Radeon RX 9070 XT
Radeon RX 9070 XT has 16 GB of VRAM at 640 GB/s — about 14.88 GiB usable after driver and compositor overhead. 1862 of 2118 indexed models fit at 4K context with q8_0 KV.
What fits at 4K context
| Model | Best quant | Params | Weights● | KV● | Total in memory◐ | Headroom◐ | tok/s◐ |
|---|---|---|---|---|---|---|---|
| Salience-1.5-FlashMoE | IQ3_M | 31.1B | 13.77 GiB | 0.20 GiB | 14.86 GiB | 0.02 GiB | 109±37% |
| Mistral-MOE-4X7B-Dark-MultiVerse-Uncensored-Enhanced32-24BMoE | Q4_K_M | 24.2B | 13.65 GiB | 0.27 GiB | 14.85 GiB | 0.03 GiB | 17±37% |
| Fallen-Gemma3-27B-v1 | Q3_K_L | 27.4B | 13.54 GiB | 0.36 GiB | 14.84 GiB | 0.04 GiB | 29±26.5% |
| MN-GRAND-23.5B-Gutenberg-UNCENSORED-V2-GLM4.7-Thinking | I1-Q4_K_M | 23.4B | 13.22 GiB | 0.67 GiB | 14.84 GiB | 0.04 GiB | 29±26.5% |
| granite-20b-code-instruct-8k | Q5_K_L | 20.1B | 13.86 GiB | 0.00 GiB | 14.84 GiB | 0.04 GiB | 29±26.5% |
| magnum-v2-32b | Q3_K_S | 32.5B | 13.30 GiB | 0.53 GiB | 14.83 GiB | 0.05 GiB | 29±26.5% |
| Muse-Glimmer-30B | Q3_K_L | 29.8B | 13.77 GiB | 0.08 GiB | 14.83 GiB | 0.05 GiB | 29±26.5% |
| Gemma4-Gutenberg-31B | IQ3_XS | 31.3B | 12.89 GiB | 0.95 GiB | 14.83 GiB | 0.05 GiB | 29±26.5% |
| gemma-4-31B-it | IQ3_XS | 31.3B | 12.89 GiB | 0.95 GiB | 14.83 GiB | 0.05 GiB | 29±26.5% |
| Gemma4-Gutenberg-31B-Heretic | IQ3_XS | 31.3B | 12.89 GiB | 0.95 GiB | 14.83 GiB | 0.05 GiB | 29±26.5% |
| Equinox-31B | IQ3_XS | 31.3B | 12.89 GiB | 0.95 GiB | 14.83 GiB | 0.05 GiB | 29±26.5% |
| gemma-4-31B-it-SDFT-Heretic-RP | IQ3_XS | 30.7B | 12.89 GiB | 0.95 GiB | 14.83 GiB | 0.05 GiB | 29±26.5% |
| North-Mini-Code-1.0MoE | Q3_K_L | 30.5B | 13.74 GiB | 0.20 GiB | 14.82 GiB | 0.06 GiB | 108±37% |
| Qwen3-48B-A4B-Savant-Commander-Distill-12X-Closed-Open-Heretic-UncensoredMoE | I1-IQ3_S | 33.6B | 13.61 GiB | 0.30 GiB | 14.82 GiB | 0.06 GiB | 66±37% |
| gemma-4-26B-A4B-itMoE | IQ4_NL | 26.5B | 13.69 GiB | 0.24 GiB | 14.81 GiB | 0.07 GiB | 29±26.5% |
| Seed-OSS-36B-Instruct | UD-IQ3_XXS | 36.2B | 13.27 GiB | 0.53 GiB | 14.81 GiB | 0.07 GiB | 29±26.5% |
| Janus-Pro-7B | F16 | 7.4B | 12.88 GiB | 1.00 GiB | 14.80 GiB | 0.08 GiB | 29±26.5% |
| Skyfall-31B-v4.2 | IQ3_M | 31.4B | 13.33 GiB | 0.45 GiB | 14.80 GiB | 0.08 GiB | 29±26.5% |
| Darwin-35B-A3B-OpusMoE | IQ3_XXS | 36.0B | 13.85 GiB | 0.04 GiB | 14.80 GiB | 0.08 GiB | 145±37% |
| Aurora-Code-1MoE | IQ3_XXS | 34.7B | 13.85 GiB | 0.04 GiB | 14.80 GiB | 0.08 GiB | 145±37% |
| grug-35b-v2MoE | IQ3_XXS | 35.1B | 13.85 GiB | 0.04 GiB | 14.80 GiB | 0.08 GiB | 145±37% |
