Cohere · First MLX build 12 Aug 2026

North-Micro-Vision-Instruct

MLX TextVision apache-2.0

A 2.5B parameter vision and text model from Cohere, with 8 MLX builds, from 4-bit to bf16.

Hugging Face
Parameters
2.5B
From Hugging Face
Quantisation
4-bit
North-Micro-Vision-Instruct-4bit
Memory needed
5 GB
Estimate, unified memory
Download
2.2 GB
Weights, estimated
Downloads
76
This build, last 30 days
Task
Vision and text
Text, Vision
MLX builds
8
On mlx-community
Devices
Mac
Apple silicon

Memory

Estimated from the size of the weights, plus a fifth for context and working memory and 2 GB for macOS and your apps. Long contexts need more.

Run it

Terminal · mlx-vlm
$ pip install -U mlx-vlm
$ python -m mlx_vlm.generate --model mlx-community/North-Micro-Vision-Instruct-4bit --image photo.jpg --prompt "Describe this image"

MLX builds

8 on mlx-community
Click a column to sort. Smallest size and most downloads are highlighted.
North-Micro-Vision-Instruct-4bit 4-bit 2.2 GB 5 GB 76
North-Micro-Vision-Instruct-mxfp4 MXFP4 2.2 GB 5 GB 39
North-Micro-Vision-Instruct-nvfp4 4-bit 2.2 GB 5 GB 38
North-Micro-Vision-Instruct-5bit 5-bit 2.4 GB 5 GB 36
North-Micro-Vision-Instruct-6bit 6-bit 2.7 GB 5 GB 39
North-Micro-Vision-Instruct-8bit 8-bit 3.1 GB 6 GB 49
North-Micro-Vision-Instruct-mxfp8 MXFP8 3.1 GB 6 GB 38
North-Micro-Vision-Instruct-bf16 bf16 5.0 GB 8 GB 43

Sizes are estimated from Hugging Face’s parameter counts and the quantisation. Downloads are for the last 30 days.