Can Qwen3-VL 30B A3B Instruct run on NVIDIA L4 24GB?
YES — With Offload
Qwen3-VL 30B A3B Instruct needs ~23.6 GB VRAM. NVIDIA L4 24GB has 24.0 GB. With Q4_K_M quantization, expect ~31 tok/s.
Operating mode
Choose the run profile you care about
Interactive favors responsiveness, while light API and scale-out lean harder on serving readiness. The fit stays the same, but the recommendation lens changes.
Current mode
Balanced
Balanced for general local use. Keeps the ranking neutral across personal and serving workflows.
Select quantization to explore
Fit status
Runs with offload
Decode
30.5 tok/s
TTFT
6349 ms
Safe context
21K
Memory
23.6 GB / 24.0 GB
Memory breakdown
See how fast it feels
What limits this setup
This setup is broadly balanced for this model.
Very little memory headroom
You can run the model, but there is not much room left for longer context, bigger batches, extra apps, or future model updates.
Best improvement path
Buy headroom, not only minimum fit
A slightly larger memory tier gives you safer context growth and makes the recommendation more future-proof.
Performance by workload
| Workload | Grade | Fit | Decode | TTFT | Context |
|---|---|---|---|---|---|
| Chat | S | Runs with offload | 30.5 tok/s | 3463 ms | 21K |
| Coding | S | Runs with offload | 30.5 tok/s | 6349 ms | 21K |
| Agentic Coding | S | Runs with offload (needs ~0.8 GB host RAM) | 20.9 tok/s | 13451 ms | 21K |
| Reasoning | S | Runs with offload | 30.5 tok/s | 7503 ms | 21K |
| RAG | S | Runs with offload (needs ~0.8 GB host RAM) | 20.9 tok/s | 16813 ms | 21K |
Quantization options
How Qwen3-VL 30B A3B Instruct (30B params) fits at each quantization level on NVIDIA L4 24GB (24.0 GB usable).
| Quant | Bits | VRAM | Quality | Fit |
|---|---|---|---|---|
Q2_K | 2 | 11.7 GB | Low | S93 |
Q3_K_S | 3 | 14.7 GB | Low | S92 |
NVFP4 | 4 | 16.8 GB | Medium | S92 |
Q4_K_MBest for your GPU | 4 | 18.3 GB | Medium | S92 |
Q5_K_M | 5 | 21.6 GB | High | F0 |
Q6_K | 6 | 24.6 GB | High | F0 |
Q8_0 | 8 | 32.1 GB | Very High | F0 |
F16 | 16 | 61.5 GB | Maximum | F0 |
Get started
Copy-paste commands to run Qwen3-VL 30B A3B Instruct on your machine.
Run
lms load Qwen3-VL-30B-A3B-Instruct && lms server startYour hardware
More models your NVIDIA L4 24GB can run
| Model | Params | Grade | Decode | Capabilities |
|---|---|---|---|---|
| 👁 Alibaba Qwen3-Coder 30B A3B Instruct | 30.5B | S | 29.5 tok/s |
