.0B | 4.36 GiB | 4.00 GiB | 9.30 GiB | 0.00 GiB | 24±26.5% |
| L3.1-Dark-Reasoning-LewdPlay-evo-Hermes-R1-Uncensored-8B-heretic | I1-IQ4_NL | 8.0B | 4.36 GiB | 4.00 GiB | 9.30 GiB | 0.00 GiB | 24±26.5% |
| L3.1-Dark-Reasoning-LewdPlay-evo-Hermes-R1-Uncensored-8B | I1-IQ4_NL | 8.0B | 4.36 GiB | 4.00 GiB | 9.30 GiB | 0.00 GiB | 24±26.5% |
| Llama3.3-8B-Instruct-Thinking-Heretic-Uncensored-Claude-4.5-Opus-High-Reasoning | I1-IQ4_NL | 8.0B | 4.36 GiB | 4.00 GiB | 9.30 GiB | 0.00 GiB | 24±26.5% |
| Llama3.3-8B-Instruct-Thinking-Claude-4.5-Opus-High-Reasoning | I1-IQ4_NL | 8.0B | 4.36 GiB | 4.00 GiB | 9.30 GiB | 0.00 GiB | 24±26.5% |
| Hypnos-i1-8B | IQ4_NL | 8.0B | 4.36 GiB | 4.00 GiB | 9.30 GiB | 0.00 GiB | 24±26.5% |
| grok-oss-Apollyon-8B-heretic | I1-IQ4_NL | 8.0B | 4.36 GiB | 4.00 GiB | 9.30 GiB | 0.00 GiB | 24±26.5% |
| Llama-3.3-8B-Instruct-128K-Jbliterated | I1-IQ4_NL | 8.0B | 4.36 GiB | 4.00 GiB | 9.30 GiB | 0.00 GiB | 24±26.5% |
| PsyCoPref-Llama3-8B | I1-IQ4_NL | 8.0B | 4.36 GiB | 4.00 GiB | 9.30 GiB | 0.00 GiB | 24±26.5% |
| Llama3.1-GptDeluxe-8B | I1-IQ4_NL | 8.0B | 4.36 GiB | 4.00 GiB | 9.30 GiB | 0.00 GiB | 24±26.5% |
| SelfCite-8B-CC-SFT | I1-IQ4_NL | 8.0B | 4.36 GiB | 4.00 GiB | 9.30 GiB | 0.00 GiB | 24±26.5% |
| ai-girlfriend-v2 | I1-IQ4_NL | 8.0B | 4.36 GiB | 4.00 GiB | 9.30 GiB | 0.00 GiB | 24±26.5% |
| Llama-3.3-8B-Instruct-128K_Abliterated | I1-IQ4_NL | 8.0B | 4.36 GiB | 4.00 GiB | 9.30 GiB | 0.00 GiB | 24±26.5% |
| Aisha-Uncensored-v2 | I1-IQ4_NL | 8.0B | 4.36 GiB | 4.00 GiB | 9.30 GiB | 0.00 GiB | 24±26.5% |
| grok-oss-Apollyon-8B | I1-IQ4_NL | 8.0B | 4.36 GiB | 4.00 GiB | 9.30 GiB | 0.00 GiB | 24±26.5% |
| HARC-Llama-3.1-8B-Instruct | I1-IQ4_NL | 8.0B | 4.36 GiB | 4.00 GiB | 9.30 GiB | 0.00 GiB | 24±26.5% |
| Lumen-1.2.5 | I1-IQ4_NL | 8.0B | 4.36 GiB | 4.00 GiB | 9.30 GiB | 0.00 GiB | 24±26.5% |
| Llama-3.3-8B-Instruct-128K | I1-IQ4_NL | 8.0B | 4.36 GiB | 4.00 GiB | 9.30 GiB | 0.00 GiB | 24±26.5% |
| Stoicism1_Llama3.1-8b-instruct | I1-IQ4_NL | 8.0B | 4.36 GiB | 4.00 GiB | 9.30 GiB | 0.00 GiB | 24±26.5% |
| grok-oss-Thanatos-8B | I1-IQ4_NL | 8.0B | 4.36 GiB | 4.00 GiB | 9.30 GiB | 0.00 GiB | 24±26.5% |
| Llama-3.1-8B-Instruct | IQ4_NL | 8.0B | 4.36 GiB | 4.00 GiB | 9.30 GiB | 0.00 GiB | 24±26.5% |
