RTX A5000
RTX A5000 has 24 GB of VRAM at 768 GB/s — about 22.32 GiB usable after driver and compositor overhead. 1950 of 2118 indexed models fit at 16K context with f16 KV.
What fits at 16K context
| Model | Best quant | Params | Weights● | KV● | Total in memory◐ | Headroom◐ | tok/s◐ |
|---|---|---|---|---|---|---|---|
| Pantheon-Reasoning-27B | Q5_K_L | 27.8B | 20.26 GiB | 1.00 GiB | 22.32 GiB | 0.00 GiB | 21±22% |
| Qwen3.5-27B | Q5_K_L | 27.8B | 20.26 GiB | 1.00 GiB | 22.32 GiB | 0.00 GiB | 21±22% |
| MythoMax-L2-Kimiko-v2-13b | Q5_K_M | 13.0B | 8.78 GiB | 12.50 GiB | 22.32 GiB | 0.00 GiB | 21±22% |
| MythoMax-L2-13b | I1-Q5_K_M | 13.0B | 8.78 GiB | 12.50 GiB | 22.32 GiB | 0.00 GiB | 21±22% |
| NVIDIA-Nemotron-3-Nano-30B-A3B-BF16MoE | Q4_K_S | 31.6B | 20.51 GiB | 0.81 GiB | 22.30 GiB | 0.02 GiB | 82±37% |
| Magistry-24B-v1.1 | Q6_K_L | 23.6B | 18.67 GiB | 2.50 GiB | 22.29 GiB | 0.03 GiB | 21±22% |
| Gemma-4-Novelist-Eclipse-31B | IQ4_NL | 32.7B | 17.53 GiB | 3.67 GiB | 22.28 GiB | 0.04 GiB | 21±22% |
| Gemma-4-31B-StyleTune | IQ4_NL | 32.7B | 17.53 GiB | 3.67 GiB | 22.28 GiB | 0.04 GiB | 21±22% |
| Qwen3.5-40B-Claude-4.6-Opus-Deckard-Heretic-Uncensored-Thinking | I1-IQ4_XS | 39.5B | 19.72 GiB | 1.50 GiB | 22.28 GiB | 0.04 GiB | 21±22% |
| Qwen3-48B-A4B-Savant-Commander-Distill-12X-Closed-Open-Heretic-UncensoredMoE | I1-Q4_K_M | 33.6B | 19.01 GiB | 2.25 GiB | 22.27 GiB | 0.05 GiB | 39±37% |
| IQuest-Coder-V1-40B-Instruct | I1-IQ3_S | 39.8B | 16.17 GiB | 5.00 GiB | 22.27 GiB | 0.05 GiB | 21±22% |
| OLMo-2-0325-32B | Q4_K_S | 32.2B | 17.15 GiB | 4.00 GiB | 22.25 GiB | 0.07 GiB | 21±22% |
| NSFW_13B_sft | Q5_K_S | 13.3B | 8.70 GiB | 12.50 GiB | 22.24 GiB | 0.08 GiB | 21±22% |
| Huihui-GLM-4.7-Flash-abliterated-57BMoE | I1-Q2_K | 57.3B | 19.11 GiB | 2.09 GiB | 22.24 GiB | 0.08 GiB | 56±37% |
| Yi-34B-200K-DARE-megamerge-v8 | Q3_K_L | 34.4B | 17.40 GiB | 3.75 GiB | 22.23 GiB | 0.09 GiB | 21±22% |
| Nous-Hermes-2-Yi-34B | I1-Q3_K_L | 34.4B | 17.40 GiB | 3.75 GiB | 22.23 GiB | 0.09 GiB | 21±22% |
| Nous-Capybara-limarpv3-34B | I1-Q3_K_L | 34.4B | 17.40 GiB | 3.75 GiB | 22.23 GiB | 0.09 GiB | 21±22% |
| Salience-1.5-ProMoE | Q4_1 | 36.0B | 20.91 GiB | 0.31 GiB | 22.22 GiB | 0.10 GiB | 108±37% |
| Qwable-v1MoE | Q4_1 | 36.0B | 20.91 GiB | 0.31 GiB | 22.22 GiB | 0.10 GiB | 108±37% |
| T-SearchMoE | Q4_1 | 36.0B | 20.91 GiB | 0.31 GiB | 22.22 GiB | 0.10 GiB | 108±37% |
