Run Ling-3.0-tiny-UBTree on Lium

Ant Group · Text generation · 0.2B parameters · 0.4 GB BF16 weights · released 2026-10-21

It needs about 1 GB of VRAM. The cheapest setup that runs it is RTX 5060 Ti (16 GB), from $0.17 per hour, billed per second.

Rent RTX 5060 Ti

Other GPUs that run it

CMP 170HX	8 GB	from $0.30 / hour	Rent
RTX A6000	48 GB	from $0.40 / hour	Rent

How to run it

Rent the pod above, open a terminal over SSH or Jupyter and serve inclusionAI/Ling-3.0-tiny-UBTree:

vllm serve inclusionAI/Ling-3.0-tiny-UBTree

Claude Code and Codex can do all of it through the Lium CLI.

Frequently asked questions

How much VRAM does Ling-3.0-tiny-UBTree need?

About 0.4 GB for the released BF16 weights, so plan on 1 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 Ling-3.0-tiny-UBTree?

RTX 5060 Ti (16 GB). On Lium that setup costs from $0.17 per hour, billed per second with no minimum.

All open models

For AI agents (CLI install, agent skill, headless signup): llms-full.txt