L4
L4 has 24 GB of VRAM at 300 GB/s — about 22.32 GiB usable after driver and compositor overhead. 1958 of 2118 indexed models fit at 8K context with f16 KV.
What fits at 8K context
| Model | Best quant | Params | Weights● | KV● | Total in memory◐ | Headroom◐ | tok/s◐ |
|---|---|---|---|---|---|---|---|
| cogito-v1-preview-qwen-32B | I1-Q4_1 | 32.8B | 19.22 GiB | 2.00 GiB | 22.32 GiB | 0.00 GiB | 8±22% |
| QwQ-32B-Snowdrop-v0 | I1-Q4_1 | 32.8B | 19.22 GiB | 2.00 GiB | 22.32 GiB | 0.00 GiB | 8±22% |
| DeepSeek-R1-Distill-Qwen-32B-Uncensored | I1-Q4_1 | 32.8B | 19.22 GiB | 2.00 GiB | 22.32 GiB | 0.00 GiB | 8±22% |
| RoguePlanet-DeepSeek-R1-Qwen-32B-RP | I1-Q4_1 | 32.8B | 19.22 GiB | 2.00 GiB | 22.32 GiB | 0.00 GiB | 8±22% |
| Llama-3.2-11B-Vision-Instruct | F16 | 10.7B | 20.02 GiB | 1.25 GiB | 22.31 GiB | 0.01 GiB | 8±22% |
| OpenBuddy-R1-0528-Distill-Qwen3-32B-Preview0-QAT | Q4_1 | 32.8B | 19.22 GiB | 2.00 GiB | 22.31 GiB | 0.01 GiB | 8±22% |
| Qwen3-VL-32B-Instruct-ultra-uncensored-heretic | I1-Q4_1 | 33.4B | 19.22 GiB | 2.00 GiB | 22.31 GiB | 0.01 GiB | 8±22% |
| Huihui-Qwen3-VL-32B-Instruct-abliterated | I1-Q4_1 | 33.4B | 19.22 GiB | 2.00 GiB | 22.31 GiB | 0.01 GiB | 8±22% |
| KAT-Dev | Q4_1 | 32.8B | 19.22 GiB | 2.00 GiB | 22.31 GiB | 0.01 GiB | 8±22% |
| ColorGUI-32B | I1-Q4_1 | 33.4B | 19.22 GiB | 2.00 GiB | 22.31 GiB | 0.01 GiB | 8±22% |
| Qwen3-VL-32B-Instruct | Q4_1 | 33.4B | 19.22 GiB | 2.00 GiB | 22.31 GiB | 0.01 GiB | 8±22% |
| Qwen3-VL-32B-Thinking | Q4_1 | 33.4B | 19.22 GiB | 2.00 GiB | 22.31 GiB | 0.01 GiB | 8±22% |
| Qwen3-32B-Uncensored | I1-Q4_1 | 32.8B | 19.22 GiB | 2.00 GiB | 22.31 GiB | 0.01 GiB | 8±22% |
| Qwen3-32B | Q4_1 | 32.8B | 19.22 GiB | 2.00 GiB | 22.31 GiB | 0.01 GiB | 8±22% |
| Qwen3-32B-abliterated | I1-Q4_1 | 32.8B | 19.22 GiB | 2.00 GiB | 22.31 GiB | 0.01 GiB | 8±22% |
| DeepSWE-Preview | Q4_1 | 32.8B | 19.22 GiB | 2.00 GiB | 22.31 GiB | 0.01 GiB | 8±22% |
| AReaL-boba-2-32B | I1-Q4_1 | 32.8B | 19.22 GiB | 2.00 GiB | 22.31 GiB | 0.01 GiB | 8±22% |
| Assistant_Pepe_32B | I1-Q4_1 | 32.8B | 19.22 GiB | 2.00 GiB | 22.31 GiB | 0.01 GiB | 8±22% |
| Seed-OSS-36B-Instruct-biprojected-norm-preserving-abliterated | I1-Q4_0 | 36.2B | 19.21 GiB | 2.00 GiB | 22.30 GiB | 0.02 GiB | 8±22% |
| Seed-OSS-36B-Instruct | Q4_0 | 36.2B | 19.21 GiB | 2.00 GiB | 22.30 GiB | 0.02 GiB | 8±22% |
