Radeon VII
Radeon VII has 16 GB of VRAM at 1024 GB/s — about 14.88 GiB usable after driver and compositor overhead. 1410 of 2118 indexed models fit at 64K context with f16 KV.
What fits at 64K context
| Model | Best quant | Params | Weights● | KV● | Total in memory◐ | Headroom◐ | tok/s◐ |
|---|---|---|---|---|---|---|---|
| Gemma-3-27B-MeditronFO | I1-IQ2_XS | 28.8B | 8.29 GiB | 5.61 GiB | 14.87 GiB | 0.01 GiB | 45±26.5% |
| Bonsai-8B-unpacked | Q4_1 | 8.2B | 4.94 GiB | 9.00 GiB | 14.87 GiB | 0.01 GiB | 45±26.5% |
| salamandra-7b-instruct-2606 | I1-Q6_K | 7.8B | 5.94 GiB | 8.00 GiB | 14.87 GiB | 0.01 GiB | 45±26.5% |
| INTELLECT-1-Instruct | I1-IQ2_M | 10.2B | 3.43 GiB | 10.50 GiB | 14.87 GiB | 0.01 GiB | 45±26.5% |
| grug-27b | IQ2_M | 27.4B | 9.90 GiB | 4.00 GiB | 14.87 GiB | 0.01 GiB | 45±26.5% |
| Carnice-V2-27b | IQ2_M | 27.4B | 9.90 GiB | 4.00 GiB | 14.87 GiB | 0.01 GiB | 45±26.5% |
| Fara1.5-27B | IQ2_M | 27.4B | 9.90 GiB | 4.00 GiB | 14.87 GiB | 0.01 GiB | 45±26.5% |
| Marco-Mini-InstructMoE | I1-IQ3_S | 17.3B | 6.99 GiB | 7.00 GiB | 14.86 GiB | 0.02 GiB | 46±37% |
| Qwen3-VL-Embedding-8B | Q5_K_S | 8.1B | 4.93 GiB | 9.00 GiB | 14.86 GiB | 0.02 GiB | 45±26.5% |
| Olmo-3.1-32B-Instruct | IQ2_XS | 32.2B | 9.02 GiB | 4.84 GiB | 14.86 GiB | 0.02 GiB | 45±26.5% |
| Olmo-3.1-32B-Think | IQ2_XS | 32.2B | 9.02 GiB | 4.84 GiB | 14.86 GiB | 0.02 GiB | 45±26.5% |
| Olmo-3-32B-Think | IQ2_XS | 32.2B | 9.02 GiB | 4.84 GiB | 14.86 GiB | 0.02 GiB | 45±26.5% |
| DeepSeek-R1-Distill-Llama-8B-Abliterated | I1-Q2_K | 8.0B | 5.92 GiB | 8.00 GiB | 14.86 GiB | 0.02 GiB | 45±26.5% |
| Qwen3-Reranker-8B | Q5_0 | 8.2B | 4.93 GiB | 9.00 GiB | 14.86 GiB | 0.02 GiB | 45±26.5% |
| Qwen3-8B-Base | Q5_0 | 8.2B | 4.93 GiB | 9.00 GiB | 14.86 GiB | 0.02 GiB | 45±26.5% |
| qwen-indic-v1 | I1-Q5_K_S | 7.6B | 4.93 GiB | 9.00 GiB | 14.86 GiB | 0.02 GiB | 45±26.5% |
| Qwen3-Embedding-8B | Q5_K_S | 7.6B | 4.93 GiB | 9.00 GiB | 14.86 GiB | 0.02 GiB | 45±26.5% |
| OpenAI-gpt-oss-20B-Claude-4.5-Opus-Heretic-UncensoredMoE | I1-Q4_1 | 20.9B | 12.45 GiB | 1.52 GiB | 14.86 GiB | 0.02 GiB | 89±37% |
| gpt-oss-20b-uncensoredMoE | I1-Q4_1 | 20.9B | 12.45 GiB | 1.52 GiB | 14.86 GiB | 0.02 GiB | 89±37% |
| gpt-oss-safeguard-20bMoE | I1-Q4_1 | 21.5B | 12.45 GiB | 1.52 GiB | 14.86 GiB | 0.02 GiB | 89±37% |
| Huihui-gpt-oss-20b-BF16-abliterated-v2MoE | I1-Q4_1 | 20.9B | 12.45 GiB | 1.52 GiB | 14.86 GiB | 0.02 GiB | 89±37% |
