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README.md

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<div style="text-align:center">
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<img src="https://big-cheng.com/k2/k2.png" alt="k2-logo" width="200"/>
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<img src="https://www.cdeng.net/k2/k2.png" alt="k2-logo" width="200"/>
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<h2>🏔️ K2 (GeoLLaMA) Large Language Model for Geoscience</h2>
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</div>
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- We release the code of further pretrain and instruction tuning of K2.
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***The following is the overview of training K2:***
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![overview](https://big-cheng.com/k2/overview.png)
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![overview](https://www.cdeng.net/k2/overview.png)
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## Quick Start
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- Instruction tuning with restructured domain knowledge, which we call expertise instruction tuning. For K2, we use knowledge-intensive instruction data, GeoSignal.
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***The following is the illustration of the training domain-specific language model recipe:***
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![recipe](https://big-cheng.com/k2/recipe.png)
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![recipe](https://www.cdeng.net/k2/recipe.png)
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- **Adapter Model on [Hugging Face](https://huggingface.co/): [daven3/k2_it_adapter](https://huggingface.co/daven3/k2_it_adapter)**
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- **Dataset on [Hugging Face](https://huggingface.co/): [geosignal](https://huggingface.co/datasets/daven3/geosignal)**
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deepspeed --num_gpus=4 run_clm.py --deepspeed ds_config_zero.json >log 2>&1 &
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```
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![loss curve](https://big-cheng.com/k2/loss_curve.png)
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![loss curve](https://www.cdeng.net/k2/loss_curve.png)
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The parameters we use:
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```
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## Cases
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|Case 1|Case 2|Case 3|
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|-|-|-|
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|![](https://big-cheng.com/k2/case2.png)|![](https://big-cheng.com/k2/case1.png)|![](https://big-cheng.com/k2/case3.png)|
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|![](https://www.cdeng.net/k2/case2.png)|![](https://www.cdeng.net/k2/case1.png)|![](https://www.cdeng.net/k2/case3.png)|
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- **Answer:**
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- **Question:** What is an IOCG?
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## Contributors
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This project was founded by Acemap at Shanghai Jiao Tong University, including [Cheng Deng](https://big-cheng.com/), [Tianhang Zhang](https://github.com/zthang), [Zhongmou He](https://github.com/twelfth-star), [Qiyuan Chen](mailto:[email protected]), [Yuanyuan Shi](https://github.com/syy-yoyo), [Le Zhou](https://github.com/lzhou1998), supervised by Weinan Zhang, Luoyi Fu, Zhouhan Lin, [Junxian He](https://jxhe.github.io/), and Xinbing Wang. The whole project is supported by **Chenghu Zhou** and the Institute of Geographical Science, Natural Resources Research, Chinese Academy of Sciences.
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This project was founded by Acemap at Shanghai Jiao Tong University, including [Cheng Deng](https://www.cdeng.net/), [Tianhang Zhang](https://github.com/zthang), [Zhongmou He](https://github.com/twelfth-star), [Qiyuan Chen](mailto:[email protected]), [Yuanyuan Shi](https://github.com/syy-yoyo), [Le Zhou](https://github.com/lzhou1998), supervised by Weinan Zhang, Luoyi Fu, Zhouhan Lin, [Junxian He](https://jxhe.github.io/), and Xinbing Wang. The whole project is supported by **Chenghu Zhou** and the Institute of Geographical Science, Natural Resources Research, Chinese Academy of Sciences.
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## Acknowledgements

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