Radeon RX 7700 XT
Radeon RX 7700 XT has 12 GB of VRAM at 432 GB/s — about 11.16 GiB usable after driver and compositor overhead. 656 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◐ |
|---|---|---|---|---|---|---|---|
| Fara1.5-9B | Q4_K_L | 9.4B | 6.21 GiB | 4.00 GiB | 11.14 GiB | 0.02 GiB | 26±26.5% |
| QwenPaw-Flash-9B | Q4_K_L | 9.4B | 6.21 GiB | 4.00 GiB | 11.14 GiB | 0.02 GiB | 26±26.5% |
| grug-9b | Q4_K_L | 9.4B | 6.21 GiB | 4.00 GiB | 11.14 GiB | 0.02 GiB | 26±26.5% |
| OmniCoder-9B | Q4_K_L | 9.4B | 6.21 GiB | 4.00 GiB | 11.14 GiB | 0.02 GiB | 26±26.5% |
| Ornith-1.0-9B | Q4_K_L | 9.2B | 6.21 GiB | 4.00 GiB | 11.14 GiB | 0.02 GiB | 26±26.5% |
| Qwen3.5-9B-Neo | Q4_K_L | 9.7B | 6.21 GiB | 4.00 GiB | 11.14 GiB | 0.02 GiB | 26±26.5% |
| Qwythos-9B-v2 | Q5_K_S | 9.7B | 6.21 GiB | 4.00 GiB | 11.14 GiB | 0.02 GiB | 26±26.5% |
| Tess-4-9B | Q5_K_S | 9.7B | 6.21 GiB | 4.00 GiB | 11.14 GiB | 0.02 GiB | 26±26.5% |
| SmolLM3-3B | Q2_K_L | 3.1B | 1.23 GiB | 9.00 GiB | 11.14 GiB | 0.02 GiB | 26±26.5% |
| Qwen3.6-35B-A3B-REAM-160-ru-agentMoE | IQ2_M | 23.6B | 7.73 GiB | 2.50 GiB | 11.14 GiB | 0.02 GiB | 45±37% |
| Qwen3.5-9B-Coder | I1-Q5_K_M | 9.7B | 6.19 GiB | 4.00 GiB | 11.12 GiB | 0.04 GiB | 27±26.5% |
| Qwopus3.5-9B-v3.5 | Q5_K_M | 9.7B | 6.19 GiB | 4.00 GiB | 11.12 GiB | 0.04 GiB | 27±26.5% |
| Qwythos-9B-Claude-Mythos-5-1M-MTP | I1-Q5_K_M | 9.7B | 6.19 GiB | 4.00 GiB | 11.12 GiB | 0.04 GiB | 27±26.5% |
| Huihui-Qwythos-9B-Claude-Mythos-5-1M-abliterated | I1-Q5_K_M | 9.7B | 6.19 GiB | 4.00 GiB | 11.12 GiB | 0.04 GiB | 27±26.5% |
| Qwen3.5-9B-Fable-5-v1 | I1-Q5_K_M | 9.7B | 6.19 GiB | 4.00 GiB | 11.12 GiB | 0.04 GiB | 27±26.5% |
| PINQWEN-3.5-9B-1M-BF16 | I1-Q5_K_M | 9.7B | 6.19 GiB | 4.00 GiB | 11.12 GiB | 0.04 GiB | 27±26.5% |
| Openprose-2-Flash | I1-Q5_K_M | 9.7B | 6.19 GiB | 4.00 GiB | 11.12 GiB | 0.04 GiB | 27±26.5% |
| Qwen3.5-9B-Nikusui-v1 | I1-Q5_K_M | 9.7B | 6.19 GiB | 4.00 GiB | 11.12 GiB | 0.04 GiB | 27±26.5% |
| Ornstein-3.5-9B-V1.5 | I1-Q5_K_M | 9.7B | 6.19 GiB | 4.00 GiB | 11.12 GiB | 0.04 GiB | 27±26.5% |
| Ornith-1.0-9B-heretic-MTP | I1-Q5_K_M | 9.4B | 6.19 GiB | 4.00 GiB | 11.12 GiB | 0.04 GiB | 27±26.5% |
| Qwythos-9B-Claude-Mythos-5-1M | Q5_K | 9.4B | 6.19 GiB | 4.00 GiB | 11.12 GiB | 0.04 GiB | 27±26.5% |
| dotwebs-1 | I1-Q5_K_M | 9.7B | 6.19 GiB | 4.00 GiB | 11.12 GiB | 0.04 GiB | 27±26.5% |