| Hermes-4.3-36B-heretic | I1-Q4_0 | 36.2B | 19.21 GiB | 2.00 GiB | 22.30 GiB | 0.02 GiB | 8±22% |
| Hermes-4.3-36B | Q4_0 | 36.2B | 19.21 GiB | 2.00 GiB | 22.30 GiB | 0.02 GiB | 8±22% |
| GLM-Z1-Rumination-32B-0414 | Q4_K_L | 33.1B | 19.31 GiB | 1.91 GiB | 22.30 GiB | 0.02 GiB | 8±22% |
| Nemotron-Cascade-2-30B-A3BMoE | Q4_K_S | 31.6B | 20.91 GiB | 0.41 GiB | 22.29 GiB | 0.03 GiB | 37±37% |
| Qwen3.6-35B-A3BMoE | UD-Q4_K_M | 36.0B | 21.11 GiB | 0.16 GiB | 22.27 GiB | 0.05 GiB | 47±37% |
| Qwen3.5-35B-A3BMoE | Q4_K_L | 36.0B | 21.11 GiB | 0.16 GiB | 22.27 GiB | 0.05 GiB | 47±37% |
| Salience-1.5-FlashMoE | Q5_K_L | 31.1B | 20.52 GiB | 0.75 GiB | 22.26 GiB | 0.06 GiB | 30±37% |
| Huihui-GLM-4.7-Flash-abliterated-57BMoE | I1-IQ3_XXS | 57.3B | 20.15 GiB | 1.05 GiB | 22.23 GiB | 0.09 GiB | 28±37% |
| Qwen3.5-40B-RoughHouse-Claude-4.6-Opus-Polar-Deckard-Uncensored-Heretic-Thinking | IQ4_XS | 39.5B | 20.42 GiB | 0.75 GiB | 22.23 GiB | 0.09 GiB | 8±22% |
| Wizard-Vicuna-30B-Uncensored | I1-IQ2_XS | 32.5B | 8.97 GiB | 12.19 GiB | 22.23 GiB | 0.09 GiB | 8±22% |
| archangel_sft-kto_llama30b | I1-IQ2_XS | 32.5B | 8.97 GiB | 12.19 GiB | 22.23 GiB | 0.09 GiB | 8±22% |
| MN-GRAND-23.5B-Gutenberg-UNCENSORED-V2-GLM4.7-Thinking | Q6_K | 23.4B | 18.64 GiB | 2.53 GiB | 22.22 GiB | 0.10 GiB | 8±22% |
| Apertus-70B-Instruct-2509 | UD-IQ2_XXS | 70.6B | 18.54 GiB | 2.50 GiB | 22.22 GiB | 0.10 GiB | 8±22% |
| umt5-xxl | F32 | 5.7B | 21.17 GiB | 0.00 GiB | 22.22 GiB | 0.10 GiB | 8±22% |
| internlm2-math-plus-20b | Q8_0 | 19.9B | 19.66 GiB | 1.50 GiB | 22.22 GiB | 0.10 GiB | 8±22% |
| Phi-3.5-MoE-instructMoEKV unresolved | Q3_K_L | 41.9B | 20.20 GiB | 1.00 GiB | 22.21 GiB | 0.11 GiB | 21±37% |
| Yi-34B-200K-DARE-megamerge-v8 | I1-Q4_K_M | 34.4B | 19.24 GiB | 1.88 GiB | 22.20 GiB | 0.12 GiB | 8±22% |
| dolphin-2.9.1-yi-1.5-34b-heretic | Q4_K_M | 34.4B | 19.24 GiB | 1.88 GiB | 22.20 GiB | 0.12 GiB | 8±22% |
| dolphin-2.9.1-yi-1.5-34b | I1-Q4_K_M | 34.4B | 19.24 GiB | 1.88 GiB | 22.20 GiB | 0.12 GiB | 8±22% |
| OrionStar-Yi-34B-Chat-Llama | I1-Q4_K_M | 34.4B | 19.24 GiB | 1.88 GiB | 22.20 GiB | 0.12 GiB | 8±22% |
| Yi-34B-200K-Llamafied | I1-Q4_K_M | 34.4B | 19.24 GiB | 1.88 GiB | 22.20 GiB | 0.12 GiB | 8±22% |
| Yi-1.5-34B | Q4_K_M | 34.4B | 19.24 GiB | 1.88 GiB | 22.20 GiB | 0.12 GiB | 8±22% |