| metatune-gpt20b-R1.09MoE | I1-Q4_1 | 21.5B | 12.45 GiB | 1.52 GiB | 14.86 GiB | 0.02 GiB | 89±37% |
| Mistral-NeMo-Minitron-8B-Instruct | Q3_K_M | 8.4B | 3.92 GiB | 10.00 GiB | 14.85 GiB | 0.03 GiB | 45±26.5% |
| GLM-4.7-FlashMoE | Q2_K_L | 31.2B | 10.63 GiB | 3.30 GiB | 14.85 GiB | 0.03 GiB | 74±37% |
| GLM-4.7-Flash-hereticMoE | Q2_K_L | 29.9B | 10.63 GiB | 3.30 GiB | 14.85 GiB | 0.03 GiB | 74±37% |
| Carnice-Qwen3.6-MoE-35B-A3BMoE | I1-IQ3_XXS | 36.0B | 12.69 GiB | 1.25 GiB | 14.84 GiB | 0.04 GiB | 129±37% |
| Qwen35B-Agent-R2-AbliteratedMoE | I1-IQ3_XXS | 34.7B | 12.69 GiB | 1.25 GiB | 14.84 GiB | 0.04 GiB | 129±37% |
| Qwen3.6-35B-A3B-Claude-4.6-Opus-Reasoning-DistilledMoE | I1-IQ3_XXS | 36.0B | 12.69 GiB | 1.25 GiB | 14.84 GiB | 0.04 GiB | 129±37% |
| Darwin-35B-A3B-OpusMoE | I1-IQ3_XXS | 36.0B | 12.69 GiB | 1.25 GiB | 14.84 GiB | 0.04 GiB | 129±37% |
| Qwen35B-Agent-R2MoE | I1-IQ3_XXS | 34.7B | 12.69 GiB | 1.25 GiB | 14.84 GiB | 0.04 GiB | 129±37% |
| Carnice-MoE-35B-A3BMoE | I1-IQ3_XXS | 36.0B | 12.69 GiB | 1.25 GiB | 14.84 GiB | 0.04 GiB | 129±37% |
| spoomplesmaxx-flash-35B-A3MoE | I1-IQ3_XXS | 35.1B | 12.69 GiB | 1.25 GiB | 14.84 GiB | 0.04 GiB | 129±37% |
| Huihui-Qwen3.6-35B-A3B-Claude-4.7-Opus-abliteratedMoE | I1-IQ3_XXS | 36.0B | 12.69 GiB | 1.25 GiB | 14.84 GiB | 0.04 GiB | 129±37% |
| Qwen3.6-35B-A3B-Uncensored-AggressiveMoE | I1-IQ3_XXS | 35.1B | 12.69 GiB | 1.25 GiB | 14.84 GiB | 0.04 GiB | 129±37% |
| WorldSim-Opus-3.6-35B-A3BMoE | I1-IQ3_XXS | 35.1B | 12.69 GiB | 1.25 GiB | 14.84 GiB | 0.04 GiB | 129±37% |
| Qwen3.6-35B-A3B-abliterated-MAXMoE | I1-IQ3_XXS | 35.1B | 12.69 GiB | 1.25 GiB | 14.84 GiB | 0.04 GiB | 129±37% |
| Huihui-Qwen3.6-35B-A3B-abliteratedMoE | I1-IQ3_XXS | 36.0B | 12.69 GiB | 1.25 GiB | 14.84 GiB | 0.04 GiB | 129±37% |
| Qwopus3.6-35B-A3B-v1MoE | I1-IQ3_XXS | 36.0B | 12.69 GiB | 1.25 GiB | 14.84 GiB | 0.04 GiB | 129±37% |
| Qwen3.6-35B-A3B-StyleTuneMoE | I1-IQ3_XXS | 35.1B | 12.69 GiB | 1.25 GiB | 14.84 GiB | 0.04 GiB | 129±37% |
| Qwen3.6-35B-A3B-abliteratedMoE | I1-IQ3_XXS | 35.1B | 12.69 GiB | 1.25 GiB | 14.84 GiB | 0.04 GiB | 129±37% |
| Qwen3.6-35B-A3B-abliterated-v4MoE | IQ3_XXS | 34.7B | 12.69 GiB | 1.25 GiB | 14.84 GiB | 0.04 GiB | 129±37% |
| Holo-3.1-35B-A3BMoE | IQ3_XXS | 35.1B | 12.69 GiB | 1.25 GiB | 14.84 GiB | 0.04 GiB | 129±37% |
| 0GM-1.0-35B-A3B-0427MoE | I1-IQ3_XXS | 36.0B | 12.69 GiB | 1.25 GiB | 14.84 GiB | 0.04 GiB | 129±37% |