| lift | Q5_K_M | 9.7B | 6.19 GiB | 4.00 GiB | 11.12 GiB | 0.04 GiB | 27±26.5% |
| Hemlock-Qwopus3.5-9B-Coder | I1-Q5_K_M | 9.7B | 6.19 GiB | 4.00 GiB | 11.12 GiB | 0.04 GiB | 27±26.5% |
| Qwen3.5-9B-DeepSeek-V4-Flash | Q5_K_M | 9.7B | 6.19 GiB | 4.00 GiB | 11.12 GiB | 0.04 GiB | 27±26.5% |
| Qwen3.5-9B | Q5_K_M | 9.7B | 6.19 GiB | 4.00 GiB | 11.12 GiB | 0.04 GiB | 27±26.5% |
| InternVL3_5-30B-A3B | Q2_K | 30.8B | 10.16 GiB | 0.00 GiB | 11.10 GiB | 0.06 GiB | 27±26.5% |
| Qwythos-9B-Claude-Mythos-5-1M-uncensored-heretic | Q5_K_M | 9.4B | 6.17 GiB | 4.00 GiB | 11.10 GiB | 0.06 GiB | 27±26.5% |
| Yi-6B-Chat | I1-Q2_K | 6.1B | 2.18 GiB | 8.00 GiB | 11.10 GiB | 0.06 GiB | 27±26.5% |
| Yi-1.5-6B-Chat | Q2_K | 6.1B | 2.18 GiB | 8.00 GiB | 11.10 GiB | 0.06 GiB | 27±26.5% |
| Nanbeige4.1-3B | Q4_K_S | 3.9B | 2.18 GiB | 8.00 GiB | 11.09 GiB | 0.07 GiB | 27±26.5% |
| GrammarCoder-7B-Base | I1-IQ3_XS | 7.6B | 3.13 GiB | 7.00 GiB | 11.08 GiB | 0.08 GiB | 27±26.5% |
| Carnice-Qwen3.6-MoE-35B-A3BMoE | I1-IQ1_M | 36.0B | 7.67 GiB | 2.50 GiB | 11.08 GiB | 0.08 GiB | 47±37% |
| Qwen35B-Agent-R2-AbliteratedMoE | I1-IQ1_M | 34.7B | 7.67 GiB | 2.50 GiB | 11.08 GiB | 0.08 GiB | 47±37% |
| Qwen3.6-35B-A3B-Claude-4.6-Opus-Reasoning-DistilledMoE | I1-IQ1_M | 36.0B | 7.67 GiB | 2.50 GiB | 11.08 GiB | 0.08 GiB | 47±37% |
| Darwin-35B-A3B-OpusMoE | I1-IQ1_M | 36.0B | 7.67 GiB | 2.50 GiB | 11.08 GiB | 0.08 GiB | 47±37% |
| Qwen35B-Agent-R2MoE | I1-IQ1_M | 34.7B | 7.67 GiB | 2.50 GiB | 11.08 GiB | 0.08 GiB | 47±37% |
| Carnice-MoE-35B-A3BMoE | I1-IQ1_M | 36.0B | 7.67 GiB | 2.50 GiB | 11.08 GiB | 0.08 GiB | 47±37% |
| spoomplesmaxx-flash-35B-A3MoE | I1-IQ1_M | 35.1B | 7.67 GiB | 2.50 GiB | 11.08 GiB | 0.08 GiB | 47±37% |
| Huihui-Qwen3.6-35B-A3B-Claude-4.7-Opus-abliteratedMoE | I1-IQ1_M | 36.0B | 7.67 GiB | 2.50 GiB | 11.08 GiB | 0.08 GiB | 47±37% |
| Qwen3.6-35B-A3B-Uncensored-AggressiveMoE | I1-IQ1_M | 35.1B | 7.67 GiB | 2.50 GiB | 11.08 GiB | 0.08 GiB | 47±37% |
| WorldSim-Opus-3.6-35B-A3BMoE | I1-IQ1_M | 35.1B | 7.67 GiB | 2.50 GiB | 11.08 GiB | 0.08 GiB | 47±37% |
| Qwen3.6-35B-A3B-abliterated-MAXMoE | I1-IQ1_M | 35.1B | 7.67 GiB | 2.50 GiB | 11.08 GiB | 0.08 GiB | 47±37% |
| Huihui-Qwen3.6-35B-A3B-abliteratedMoE | I1-IQ1_M | 36.0B | 7.67 GiB | 2.50 GiB | 11.08 GiB | 0.08 GiB | 47±37% |