| Nous-Hermes-2-Yi-34B | Q4_K_M | 34.4B | 19.24 GiB | 1.88 GiB | 22.20 GiB | 0.12 GiB | 8±22% |
| Merged-RP-Stew-V2-34B | I1-Q4_K_M | 34.4B | 19.24 GiB | 1.88 GiB | 22.20 GiB | 0.12 GiB | 8±22% |
| Capybara-Tess-Yi-34B-200K | Q4_K_M | 34.4B | 19.24 GiB | 1.88 GiB | 22.20 GiB | 0.12 GiB | 8±22% |
| Nous-Capybara-limarpv3-34B | Q4_K_M | 34.4B | 19.24 GiB | 1.88 GiB | 22.20 GiB | 0.12 GiB | 8±22% |
| spoomplesmaxx-v2.1-30B | I1-Q5_K_M | 28.9B | 19.09 GiB | 2.00 GiB | 22.20 GiB | 0.12 GiB | 8±22% |
| Huihui-granite-4.1-30b-abliterated | I1-Q5_K_M | 28.9B | 19.09 GiB | 2.00 GiB | 22.20 GiB | 0.12 GiB | 8±22% |
| granite-4.1-30b-heretic | I1-Q5_K_M | 28.9B | 19.09 GiB | 2.00 GiB | 22.20 GiB | 0.12 GiB | 8±22% |
| granite-4.1-30b | Q5_K_M | 28.9B | 19.09 GiB | 2.00 GiB | 22.20 GiB | 0.12 GiB | 8±22% |
| Qwen3-VL-30B-A3B-ThinkingMoE | Q5_K_L | 31.1B | 20.43 GiB | 0.75 GiB | 22.17 GiB | 0.15 GiB | 31±37% |
| MiroThinker-v1.0-30BMoE | Q5_K_L | 30.5B | 20.43 GiB | 0.75 GiB | 22.17 GiB | 0.15 GiB | 31±37% |
| Qwen3-30B-A3BMoE | Q5_K_L | 30.5B | 20.43 GiB | 0.75 GiB | 22.17 GiB | 0.15 GiB | 31±37% |
| Qwen3-30B-A3B-Instruct-2507MoE | Q5_K_L | 30.5B | 20.43 GiB | 0.75 GiB | 22.17 GiB | 0.15 GiB | 31±37% |
| Qwen3-30B-A3B-Thinking-2507MoE | Q5_K_L | 30.5B | 20.43 GiB | 0.75 GiB | 22.17 GiB | 0.15 GiB | 31±37% |
| Pantheon-Proto-RP-1.8-30B-A3BMoE | Q5_K_L | 30.5B | 20.43 GiB | 0.75 GiB | 22.17 GiB | 0.15 GiB | 31±37% |
| Tongyi-DeepResearch-30B-A3BMoE | Q5_K_L | 30.5B | 20.43 GiB | 0.75 GiB | 22.17 GiB | 0.15 GiB | 31±37% |
| Skywork-R1V3-38B | Q5_K_S | 38.4B | 21.08 GiB | 0.00 GiB | 22.15 GiB | 0.17 GiB | 8±22% |
| command-r-35b-writer-v2 | I1-IQ2_S | 35.0B | 11.03 GiB | 10.00 GiB | 22.14 GiB | 0.18 GiB | 8±22% |
| Qwen3.6-27B-uncensored-heretic-v2 | Q6_K | 27.4B | 20.57 GiB | 0.50 GiB | 22.13 GiB | 0.19 GiB | 8±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 | 12.04 it/s | 10.93–13.08 | 14 |
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 L4 run?
- 1958 of 2118 indexed open-weight models fit a L4 at 8,192 context with f16 KV cache, the largest being cogito-v1-preview-qwen-32B at I1-Q4_1. That covers text, vision-language, image, video and speech models.
- How much usable memory does a L4 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 L4 fast for local AI?
- Its memory bandwidth is 300 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.