| umt5-xxl | F32 | 5.7B | 21.17 GiB | 0.00 GiB | 22.22 GiB | 0.10 GiB | 21±22% |
| Nemotron-Cascade-2-30B-A3B-heretic-ara-uncensoredMoE | I1-Q4_K_S | 31.6B | 20.42 GiB | 0.81 GiB | 22.21 GiB | 0.11 GiB | 82±37% |
| Nemotron-Cascade-2-30B-A3BMoE | I1-Q4_K_S | 31.6B | 20.42 GiB | 0.81 GiB | 22.21 GiB | 0.11 GiB | 82±37% |
| dolphin-2.9.1-yi-1.5-34b-heretic | IQ4_XS | 34.4B | 17.36 GiB | 3.75 GiB | 22.19 GiB | 0.13 GiB | 21±22% |
| dolphin-2.9.1-yi-1.5-34b | IQ4_XS | 34.4B | 17.36 GiB | 3.75 GiB | 22.19 GiB | 0.13 GiB | 21±22% |
| Yi-1.5-34B | IQ4_XS | 34.4B | 17.36 GiB | 3.75 GiB | 22.19 GiB | 0.13 GiB | 21±22% |
| Capybara-Tess-Yi-34B-200K | IQ4_XS | 34.4B | 17.36 GiB | 3.75 GiB | 22.19 GiB | 0.13 GiB | 21±22% |
| Salience-1.5-FlashMoE | Q5_K_S | 31.1B | 19.69 GiB | 1.50 GiB | 22.19 GiB | 0.13 GiB | 63±37% |
| Voxtral-Small-24B-2507 | Q6_K | 24.3B | 18.57 GiB | 2.50 GiB | 22.19 GiB | 0.13 GiB | 21±22% |
| Skyfall-31B-v4.2-heretic | I1-Q4_K_M | 31.4B | 17.68 GiB | 3.38 GiB | 22.17 GiB | 0.15 GiB | 21±22% |
| Skyfall-31B-v4.2 | I1-Q4_K_M | 31.4B | 17.68 GiB | 3.38 GiB | 22.17 GiB | 0.15 GiB | 21±22% |
| North-Mini-Code-1.0MoE | Q5_K_L | 30.5B | 20.47 GiB | 0.72 GiB | 22.17 GiB | 0.15 GiB | 76±37% |
| GLM-4.7-Flash-hereticMoE | Q5_K_L | 29.9B | 20.33 GiB | 0.83 GiB | 22.16 GiB | 0.16 GiB | 75±37% |
| Qwen3.6-35B-A3B-Fable-5-DistillMoE | I1-Q4_1 | 36.0B | 20.84 GiB | 0.31 GiB | 22.16 GiB | 0.16 GiB | 109±37% |
| Qwable-v2MoE | I1-Q4_1 | 36.0B | 20.84 GiB | 0.31 GiB | 22.16 GiB | 0.16 GiB | 109±37% |
| Qwen3.6-35B-A3B-YOYO-V2MoE | I1-Q4_1 | 36.0B | 20.84 GiB | 0.31 GiB | 22.16 GiB | 0.16 GiB | 109±37% |
| Ornith-1.0-35B-FP8-BLOCK-MTPMoE | I1-Q4_1 | 35.5B | 20.84 GiB | 0.31 GiB | 22.16 GiB | 0.16 GiB | 109±37% |
| fable-coder-35B-A3BMoE | I1-Q4_1 | 36.0B | 20.84 GiB | 0.31 GiB | 22.16 GiB | 0.16 GiB | 109±37% |
| Qwen3.6-35B-A3B-AntiLoopMoE | I1-Q4_1 | 36.0B | 20.84 GiB | 0.31 GiB | 22.16 GiB | 0.16 GiB | 109±37% |
| PINQWEN-3.6-35B-CLEAN-BF16MoE | I1-Q4_1 | 36.0B | 20.84 GiB | 0.31 GiB | 22.16 GiB | 0.16 GiB | 109±37% |
| UniMath-35B-A3BMoE | I1-Q4_1 | 36.0B | 20.84 GiB | 0.31 GiB | 22.16 GiB | 0.16 GiB | 109±37% |
| Ornith-1.0-35B-Heretic-MTPMoE | I1-Q4_1 | — | 20.84 GiB | 0.31 GiB | 22.16 GiB | 0.16 GiB | 109±37% |
| Fawen-1.0-35BMoE | I1-Q4_1 | 36.0B | 20.84 GiB | 0.31 GiB | 22.16 GiB | 0.16 GiB | 109±37% |
| Qwen3.5-35B-A3B-uncensored-heretic-v2-Native-MTP-PreservedMoE | I1-Q4_1 | 35.1B | 20.84 GiB | 0.31 GiB | 22.16 GiB | 0.16 GiB | 109±37% |
