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Ling 3.0 Flash OQ2 by Vontra

By Vontra · 114 downloads
HF Repo ↗ Copy URL

Ling 3.0 Flash OQ2 is an open-source language model by Vontra. Features: 12.3b LLM, VRAM: 41.3GB, Context: 256K, License: mit, LLM Explorer Score: 0.31.

  2-bit   Apple-silicon   Bailing hybrid Base model:inclusionai/ling-3.... Base model:quantized:inclusion...   Conversational   Custom code   En   Linear-attention   Mixture-of-experts   Mlx   Mlx-lm   Omlx   Oq2   Quantized   Region:us   Safetensors   Sharded   Tensorflow   Zh
Model Card on HF 🤗: https://huggingface.co/Vontra/Ling-3.0-flash-oQ2 

Ling 3.0 Flash OQ2 Parameters and Internals

LLM NameLing 3.0 Flash OQ2
Repository 🤗https://huggingface.co/Vontra/Ling-3.0-flash-oQ2 
Base Model(s)  inclusionAI/Ling-3.0-flash   inclusionAI/Ling-3.0-flash
Model Size12.3b
Required VRAM41.3 GB
Updated2026-08-13
MaintainerVontra
Model Typebailing_hybrid
Model Files  5.0 GB: 1-of-9   5.0 GB: 2-of-9   5.0 GB: 3-of-9   5.0 GB: 4-of-9   5.0 GB: 5-of-9   5.0 GB: 6-of-9   5.0 GB: 7-of-9   5.0 GB: 8-of-9   1.3 GB: 9-of-9
Supported Languagesen zh
Model ArchitectureBailingMoeV3ForCausalLM
Licensemit
Context Length262144
Model Max Length262144
Transformers Version4.45.0
Tokenizer ClassPreTrainedTokenizerFast
Padding Token<|endoftext|>
Vocabulary Size157184
Torch Data Typebfloat16