L4
L4 has 24 GB of VRAM at 300 GB/s — about 22.32 GiB usable after driver and compositor overhead. 1957 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◐ |
|---|---|---|---|---|---|---|---|
| Qwen2.5-Coder-14B-Instruct | Q5_K_M | 14.8B | 19.57 GiB | 1.69 GiB | 22.31 GiB | 0.01 GiB | 8±22% |
| Qwen3.6-35B-A3BMoE | UD-Q4_K_M | 36.0B | 21.11 GiB | 0.18 GiB | 22.29 GiB | 0.03 GiB | 47±37% |
| Qwen3.5-35B-A3BMoE | Q4_K_L | 36.0B | 21.11 GiB | 0.18 GiB | 22.29 GiB | 0.03 GiB | 47±37% |
| OpenBuddy-R1-0528-Distill-Qwen3-32B-Preview0-QAT | Q4_K_L | 32.8B | 18.94 GiB | 2.25 GiB | 22.29 GiB | 0.03 GiB | 8±22% |
| KAT-Dev | Q4_K_L | 32.8B | 18.94 GiB | 2.25 GiB | 22.28 GiB | 0.04 GiB | 8±22% |
| Qwen3-VL-32B-Instruct | Q4_K_L | 33.4B | 18.94 GiB | 2.25 GiB | 22.28 GiB | 0.04 GiB | 8±22% |
| DeepSWE-Preview | Q4_K_L | 32.8B | 18.94 GiB | 2.25 GiB | 22.28 GiB | 0.04 GiB | 8±22% |
| Qwen3-VL-30B-A3B-ThinkingMoE | Q5_K_L | 31.1B | 20.43 GiB | 0.84 GiB | 22.27 GiB | 0.05 GiB | 30±37% |
| MiroThinker-v1.0-30BMoE | Q5_K_L | 30.5B | 20.43 GiB | 0.84 GiB | 22.27 GiB | 0.05 GiB | 30±37% |
| Qwen3-30B-A3BMoE | Q5_K_L | 30.5B | 20.43 GiB | 0.84 GiB | 22.27 GiB | 0.05 GiB | 30±37% |
| Qwen3-30B-A3B-Instruct-2507MoE | Q5_K_L | 30.5B | 20.43 GiB | 0.84 GiB | 22.27 GiB | 0.05 GiB | 30±37% |
| Qwen3-30B-A3B-Thinking-2507MoE | Q5_K_L | 30.5B | 20.43 GiB | 0.84 GiB | 22.27 GiB | 0.05 GiB | 30±37% |
| Pantheon-Proto-RP-1.8-30B-A3BMoE | Q5_K_L | 30.5B | 20.43 GiB | 0.84 GiB | 22.27 GiB | 0.05 GiB | 30±37% |
| Tongyi-DeepResearch-30B-A3BMoE | Q5_K_L | 30.5B | 20.43 GiB | 0.84 GiB | 22.26 GiB | 0.06 GiB | 30±37% |
| magnum-v2-32b | Q4_K_L | 32.5B | 18.88 GiB | 2.25 GiB | 22.23 GiB | 0.09 GiB | 8±22% |
| umt5-xxl | F32 | 5.7B | 21.17 GiB | 0.00 GiB | 22.22 GiB | 0.10 GiB | 8±22% |
| Qwen3.6-27B-uncensored-heretic-v2 | Q6_K | 27.4B | 20.57 GiB | 0.56 GiB | 22.19 GiB | 0.13 GiB | 8±22% |
| Qwen3.5-27B-Engineer-Deckard-Gemini | I1-Q6_K | 27.7B | 20.57 GiB | 0.56 GiB | 22.19 GiB | 0.13 GiB | 8±22% |
| Qwen3.5-27B-HERETIC-Polaris-Advanced-Thinking-Alpha-uncensored | I1-Q6_K | 27.4B | 20.57 GiB | 0.56 GiB | 22.19 GiB | 0.13 GiB | 8±22% |
| Qwen3.5-27B-Deckard-PKD-Heretic-Uncensored-Thinking | I1-Q6_K | 27.4B | 20.57 GiB | 0.56 GiB | 22.19 GiB | 0.13 GiB | 8±22% |
