Radeon RX 7900 XTX
Radeon RX 7900 XTX has 24 GB of VRAM at 960 GB/s — about 22.32 GiB usable after driver and compositor overhead. 1958 of 2118 indexed models fit at 32K context with q4_0 KV.
What fits at 32K context
| Model | Best quant | Params | Weights● | KV● | Total in memory◐ | Headroom◐ | tok/s◐ |
|---|---|---|---|---|---|---|---|
| GPT-NeoX-20B-Erebus | I1-Q4_1 | 20.6B | 12.03 GiB | 9.28 GiB | 22.31 GiB | 0.01 GiB | 28±26.5% |
| internlm2-math-plus-20b | Q8_0 | 19.9B | 19.66 GiB | 1.69 GiB | 22.31 GiB | 0.01 GiB | 28±26.5% |
| Caller | Q4_K_L | 32.8B | 19.03 GiB | 2.25 GiB | 22.28 GiB | 0.04 GiB | 28±26.5% |
| Dumpling-Qwen2.5-32B | Q4_K_L | 32.8B | 19.03 GiB | 2.25 GiB | 22.28 GiB | 0.04 GiB | 28±26.5% |
| OREAL-32B | Q4_K_L | 32.8B | 19.03 GiB | 2.25 GiB | 22.28 GiB | 0.04 GiB | 28±26.5% |
| openhands-lm-32b-v0.1 | Q4_K_L | 32.8B | 19.03 GiB | 2.25 GiB | 22.28 GiB | 0.04 GiB | 28±26.5% |
| LongWriter-Zero-32B | Q4_K_L | 32.8B | 19.03 GiB | 2.25 GiB | 22.28 GiB | 0.04 GiB | 28±26.5% |
| OpenCodeReasoning-Nemotron-32B-IOI | Q4_K_L | 32.8B | 19.03 GiB | 2.25 GiB | 22.28 GiB | 0.04 GiB | 28±26.5% |
| Qwen2.5-Coder-32B-Instruct-abliterated | Q4_K_L | 32.8B | 19.03 GiB | 2.25 GiB | 22.28 GiB | 0.04 GiB | 28±26.5% |
| OlympicCoder-32B | Q4_K_L | 32.8B | 19.03 GiB | 2.25 GiB | 22.28 GiB | 0.04 GiB | 28±26.5% |
| OpenCodeReasoning-Nemotron-32B | Q4_K_L | 32.8B | 19.03 GiB | 2.25 GiB | 22.28 GiB | 0.04 GiB | 28±26.5% |
| OpenThinker-32B | Q4_K_L | 32.8B | 19.03 GiB | 2.25 GiB | 22.28 GiB | 0.04 GiB | 28±26.5% |
| QwQ-32B-ArliAI-RpR-v4 | Q4_K_L | 32.8B | 19.03 GiB | 2.25 GiB | 22.28 GiB | 0.04 GiB | 28±26.5% |
| Qwen2.5-Coder-32B-Instruct | Q4_K_L | 32.8B | 19.03 GiB | 2.25 GiB | 22.28 GiB | 0.04 GiB | 28±26.5% |
| QwQ-32B-abliterated | Q4_K_L | 32.8B | 19.03 GiB | 2.25 GiB | 22.28 GiB | 0.04 GiB | 28±26.5% |
| OpenThinker2-32B | Q4_K_L | 32.8B | 19.03 GiB | 2.25 GiB | 22.28 GiB | 0.04 GiB | 28±26.5% |
| INTELLECT-2 | Q4_K_L | 32.8B | 19.03 GiB | 2.25 GiB | 22.28 GiB | 0.04 GiB | 28±26.5% |
| Qwen2.5-32B-Instruct | Q4_K_L | 32.8B | 19.03 GiB | 2.25 GiB | 22.28 GiB | 0.04 GiB | 28±26.5% |
| QwQ-32B-Preview | Q4_K_L | 32.8B | 19.03 GiB | 2.25 GiB | 22.28 GiB | 0.04 GiB | 28±26.5% |
| Qwen2.5-Coder-32B | Q4_K_L | 32.8B | 19.03 GiB | 2.25 GiB | 22.28 GiB | 0.04 GiB | 28±26.5% |
| Qwen2.5-32b-RP-Ink | Q4_K_L | 32.8B | 19.03 GiB | 2.25 GiB | 22.28 GiB | 0.04 GiB | 28±26.5% |