| grug-35bMoE | IQ3_XXS | 35.1B | 13.85 GiB | 0.04 GiB | 14.80 GiB | 0.08 GiB | 145±37% |
| WorldSim-Opus-3.6-35B-A3BMoE | IQ3_XXS | 35.1B | 13.85 GiB | 0.04 GiB | 14.80 GiB | 0.08 GiB | 145±37% |
| Qwen3.6-35B-A3B-AnkoMoE | IQ3_XXS | 35.1B | 13.85 GiB | 0.04 GiB | 14.80 GiB | 0.08 GiB | 145±37% |
| KAT-Coder-V2.5-DevMoE | IQ3_XXS | 34.7B | 13.85 GiB | 0.04 GiB | 14.80 GiB | 0.08 GiB | 145±37% |
| Ornith-1.0-35BMoE | IQ3_XXS | 34.7B | 13.85 GiB | 0.04 GiB | 14.80 GiB | 0.08 GiB | 145±37% |
| Nex-N2-miniMoE | IQ3_XXS | 35.1B | 13.85 GiB | 0.04 GiB | 14.80 GiB | 0.08 GiB | 145±37% |
| Qwen3-Coder-30B-A3B-InstructMoE | Q3_K_M | 30.5B | 13.70 GiB | 0.20 GiB | 14.79 GiB | 0.09 GiB | 109±37% |
| Huihui-Qwen3-VL-30B-A3B-Instruct-abliteratedMoE | I1-Q3_K_M | 31.1B | 13.70 GiB | 0.20 GiB | 14.79 GiB | 0.09 GiB | 109±37% |
| Qwen3-VL-30B-A3B-InstructMoE | Q3_K_M | 31.1B | 13.70 GiB | 0.20 GiB | 14.79 GiB | 0.09 GiB | 109±37% |
| Qwen3-VL-30B-A3B-ThinkingMoE | Q3_K_M | 31.1B | 13.70 GiB | 0.20 GiB | 14.79 GiB | 0.09 GiB | 109±37% |
| Qwen3-30B-A3B-Gemini-Pro-High-Reasoning-2507-ABLITERATED-UNCENSOREDMoE | I1-Q3_K_M | 30.5B | 13.70 GiB | 0.20 GiB | 14.79 GiB | 0.09 GiB | 109±37% |
| MiroThinker-v1.0-30BMoE | I1-Q3_K_M | 30.5B | 13.70 GiB | 0.20 GiB | 14.79 GiB | 0.09 GiB | 109±37% |
| Qwen3-30B-A3B-YOYO-V5MoE | I1-Q3_K_M | 30.5B | 13.70 GiB | 0.20 GiB | 14.79 GiB | 0.09 GiB | 109±37% |
| Qwen3-30B-A3B-Thinking-2507-Claude-4.5-Sonnet-High-Reasoning-DistillMoE | I1-Q3_K_M | 30.5B | 13.70 GiB | 0.20 GiB | 14.79 GiB | 0.09 GiB | 109±37% |
| Huihui-Qwen3-30B-A3B-Thinking-2507-abliteratedMoE | I1-Q3_K_M | 30.5B | 13.70 GiB | 0.20 GiB | 14.79 GiB | 0.09 GiB | 109±37% |
| Huihui-Qwen3-30B-A3B-Instruct-2507-abliteratedMoE | I1-Q3_K_M | 30.5B | 13.70 GiB | 0.20 GiB | 14.79 GiB | 0.09 GiB | 109±37% |
| Qwen3-30B-A3B-abliterated-eroticMoE | I1-Q3_K_M | 30.5B | 13.70 GiB | 0.20 GiB | 14.79 GiB | 0.09 GiB | 109±37% |
| Qwen3-30B-A3BMoE | Q3_K_M | 30.5B | 13.70 GiB | 0.20 GiB | 14.79 GiB | 0.09 GiB | 109±37% |
| Qwen3-30B-A3B-Instruct-2507MoE | Q3_K_M | 30.5B | 13.70 GiB | 0.20 GiB | 14.79 GiB | 0.09 GiB | 109±37% |
| Qwen3-30B-A3B-Thinking-2507MoE | Q3_K_M | 30.5B | 13.70 GiB | 0.20 GiB | 14.79 GiB | 0.09 GiB | 109±37% |
| Qwen3-30B-A3B-abliteratedMoE | Q3_K_M | 30.5B | 13.70 GiB | 0.20 GiB | 14.79 GiB | 0.09 GiB | 109±37% |
| Qwen3.5-40B-RoughHouse-Claude-4.6-Opus-Polar-Deckard-Uncensored-Heretic-Thinking | I1-Q2_K_S | 39.5B | 13.63 GiB | 0.20 GiB | 14.79 GiB | 0.09 GiB | 29±26.5% |
| Huihui-Qwen3-Coder-30B-A3B-Instruct-abliteratedMoE | I1-Q3_K_M | 30.5B | 13.70 GiB | 0.20 GiB | 14.79 GiB | 0.09 GiB | 109±37% |
