Ring Mini Linear 2.0 4bit by mlx-community

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Ring Mini Linear 2.0 4bit is an open-source language model by mlx-community. Features: LLM, VRAM: 9.2GB, Context: 128K, License: mit, MoE, Quantized.

  4-bit   4bit   Bailing moe linear Base model:inclusionai/ring-mi... Base model:quantized:inclusion...   Conversational   Custom code   En   Mlx   Moe   Quantized   Region:us   Safetensors   Sharded   Tensorflow

Ring Mini Linear 2.0 4bit Parameters and Internals

LLM NameRing Mini Linear 2.0 4bit
Repository ๐Ÿค—https://huggingface.co/mlx-community/Ring-mini-linear-2.0-4bit 
Base Model(s)  inclusionAI/Ring-mini-linear-2.0   inclusionAI/Ring-mini-linear-2.0
Required VRAM9.2 GB
Updated2026-03-27
Maintainermlx-community
Model Typebailing_moe_linear
Model Files  5.3 GB: 1-of-2   3.9 GB: 2-of-2
Supported Languagesen
Quantization Type4bit
Model ArchitectureBailingMoeLinearV2ForCausalLM
Licensemit
Context Length131072
Model Max Length131072
Transformers Version4.56.1
Tokenizer ClassPreTrainedTokenizerFast
Padding Token<|endoftext|>
Vocabulary Size157184
Torch Data Typebfloat16

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Instruction Following and Task Automation  
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Release v20260327b