| TinyR1-32B-Preview | Q4_K_L | 32.8B | 19.03 GiB | 2.25 GiB | 22.28 GiB | 0.04 GiB | 28±26.5% |
| deepseek-r1-qwen-2.5-32B-ablated | Q4_K_L | 32.8B | 19.03 GiB | 2.25 GiB | 22.28 GiB | 0.04 GiB | 28±26.5% |
| Rombos-LLM-V2.5-Qwen-32b | Q4_K_L | 32.8B | 19.03 GiB | 2.25 GiB | 22.28 GiB | 0.04 GiB | 28±26.5% |
| DeepSeek-R1-Distill-Qwen-32B-abliterated | Q4_K_L | 32.8B | 19.03 GiB | 2.25 GiB | 22.28 GiB | 0.04 GiB | 28±26.5% |
| Qwen2.5-32B-ArliAI-RPMax-v1.3 | Q4_K_L | 32.8B | 19.03 GiB | 2.25 GiB | 22.28 GiB | 0.04 GiB | 28±26.5% |
| DeepSeek-R1-Distill-Qwen-32B | Q4_K_L | 32.8B | 19.03 GiB | 2.25 GiB | 22.28 GiB | 0.04 GiB | 28±26.5% |
| Qwen2.5-VL-32B-Instruct | Q4_K_L | 33.5B | 19.03 GiB | 2.25 GiB | 22.28 GiB | 0.04 GiB | 28±26.5% |
| EVA-Qwen2.5-32B-v0.2 | Q4_K_L | 32.8B | 19.03 GiB | 2.25 GiB | 22.28 GiB | 0.04 GiB | 28±26.5% |
| EVA-Qwen2.5-32B-v0.1 | Q4_K_L | 32.8B | 19.03 GiB | 2.25 GiB | 22.28 GiB | 0.04 GiB | 28±26.5% |
| Kimi-Linear-48B-A3B-InstructMoE | IQ3_M | 49.1B | 21.10 GiB | 0.27 GiB | 22.27 GiB | 0.05 GiB | 28±26.5% |
| cogito-v1-preview-qwen-32B | Q4_K_L | 32.8B | 19.02 GiB | 2.25 GiB | 22.27 GiB | 0.05 GiB | 28±26.5% |
| QwQ-32B-Snowdrop-v0 | Q4_K_L | 32.8B | 19.02 GiB | 2.25 GiB | 22.27 GiB | 0.05 GiB | 28±26.5% |
| Huihui-GLM-4.7-Flash-abliterated-57BMoE | I1-IQ3_XXS | 57.3B | 20.15 GiB | 1.18 GiB | 22.27 GiB | 0.05 GiB | 87±37% |
| Salience-1.5-FlashMoE | Q5_K_L | 31.1B | 20.52 GiB | 0.84 GiB | 22.26 GiB | 0.06 GiB | 93±37% |
| Nemotron-Cascade-2-30B-A3BMoE | Q4_K_S | 31.6B | 20.91 GiB | 0.46 GiB | 22.24 GiB | 0.08 GiB | 113±37% |
| Fallen-Gemma3-27B-v1 | Q6_K | 27.4B | 20.64 GiB | 0.65 GiB | 22.23 GiB | 0.09 GiB | 28±26.5% |
| Phi-3.5-MoE-instructMoEKV unresolved | Q3_K_L | 41.9B | 20.20 GiB | 1.13 GiB | 22.23 GiB | 0.09 GiB | 68±37% |
| Mixtral_34Bx2_MoE_60BMoE | Q2_K | 60.8B | 19.14 GiB | 2.11 GiB | 22.23 GiB | 0.09 GiB | 16±37% |
| Qwen3.5-40B-RoughHouse-Claude-4.6-Opus-Polar-Deckard-Uncensored-Heretic-Thinking | IQ4_XS | 39.5B | 20.42 GiB | 0.84 GiB | 22.23 GiB | 0.09 GiB | 28±26.5% |
| Qwen2.5-Coder-14B-Instruct | Q5_K_M | 14.8B | 19.57 GiB | 1.69 GiB | 22.21 GiB | 0.11 GiB | 28±26.5% |
| Qwen3.6-35B-A3BMoE | UD-Q4_K_M | 36.0B | 21.11 GiB | 0.18 GiB | 22.19 GiB | 0.13 GiB | 137±37% |
| Qwen3.5-35B-A3BMoE | Q4_K_L | 36.0B | 21.11 GiB | 0.18 GiB | 22.19 GiB | 0.13 GiB | 137±37% |
| OpenBuddy-R1-0528-Distill-Qwen3-32B-Preview0-QAT | Q4_K_L | 32.8B | 18.94 GiB | 2.25 GiB | 22.19 GiB | 0.13 GiB | 28±26.5% |
