How much RAM does Mage-VL need?

Mage-VL needs about 3.9 GB of memory at Q4_K_M quantization with 4K context. The download itself is 2.7 GB; the extra covers the context cache and a runtime allowance.

Can I run Mage-VL on a laptop?

Yes. It fits a machine with 8GB RAM, for example MacBook Neo.

Mage-VL: hardware requirements

Mage-VL needs about 3.9 GB of memory at Q4_K_M quantization: a 2.7 GB download plus room for context and a runtime allowance. That fits a machine with 8GB RAM.

Parameters

4.7B

Tier

Runs on a laptop

Licence

See model card

Released

2026-07-25

Will it run on your machine?

8GB RAMRuns well 16GB RAMRuns well 24GB RAMRuns well 32GB RAMRuns well 64GB RAMRuns well 128GB RAMRuns well 8GB VRAMRuns well 12GB VRAMRuns well 16GB VRAMRuns well 24GB VRAMRuns well 32GB VRAMRuns well

Download sizes by quantization

Lower quantization means a smaller file and less memory, at some cost to quality. Q4_K_M is the usual starting point. What is this?

Quant	Download	RAM @ 4K	RAM @ 32K	Source
Q4_K_Mrecommended	2.7 GB	3.9 GB	8.1 GB	JohnTdi/Mage-VL-GGUF
Q8_0	5.7 GB	6.8 GB	11 GB	JohnTdi/Mage-VL-GGUF

Download sizes are measured from the published files named in the Source column. The RAM columns add the context cache, calculated from the model's configuration, and a runtime allowance of 10% of the download (at least 0.5GB, at most 3GB).

Model card on HuggingFace →API specs & pricing →Verified 2026-10-30Listed for 120 days after release