---
license: apache-2.0
language:
- zh
- en
tags:
  - moe
---

# Chinese-Mixtral-Instruct-GGUF
<p align="center">
    <a href="https://github.com/ymcui/Chinese-Mixtral"><img src="https://ymcui.com/images/chinese-mixtral-banner.png" width="600"/></a>
</p>

**Chinese Mixtral GitHub repository: https://github.com/ymcui/Chinese-Mixtral**

This repository contains the GGUF-v3 models (llama.cpp compatible) for **Chinese-Mixtral-Instruct** (chat/instruction model).

**Note: When using instruction/chat model, you MUST follow the official prompt template! Example: [chat.sh](https://github.com/ymcui/Chinese-Mixtral/blob/main/scripts/llamacpp/chat.sh)**

## Performance

Metric: PPL, lower is better

| Quant | PPL  |
| ----- | ---- |
| IQ1_S | 27.7911 +/- 0.27400 |
| IQ2_XXS | 6.7233 +/- 0.06118 |
| IQ2_XS | 7.4175 +/- 0.08420 |
| Q2_K  | 4.5758 +/- 0.03959    |
| IQ3_XXS | 4.0389 +/- 0.03489 | 
| Q3_K  | 4.5563 +/- 0.04126     |
| Q4_0  | 3.9757 +/- 0.03455      |
| Q4_K  | 3.9265 +/- 0.03407    |
| Q5_0  | 3.9167 +/- 0.03399     |
| Q5_K  | 3.9232 +/- 0.03403    |
| Q6_K  | 3.9242 +/- 0.03415     |
| Q8_0  | 3.9159 +/- 0.03402     |
| F16   |   x   |

Due to the file size limitation, for F16 model, please use `cat` command to concatenate all parts into a single file. **You must concatenate these parts in order.**


## Others

For Hugging Face version, please see: https://huggingface.co/hfl/chinese-mixtral-instruct

Please refer to [https://github.com/ymcui/Chinese-Mixtral/](https://github.com/ymcui/Chinese-Mixtral/) for more details.


## Citation

Please consider cite our paper if you use the resource of this repository.
Paper link: https://arxiv.org/abs/2403.01851
```
@article{chinese-mixtral,
      title={Rethinking LLM Language Adaptation: A Case Study on Chinese Mixtral}, 
      author={Cui, Yiming and Yao, Xin},
      journal={arXiv preprint arXiv:2403.01851},
      url={https://arxiv.org/abs/2403.01851},
      year={2024}
}
```