>>

Run SingVL_S1_4B on Lium

Ant Group · Vision and text · 4.5B parameters · 9.1 GB BF16 weights · released 2026-11-11
It needs about 11 GB of VRAM. The cheapest setup that runs it is RTX 5060 Ti (16 GB), from $0.12 per hour, billed per second.
Rent RTX 5060 Ti

Other GPUs that run it

RTX A450020 GBfrom $0.18 / hourRent
T416 GBfrom $0.22 / hourRent

How to run it

Rent the pod above, open a terminal over SSH or Jupyter and serve inclusionAI/SingVL_S1_4B:
vllm serve inclusionAI/SingVL_S1_4B
Claude Code and Codex can do all of it through the Lium CLI.

Frequently asked questions

How much VRAM does SingVL_S1_4B need?

About 9.1 GB for the released BF16 weights, so plan on 11 GB with room for activations and KV cache at a short context. Longer contexts and bigger batches need more.

What GPU should I rent to run SingVL_S1_4B?

RTX 5060 Ti (16 GB). On Lium that setup costs from $0.12 per hour, billed per second with no minimum.
All open models
For AI agents (CLI install, agent skill, headless signup): llms-full.txt