| Qwen3.6-27B-Heretic2-Thinking | I1-Q6_K | 27.4B | 20.57 GiB | 0.56 GiB | 22.19 GiB | 0.13 GiB | 8±22% |
| Qwen3.6-27B-Uncensored-Aggressive | I1-Q6_K | 27.4B | 20.57 GiB | 0.56 GiB | 22.19 GiB | 0.13 GiB | 8±22% |
| Qwen-3.5-Opus-GLM-27B | I1-Q6_K | 26.9B | 20.57 GiB | 0.56 GiB | 22.19 GiB | 0.13 GiB | 8±22% |
| Qwen3.6-27B-abliterated | I1-Q6_K | 27.4B | 20.57 GiB | 0.56 GiB | 22.19 GiB | 0.13 GiB | 8±22% |
| KoQweopus-3.5-27B-experimental | I1-Q6_K | 27.8B | 20.57 GiB | 0.56 GiB | 22.19 GiB | 0.13 GiB | 8±22% |
| Webcoda-AI-27B | I1-Q6_K | 27.4B | 20.57 GiB | 0.56 GiB | 22.19 GiB | 0.13 GiB | 8±22% |
| Qwen3.5-27B-imabari-v2 | I1-Q6_K | 27.8B | 20.57 GiB | 0.56 GiB | 22.19 GiB | 0.13 GiB | 8±22% |
| Huihui-Qwen3.5-27B-abliterated | I1-Q6_K | 27.8B | 20.57 GiB | 0.56 GiB | 22.19 GiB | 0.13 GiB | 8±22% |
| Qwen3.5-27B-uncensored-heretic-v1 | I1-Q6_K | 27.4B | 20.57 GiB | 0.56 GiB | 22.19 GiB | 0.13 GiB | 8±22% |
| Qwen3.5-27B-Unredacted-MAX | I1-Q6_K | 27.4B | 20.57 GiB | 0.56 GiB | 22.19 GiB | 0.13 GiB | 8±22% |
| Qwen3.5-27B-heretic | I1-Q6_K | 27.4B | 20.57 GiB | 0.56 GiB | 22.19 GiB | 0.13 GiB | 8±22% |
| Carnice-V2-27b | I1-Q6_K | 27.4B | 20.57 GiB | 0.56 GiB | 22.19 GiB | 0.13 GiB | 8±22% |
| Qwen3.5-Queen-27B | I1-Q6_K | 27.4B | 20.57 GiB | 0.56 GiB | 22.19 GiB | 0.13 GiB | 8±22% |
| GRaPE-2-Pro | I1-Q6_K | 27.8B | 20.57 GiB | 0.56 GiB | 22.19 GiB | 0.13 GiB | 8±22% |
| Huihui-Qwen3.6-27B-abliterated | Q6_K | 27.8B | 20.57 GiB | 0.56 GiB | 22.19 GiB | 0.13 GiB | 8±22% |
| Qwen3.5-27B-abliterated | Q6_K | 26.9B | 20.57 GiB | 0.56 GiB | 22.19 GiB | 0.13 GiB | 8±22% |
| Qwen3.5-27B-Derestricted | I1-Q6_K | 27.8B | 20.57 GiB | 0.56 GiB | 22.19 GiB | 0.13 GiB | 8±22% |
| ThinkingCap-Qwen3.6-27B-heretic | Q6_K | 27.4B | 20.57 GiB | 0.56 GiB | 22.19 GiB | 0.13 GiB | 8±22% |
| MusaCoder-27B | Q6_K | — | 20.57 GiB | 0.56 GiB | 22.19 GiB | 0.13 GiB | 8±22% |
| Qwen-Image-Bench | Q6_K | 27.4B | 20.57 GiB | 0.56 GiB | 22.19 GiB | 0.13 GiB | 8±22% |
| Bonsai-27B-unpacked | Q6_K | 27.4B | 20.57 GiB | 0.56 GiB | 22.19 GiB | 0.13 GiB | 8±22% |
| Ternary-Bonsai-27B-unpacked | Q6_K | 27.4B | 20.57 GiB | 0.56 GiB | 22.19 GiB | 0.13 GiB | 8±22% |
