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Ling-3.1-flash-1019-oQ2e-mtp

mlx-community/Ling-3.1-flash-1019-oQ2e-mtp
2-bit Open on Hugging Face
Parameters
572B
Weights (est.)
≈ 179 GB
Mac memory (est.)
256 GB+

Size is estimated from the parameter count and quantisation. Memory allows a fifth extra for context plus 2 GB for the system; long contexts need more.

Run it

With mlx-lm on an Apple silicon Mac:

pip install mlx-lmmlx_lm.generate --model mlx-community/Ling-3.1-flash-1019-oQ2e-mtp --prompt "Hello"

Details

Base model
inclusionAI/Ling-3.1-flash-1019 (quantized)
Vendor
inclusionAI
Task
Text generation
Quantisation
2-bit
Licence
mit
Downloads
540 in the last 30 days · 540 all time · 0 likes
Published
2026-10-27 · updated 2026-10-28 (14d ago)
Tags
bailing_hybrid, quantized, custom_code

Other MLX builds of inclusionAI/Ling-3.1-flash-1019

Build Quantisation Weights Mac memory Downloads
Ling-3.1-flash-1019-oQ2e-mtp (this one) 2-bit ≈ 179 GB 256 GB+ 540
Ling-3.1-flash-1019-oQ2.5e-mtp 2-bit ≈ 179 GB 256 GB+ 491
Ling-3.1-flash-1019-oQ3e-mtp 3-bit ≈ 250 GB 512 GB+ 475
Ling-3.1-flash-1019-oQ4e-mtp 4-bit ≈ 322 GB 512 GB+ 601