| OpenElla-NovelWriter-Requiem-Ascended | I1-IQ4_NL | 8.0B | 4.36 GiB | 4.00 GiB | 9.30 GiB | 0.00 GiB | 24±26.5% |
| Llama-3.1-Nemotron-Nano-8B-v1 | IQ4_NL | 8.0B | 4.36 GiB | 4.00 GiB | 9.30 GiB | 0.00 GiB | 24±26.5% |
| DeepSeek-R1-Distill-Llama-8B | IQ4_NL | 8.0B | 4.36 GiB | 4.00 GiB | 9.30 GiB | 0.00 GiB | 24±26.5% |
| llama-joycaption-beta-one-hf-llava | I1-IQ4_NL | 8.5B | 4.36 GiB | 4.00 GiB | 9.30 GiB | 0.00 GiB | 24±26.5% |
| Llama-3.1-Swallow-8B-Instruct-v0.5 | IQ4_NL | 8.0B | 4.36 GiB | 4.00 GiB | 9.30 GiB | 0.00 GiB | 24±26.5% |
| DarkIdol-Llama-3.1-8B-Instruct-1.3-Uncensored | I1-IQ4_NL | 8.0B | 4.36 GiB | 4.00 GiB | 9.30 GiB | 0.00 GiB | 24±26.5% |
| Llama3.1-DilemmaDeluxe-8B | I1-IQ4_NL | 8.0B | 4.36 GiB | 4.00 GiB | 9.30 GiB | 0.00 GiB | 24±26.5% |
| Llama-3.1_OpenScholar-8B | I1-IQ4_NL | 8.0B | 4.36 GiB | 4.00 GiB | 9.30 GiB | 0.00 GiB | 24±26.5% |
| Llama-3.1-Storm-8B | IQ4_NL | 8.0B | 4.36 GiB | 4.00 GiB | 9.30 GiB | 0.00 GiB | 24±26.5% |
| Llama-3.3-8B-Instruct | I1-IQ4_NL | 8.0B | 4.36 GiB | 4.00 GiB | 9.30 GiB | 0.00 GiB | 24±26.5% |
| Meta-Llama-3.1-8B-Instruct-abliterated | IQ4_NL | 8.0B | 4.36 GiB | 4.00 GiB | 9.30 GiB | 0.00 GiB | 24±26.5% |
| Llama-3.1-SuperNova-Lite | IQ4_NL | 8.0B | 4.36 GiB | 4.00 GiB | 9.30 GiB | 0.00 GiB | 24±26.5% |
| Aion-RP-Llama-3.1-8B | IQ4_NL | 8.0B | 4.36 GiB | 4.00 GiB | 9.30 GiB | 0.00 GiB | 24±26.5% |
| markdownizer | I1-IQ4_NL | 8.0B | 4.36 GiB | 4.00 GiB | 9.30 GiB | 0.00 GiB | 24±26.5% |
| Llama-SEA-LION-v2-8B | I1-IQ4_NL | 8.0B | 4.36 GiB | 4.00 GiB | 9.30 GiB | 0.00 GiB | 24±26.5% |
| Hermes-3-Llama-3.1-8B | IQ4_NL | 8.0B | 4.36 GiB | 4.00 GiB | 9.30 GiB | 0.00 GiB | 24±26.5% |
| openchat-3.6-8b-20240522 | IQ4_NL | 8.0B | 4.36 GiB | 4.00 GiB | 9.30 GiB | 0.00 GiB | 24±26.5% |
| llama-3-8b-Instruct-bnb-4bit | IQ4_NL | 8.2B | 4.36 GiB | 4.00 GiB | 9.30 GiB | 0.00 GiB | 24±26.5% |
| Meta-Llama-3-8B-Instruct-abliterated-v3 | IQ4_NL | 8.0B | 4.36 GiB | 4.00 GiB | 9.30 GiB | 0.00 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?
- 1209 of 2118 indexed open-weight models fit a Radeon RX 6700 at 32,768 context with f16 KV cache, the largest being Smilodon-9B-v1 at I1-IQ1_M. 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.