| Qwen3.6-27B-Claude-Opus-Reasoning-Distill-v2-heretic | Q6_K | 27.4B | 20.57 GiB | 0.56 GiB | 22.19 GiB | 0.13 GiB | 8±22% |
| Darwin-28B-REASON | I1-Q6_K | 26.9B | 20.57 GiB | 0.56 GiB | 22.19 GiB | 0.13 GiB | 8±22% |
| Huihui-Qwen3.5-27B-Claude-4.6-Opus-abliterated | I1-Q6_K | 27.8B | 20.57 GiB | 0.56 GiB | 22.19 GiB | 0.13 GiB | 8±22% |
| Qwen3.5-27B-Claude-4.6-Opus-Reasoning-Distilled | I1-Q6_K | 27.8B | 20.57 GiB | 0.56 GiB | 22.19 GiB | 0.13 GiB | 8±22% |
| Qwen3.5-27B | Q6_K | 27.8B | 20.57 GiB | 0.56 GiB | 22.19 GiB | 0.13 GiB | 8±22% |
| Qwen3.5-27B-WebNovel-Writer-zh | I1-Q6_K | 26.9B | 20.57 GiB | 0.56 GiB | 22.19 GiB | 0.13 GiB | 8±22% |
| Qwen3.5-27B_Homebrew-v2 | I1-Q6_K | 27.4B | 20.57 GiB | 0.56 GiB | 22.19 GiB | 0.13 GiB | 8±22% |
| Salience-1.5-FlashMoE | Q5_K_M | 31.1B | 20.34 GiB | 0.84 GiB | 22.18 GiB | 0.14 GiB | 30±37% |
| Qwen3.5-40B-RoughHouse-Claude-4.6-Opus-Polar-Deckard-Uncensored-Heretic-Thinking | I1-IQ4_XS | 39.5B | 20.26 GiB | 0.84 GiB | 22.17 GiB | 0.15 GiB | 8±22% |
| Skywork-R1V3-38B | Q5_K_S | 38.4B | 21.08 GiB | 0.00 GiB | 22.15 GiB | 0.17 GiB | 8±22% |
| dolphin-2.6-mixtral-8x7bMoE | I1-IQ3_M | 46.7B | 19.96 GiB | 1.13 GiB | 22.12 GiB | 0.20 GiB | 14±37% |
| Nous-Hermes-2-Mixtral-8x7B-DPOMoE | IQ3_M | 46.7B | 19.96 GiB | 1.13 GiB | 22.12 GiB | 0.20 GiB | 14±37% |
| xLAM-8x7b-rMoE | IQ3_M | 46.7B | 19.96 GiB | 1.13 GiB | 22.12 GiB | 0.20 GiB | 14±37% |
| Mixtral-8x7B-Instruct-v0.1MoE | IQ3_M | 46.7B | 19.96 GiB | 1.13 GiB | 22.12 GiB | 0.20 GiB | 14±37% |
| Mixtral-8x7B-v0.1MoE | IQ3_M | 46.7B | 19.96 GiB | 1.13 GiB | 22.12 GiB | 0.20 GiB | 14±37% |
| 14B | Q8_0 | 14.2B | 14.02 GiB | 7.03 GiB | 22.10 GiB | 0.22 GiB | 8±22% |
| Qwen3.5-21B-Claude-4.6-Opus-Deckard-Heretic-Uncensored-Thinking | Q8_0 | 21.3B | 20.61 GiB | 0.42 GiB | 22.09 GiB | 0.23 GiB | 8±22% |
| Qwen3.6-21B-IQ-Ultra-Heretic-Uncensored-Thinking | Q8_0 | 21.3B | 20.61 GiB | 0.42 GiB | 22.09 GiB | 0.23 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?
- 1957 of 2118 indexed open-weight models fit a L4 at 32,768 context with q4_0 KV cache, the largest being Qwen2.5-Coder-14B-Instruct at Q5_K_M. 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.