| KAT-Dev | Q4_K_L | 32.8B | 18.94 GiB | 2.25 GiB | 22.18 GiB | 0.14 GiB | 28±26.5% |
| Qwen3-VL-32B-Instruct | Q4_K_L | 33.4B | 18.94 GiB | 2.25 GiB | 22.18 GiB | 0.14 GiB | 28±26.5% |
| DeepSWE-Preview | Q4_K_L | 32.8B | 18.94 GiB | 2.25 GiB | 22.18 GiB | 0.14 GiB | 28±26.5% |
| Qwen3-VL-30B-A3B-ThinkingMoE | Q5_K_L | 31.1B | 20.43 GiB | 0.84 GiB | 22.17 GiB | 0.15 GiB | 94±37% |
| MiroThinker-v1.0-30BMoE | Q5_K_L | 30.5B | 20.43 GiB | 0.84 GiB | 22.17 GiB | 0.15 GiB | 94±37% |
| Qwen3-30B-A3BMoE | Q5_K_L | 30.5B | 20.43 GiB | 0.84 GiB | 22.17 GiB | 0.15 GiB | 94±37% |
| Qwen3-30B-A3B-Instruct-2507MoE | Q5_K_L | 30.5B | 20.43 GiB | 0.84 GiB | 22.17 GiB | 0.15 GiB | 94±37% |
| Qwen3-30B-A3B-Thinking-2507MoE | Q5_K_L | 30.5B | 20.43 GiB | 0.84 GiB | 22.17 GiB | 0.15 GiB | 94±37% |
| Pantheon-Proto-RP-1.8-30B-A3BMoE | Q5_K_L | 30.5B | 20.43 GiB | 0.84 GiB | 22.17 GiB | 0.15 GiB | 94±37% |
| Tongyi-DeepResearch-30B-A3BMoE | Q5_K_L | 30.5B | 20.43 GiB | 0.84 GiB | 22.16 GiB | 0.16 GiB | 94±37% |
| magnum-v2-32b | Q4_K_L | 32.5B | 18.88 GiB | 2.25 GiB | 22.13 GiB | 0.19 GiB | 28±26.5% |
| umt5-xxl | F32 | 5.7B | 21.17 GiB | 0.00 GiB | 22.12 GiB | 0.20 GiB | 28±26.5% |
| Qwen3.6-27B-uncensored-heretic-v2 | Q6_K | 27.4B | 20.57 GiB | 0.56 GiB | 22.09 GiB | 0.23 GiB | 28±26.5% |
| Qwen3.5-27B-Engineer-Deckard-Gemini | I1-Q6_K | 27.7B | 20.57 GiB | 0.56 GiB | 22.09 GiB | 0.23 GiB | 28±26.5% |
| Qwen3.5-27B-HERETIC-Polaris-Advanced-Thinking-Alpha-uncensored | I1-Q6_K | 27.4B | 20.57 GiB | 0.56 GiB | 22.09 GiB | 0.23 GiB | 28±26.5% |
| Qwen3.5-27B-Deckard-PKD-Heretic-Uncensored-Thinking | I1-Q6_K | 27.4B | 20.57 GiB | 0.56 GiB | 22.09 GiB | 0.23 GiB | 28±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 | 14.33 it/s | 10.32–19.10 | 1,258 |
| Prompt processing | 3236.63 tok/s | 2011.82–3443.90 | 51 |
| Text generation | 134.87 tok/s | 122.64–145.55 | 51 |
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 7900 XTX run?
- 1958 of 2118 indexed open-weight models fit a Radeon RX 7900 XTX at 32,768 context with q4_0 KV cache, the largest being GPT-NeoX-20B-Erebus at I1-Q4_1. That covers text, vision-language, image, video and speech models.
- How much usable memory does a Radeon RX 7900 XTX actually have?
- Its nameplate is 24 GB, but about 22.32 GiB is available to a model once driver and compositor overhead is accounted for.
- Is a Radeon RX 7900 XTX fast for local AI?
- Its memory bandwidth is 960 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.