| Gemma-4-Gembrain-X-Core-31B | I1-Q4_K_M | 31.3B | 17.40 GiB | 3.67 GiB | 22.16 GiB | 0.16 GiB | 21±22% |
| Gemma-4-Gembrain-X-31B | I1-Q4_K_M | 31.3B | 17.40 GiB | 3.67 GiB | 22.16 GiB | 0.16 GiB | 21±22% |
| Gemma-4-31B-Isometry-Fabled-Persona | I1-Q4_K_M | 31.3B | 17.40 GiB | 3.67 GiB | 22.16 GiB | 0.16 GiB | 21±22% |
| Versipellis-31B | I1-Q4_K_M | 31.3B | 17.40 GiB | 3.67 GiB | 22.16 GiB | 0.16 GiB | 21±22% |
| Gemma4-Gutenberg-31B | I1-Q4_K_M | 31.3B | 17.40 GiB | 3.67 GiB | 22.16 GiB | 0.16 GiB | 21±22% |
| G4-MeroMero-31B-uncensored-heretic | I1-Q4_K_M | 31.3B | 17.40 GiB | 3.67 GiB | 22.16 GiB | 0.16 GiB | 21±22% |
| Gemma-4-Novelist-31B | I1-Q4_K_M | 31.3B | 17.40 GiB | 3.67 GiB | 22.16 GiB | 0.16 GiB | 21±22% |
| Wanabi-Gemma4-31B | I1-Q4_K_M | 31.3B | 17.40 GiB | 3.67 GiB | 22.16 GiB | 0.16 GiB | 21±22% |
| G4-Alice-v1.2-31B | I1-Q4_K_M | 31.3B | 17.40 GiB | 3.67 GiB | 22.16 GiB | 0.16 GiB | 21±22% |
| Agares-31B-v1 | I1-Q4_K_M | 30.7B | 17.40 GiB | 3.67 GiB | 22.16 GiB | 0.16 GiB | 21±22% |
| Gemma4-Gutenberg-31B-Heretic | I1-Q4_K_M | 31.3B | 17.40 GiB | 3.67 GiB | 22.16 GiB | 0.16 GiB | 21±22% |
| gemma-4-Ortenzya-The-Creative-Wordsmith-31B-it-uncensored-heretic | I1-Q4_K_M | 31.3B | 17.40 GiB | 3.67 GiB | 22.16 GiB | 0.16 GiB | 21±22% |
| Gemma-4-Gemsicle-31B | I1-Q4_K_M | 31.3B | 17.40 GiB | 3.67 GiB | 22.16 GiB | 0.16 GiB | 21±22% |
| Gemma-4-Gembrain-31B-it-uncensored-heretic | I1-Q4_K_M | 31.3B | 17.40 GiB | 3.67 GiB | 22.16 GiB | 0.16 GiB | 21±22% |
| Melinoe-Gemma4-31B-VL-heretic | I1-Q4_K_M | 31.3B | 17.40 GiB | 3.67 GiB | 22.16 GiB | 0.16 GiB | 21±22% |
| G4-MeroMero-31B | I1-Q4_K_M | 31.3B | 17.40 GiB | 3.67 GiB | 22.16 GiB | 0.16 GiB | 21±22% |
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 | 15.08 it/s | 11.98–18.18 | 149 |
| Prompt processing | 3631.09 tok/s | 2656.02–4169.80 | 14 |
| Text generation | 129.11 tok/s | 123.25–132.19 | 10 |
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 RTX A5000 run?
- 1950 of 2118 indexed open-weight models fit a RTX A5000 at 16,384 context with f16 KV cache, the largest being Pantheon-Reasoning-27B at Q5_K_L. That covers text, vision-language, image, video and speech models.
- How much usable memory does a RTX A5000 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 RTX A5000 fast for local AI?
- Its memory bandwidth is 768 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.