inclusionAI · First MLX build 29 Apr 2026

Ling-2.6-flash

MLX Text mit

A 104B parameter text generation model from inclusionAI, with 6 MLX builds, from 4-bit DWQ to 8-bit.

Hugging Face
Parameters
104B
From Hugging Face
Quantisation
4-bit DWQ
Ling-2.6-flash-mlx-4bit-DWQ
Memory needed
68 GB
Estimate, unified memory
Download
58.6 GB
Weights, estimated
Downloads
104
This build, last 30 days
Task
Text generation
Text
MLX builds
6
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-lm
$ pip install -U mlx-lm
$ mlx_lm.generate --model mlx-community/Ling-2.6-flash-mlx-4bit-DWQ --prompt "Hello"

MLX builds

6 on mlx-community
Click a column to sort. Smallest size and most downloads are highlighted.
Ling-2.6-flash-mlx-4bit-DWQ 4-bit DWQ 58.6 GB 68 GB 104
Ling-2.6-flash-mlx-4bit 4-bit 58.6 GB 68 GB 54
Ling-2.6-flash-mlx-4bit-gs32 4-bit 58.6 GB 68 GB 49
Ling-2.6-flash-mlx-5bit 5-bit 71.6 GB 83 GB 31
Ling-2.6-flash-mlx-6bit 6-bit 84.7 GB 97 GB 46
Ling-2.6-flash-mlx-8bit 8-bit 111 GB 126 GB 40

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