| Qwen3-Coder-30B-A3B-Instruct-RTPurboMoE | I1-Q3_K_M | 30.5B | 13.70 GiB | 0.20 GiB | 14.79 GiB | 0.09 GiB | 109±37% |
| gpt-oss-20b-hereticMoE | Q4_K_S | 20.9B | 13.83 GiB | 0.06 GiB | 14.78 GiB | 0.10 GiB | 83±37% |
| Le-Chaton-Slim-23BMoE | I1-Q4_1 | 23.3B | 13.65 GiB | 0.22 GiB | 14.78 GiB | 0.10 GiB | 60±37% |
| Qwen3.5-27B-Engineer-Deckard-Gemini | I1-IQ4_XS | 27.7B | 13.68 GiB | 0.13 GiB | 14.78 GiB | 0.10 GiB | 29±26.5% |
| Qwen3.5-27B-HERETIC-Polaris-Advanced-Thinking-Alpha-uncensored | I1-IQ4_XS | 27.4B | 13.68 GiB | 0.13 GiB | 14.78 GiB | 0.10 GiB | 29±26.5% |
| Qwen3.5-27B-Deckard-PKD-Heretic-Uncensored-Thinking | I1-IQ4_XS | 27.4B | 13.68 GiB | 0.13 GiB | 14.78 GiB | 0.10 GiB | 29±26.5% |
| Huihui-Qwen3.5-27B-abliterated | I1-IQ4_XS | 27.8B | 13.68 GiB | 0.13 GiB | 14.78 GiB | 0.10 GiB | 29±26.5% |
| Qwen3.5-27B-Unredacted-MAX | I1-IQ4_XS | 27.4B | 13.68 GiB | 0.13 GiB | 14.78 GiB | 0.10 GiB | 29±26.5% |
| Qwen3.5-27B-heretic | I1-IQ4_XS | 27.4B | 13.68 GiB | 0.13 GiB | 14.78 GiB | 0.10 GiB | 29±26.5% |
| Qwen3.5-27B-Derestricted | I1-IQ4_XS | 27.8B | 13.68 GiB | 0.13 GiB | 14.78 GiB | 0.10 GiB | 29±26.5% |
| Qwen3.5-27B-Claude-4.6-Opus-Reasoning-Distilled | I1-IQ4_XS | 27.8B | 13.68 GiB | 0.13 GiB | 14.78 GiB | 0.10 GiB | 29±26.5% |
| Qwen3.6-35B-A3B-REAM-160-ru-agentMoE | Q4_1 | 23.6B | 13.82 GiB | 0.04 GiB | 14.77 GiB | 0.11 GiB | 127±37% |
| granite-20b-code-base-8k | I1-Q5_K_M | 20.1B | 13.79 GiB | 0.00 GiB | 14.77 GiB | 0.11 GiB | 29±26.5% |
| granite-34b-code-base-8k | I1-IQ3_S | 33.7B | 13.79 GiB | 0.00 GiB | 14.77 GiB | 0.11 GiB | 29±26.5% |
| Skywork-R1V3-38B | IQ3_M | 38.4B | 13.79 GiB | 0.00 GiB | 14.76 GiB | 0.12 GiB | 29±26.5% |
| Qwen3-Coder-REAP-25B-A3BMoE | Q4_K_S | 24.9B | 13.66 GiB | 0.20 GiB | 14.75 GiB | 0.13 GiB | 100±37% |
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 | 5.76 it/s | 2.54–11.88 | 118 |
| Prompt processing | 4275.83 tok/s | 3591.41–4809.87 | 30 |
| Text generation | 95.24 tok/s | 86.48–108.01 | 30 |
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 9070 XT run?
- 1862 of 2118 indexed open-weight models fit a Radeon RX 9070 XT at 4,096 context with q8_0 KV cache, the largest being Salience-1.5-Flash at IQ3_M. That covers text, vision-language, image, video and speech models.
- How much usable memory does a Radeon RX 9070 XT 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 RX 9070 XT fast for local AI?
- Its memory bandwidth is 640 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.