| Laguna-XS-2.1MoE | Q2_K | 33.4B | 11.32 GiB | 2.62 GiB | 14.84 GiB | 0.04 GiB | 91±37% |
| granite-20b-code-instruct-8k | Q5_K_L | 20.1B | 13.86 GiB | 0.00 GiB | 14.84 GiB | 0.04 GiB | 45±26.5% |
| gpt-oss-20b-hereticMoE | Q3_K_L | 20.9B | 12.42 GiB | 1.52 GiB | 14.83 GiB | 0.05 GiB | 89±37% |
| gpt-oss-20b-DerestrictedMoE | Q3_K_L | 20.9B | 12.42 GiB | 1.52 GiB | 14.83 GiB | 0.05 GiB | 89±37% |
| next-8b | I1-Q4_1 | 8.2B | 4.89 GiB | 9.00 GiB | 14.82 GiB | 0.06 GiB | 45±26.5% |
| Supertron2-Reranker-8B | I1-Q4_1 | 8.8B | 4.89 GiB | 9.00 GiB | 14.82 GiB | 0.06 GiB | 45±26.5% |
| next-ocr | I1-Q4_1 | 8.8B | 4.89 GiB | 9.00 GiB | 14.82 GiB | 0.06 GiB | 45±26.5% |
| Qwen3-VL-8B-GLM-4.7-Flash-Heretic-Uncensored-Thinking | I1-Q4_1 | 8.8B | 4.89 GiB | 9.00 GiB | 14.82 GiB | 0.06 GiB | 45±26.5% |
| Midas-FableAgent-8B | I1-Q4_1 | 8.2B | 4.89 GiB | 9.00 GiB | 14.82 GiB | 0.06 GiB | 45±26.5% |
| Qwen3-VL-8B-Heretic-1.3.0 | I1-Q4_1 | 8.8B | 4.89 GiB | 9.00 GiB | 14.82 GiB | 0.06 GiB | 45±26.5% |
| Qwen3-VL-8B-Thinking-Unredacted-MAX | I1-Q4_1 | 8.8B | 4.89 GiB | 9.00 GiB | 14.82 GiB | 0.06 GiB | 45±26.5% |
| Qwen3-VL-8B-Instruct-Minecraft-MT-en-zh | I1-Q4_1 | 8.8B | 4.89 GiB | 9.00 GiB | 14.82 GiB | 0.06 GiB | 45±26.5% |
| Qwen-3-VL-8B-Instruct-heretic | I1-Q4_1 | 8.8B | 4.89 GiB | 9.00 GiB | 14.82 GiB | 0.06 GiB | 45±26.5% |
| Poe-8B-GLM5-Opus4.6-Sonnet4.5-Kimi-Grok-Gemini-3-pro-preview-HERETIC | I1-Q4_1 | 8.8B | 4.89 GiB | 9.00 GiB | 14.82 GiB | 0.06 GiB | 45±26.5% |
| ToolCUA-8B | I1-Q4_1 | 8.8B | 4.89 GiB | 9.00 GiB | 14.82 GiB | 0.06 GiB | 45±26.5% |
| Qwen3-VL-8B-Thinking | Q4_1 | 8.8B | 4.89 GiB | 9.00 GiB | 14.82 GiB | 0.06 GiB | 45±26.5% |
| Huihui-Qwen3-VL-8B-Instruct-abliterated | I1-Q4_1 | 8.8B | 4.89 GiB | 9.00 GiB | 14.82 GiB | 0.06 GiB | 45±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 | 6.67 it/s | 5.61–7.41 | 44 |
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 VII run?
- 1410 of 2118 indexed open-weight models fit a Radeon VII at 65,536 context with f16 KV cache, the largest being Gemma-3-27B-MeditronFO at I1-IQ2_XS. That covers text, vision-language, image, video and speech models.
- How much usable memory does a Radeon VII actually have?
- Its nameplate is 16 GB, but about 14.88 GiB is available to a model once driver and compositor overhead is accounted for.
- Is a Radeon VII fast for local AI?
- Its memory bandwidth is 1024 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.