MLX Community · First MLX build 13 Mar 2026

Qwen3-VL-Embedding-2B

MLX Text apache-2.0

A 2.1B parameter embeddings model, with 8 MLX builds, from 4-bit to bf16.

Hugging Face
Parameters
2.1B
From Hugging Face
Quantisation
8-bit
Qwen3-VL-Embedding-2B-8bit
Memory needed
5 GB
Estimate, unified memory
Download
2.6 GB
Weights, estimated
Downloads
918
This build, last 30 days
Task
Embeddings
Text
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 · Hugging Face CLI
$ pip install -U huggingface_hub
$ hf download mlx-community/Qwen3-VL-Embedding-2B-8bit

MLX builds

8 on mlx-community
Click a column to sort. Smallest size and most downloads are highlighted.
Qwen3-VL-Embedding-2B-4bit 4-bit 1.8 GB 4 GB 344
Qwen3-VL-Embedding-2B-mxfp4 MXFP4 1.8 GB 4 GB 87
Qwen3-VL-Embedding-2B-5bit 5-bit 2.0 GB 5 GB 33
Qwen3-VL-Embedding-2B-6bit 6-bit 2.2 GB 5 GB 64
Qwen3-VL-Embedding-2B-8bit 8-bit 2.6 GB 5 GB 918
Qwen3-VL-Embedding-2B-mxfp8 MXFP8 2.6 GB 5 GB 77
Qwen3-VL-Embedding-2B-bf16 bf16 4.3 GB 7 GB 131
Qwen3-VL-Embedding-2B-nvfp4 Unstated 7.7 GB 11 GB 32

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