MiniMax-M2.1-GGUF

moxin-org/MiniMax-M2.1-GGUF

MiniMax-M2.1-GGUF is a text generation model from moxin-org. Use it when you need the model to write or continue text. The card lists the license as mit.

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348 GB

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.gguf348 GB · 100%

At a glance

Task: Text Generation
License: mit
Access: Public
Created: Jan 4, 2026
Updated: Jan 6, 2026
SHA: 7e6a73ab

Try a prompt

Base models

MiniMaxAI/MiniMax-M2.1

Model card

From the Hugging Face model README

Moxin x llama.cpp Customized Quant for MiniMax-M2.1

We sincerely thank the open-source community developers and contributors unsloth for providing BF16 version and imatrix file.

We really appreciate the attention and we’re also happy to share additional quantization variants for everyone to try out and experiment with — hope you enjoy them!

- Q2_K_XL : 79.04 GiB (2.97 BPW)
- MXFP4_MOE : 115.27 GiB (4.33 BPW)
- Q4_K_XL : 129.72 GiB (4.87 BPW)
- Other Quant Versions (Coming soon)

<details> <summary>👈 Download Guide</summary>

huggingface-cli download moxin-org/MiniMax-M2.1-GGUF --include "*Q2_K_XL*" --local-dir ./MiniMax-M2.1-GGUF

# !pip install huggingface_hub hf_transfer
import os
# os.environ["HF_HUB_ENABLE_HF_TRANSFER"] = "1"
from huggingface_hub import snapshot_download
snapshot_download(
    repo_id = "moxin-org/MiniMax-M2.1-GGUF",
    local_dir = "MiniMax-M2.1-GGUF",
    allow_patterns = ["*Q2_K_XL*"], # MXFP4_MOE
)

</details>

Download Available for huggingface_hub, huggingface-cli, snapshot_download, xet.

Usage

Example of runing gguf with local build of llama.cpp. (llama-cli/llama-server)

<details> <summary>👈 Build llama.cpp locally</summary>

git clone https://github.com/ggml-org/llama.cpp.git
cd llama.cpp

# -DLLAMA_CURL=OFF if error
cmake -B build -DGGML_CUDA=ON -DBUILD_SHARED_LIBS=OFF 
cmake --build build --config Release -j --clean-first

</details>

build/bin/llama-cli -m MiniMax-M2.1-GGUF/Moxin-Q4_K_XL/MiniMax-M2.1-Q2_K_XL-00001-of-00004.gguf \
  -ngl 99 \
  --temp 1.0 \
  --top-k 40 \
  --top-p 0.95 \
  --min-p 0.01 \
  --ctx-size 8192 \ # 4096, 16384

Citation

If this work is helpful, please kindly helpe cite as:

@article{chen2025collaborative,
  title={Collaborative Compression for Large-Scale MoE Deployment on Edge},
  author={Chen, Yixiao and Xie, Yanyue and Yang, Ruining and Jiang, Wei and Wang, Wei and He, Yong and Chen, Yue and Zhao, Pu and Wang, Yanzhi},
  journal={arXiv preprint arXiv:2509.25689},
  year={2025}
}

Acknowledgements

This repository builds upon the outstanding work of the following open-source authors and projects:

We sincerely thank them for their excellent contributions to the open-source community.

Task: Text Generation
License: mit
Created: Jan 4, 2026
Updated: Jan 6, 2026