| Qwopus3.6-35B-A3B-v1MoE | I1-IQ1_M | 36.0B | 7.67 GiB | 2.50 GiB | 11.08 GiB | 0.08 GiB | 47±37% |
| Qwen3.6-35B-A3B-StyleTuneMoE | I1-IQ1_M | 35.1B | 7.67 GiB | 2.50 GiB | 11.08 GiB | 0.08 GiB | 47±37% |
| Qwen3.6-35B-A3B-abliteratedMoE | I1-IQ1_M | 35.1B | 7.67 GiB | 2.50 GiB | 11.08 GiB | 0.08 GiB | 47±37% |
| Ornith-1.0-35B-AEON-Ultimate-Uncensored-BF16MoE | IQ1_M | 35.1B | 7.67 GiB | 2.50 GiB | 11.08 GiB | 0.08 GiB | 47±37% |
| Darwin-36B-OpusMoE | IQ1_M | 34.7B | 7.67 GiB | 2.50 GiB | 11.08 GiB | 0.08 GiB | 47±37% |
| Ourbox-35B-JGOSMoE | IQ1_M | 34.7B | 7.67 GiB | 2.50 GiB | 11.08 GiB | 0.08 GiB | 47±37% |
| 0GM-1.0-35B-A3B-0427MoE | I1-IQ1_M | 36.0B | 7.67 GiB | 2.50 GiB | 11.08 GiB | 0.08 GiB | 47±37% |
| granite-3.1-3b-a800m-instructMoE | Q5_K_L | 3.3B | 2.21 GiB | 8.00 GiB | 11.08 GiB | 0.08 GiB | 18±37% |
| Falcon3-1B-Instruct | Q4_K_L | 1.7B | 1.17 GiB | 9.00 GiB | 11.07 GiB | 0.09 GiB | 27±26.5% |
| DeepHat-V1-7B-Heretic-Abliterated | I1-IQ3_XS | 7.6B | 3.12 GiB | 7.00 GiB | 11.07 GiB | 0.09 GiB | 27±26.5% |
| ShizhenGPT-7B-VL | I1-IQ3_XS | 8.3B | 3.12 GiB | 7.00 GiB | 11.07 GiB | 0.09 GiB | 27±26.5% |
| HuatuoGPT-o1-7B | I1-IQ3_XS | 7.6B | 3.12 GiB | 7.00 GiB | 11.07 GiB | 0.09 GiB | 27±26.5% |
| MathSmith-DS-Qwen-7B-LongCoT | I1-IQ3_XS | 7.6B | 3.12 GiB | 7.00 GiB | 11.07 GiB | 0.09 GiB | 27±26.5% |
| AstraGPTCoder-7B | I1-IQ3_XS | 7.6B | 3.12 GiB | 7.00 GiB | 11.07 GiB | 0.09 GiB | 27±26.5% |
| Qwen2.5-Coder-7B-Instruct-Ghidra-v2 | I1-IQ3_XS | 7.6B | 3.12 GiB | 7.00 GiB | 11.07 GiB | 0.09 GiB | 27±26.5% |
| EsDrac-v1-7B | I1-IQ3_XS | 7.6B | 3.12 GiB | 7.00 GiB | 11.07 GiB | 0.09 GiB | 27±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 | 8.55 it/s | 6.64–9.22 | 15 |
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 7700 XT run?
- 656 of 2118 indexed open-weight models fit a Radeon RX 7700 XT at 131,072 context with f16 KV cache, the largest being Fara1.5-9B at Q4_K_L. That covers text, vision-language, image, video and speech models.
- How much usable memory does a Radeon RX 7700 XT actually have?
- Its nameplate is 12 GB, but about 11.16 GiB is available to a model once driver and compositor overhead is accounted for.
- Is a Radeon RX 7700 XT fast for local AI?
- Its memory bandwidth is 432 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.