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  This repository contains the GGUF-v3 models (llama.cpp compatible) for **Chinese-LLaMA-2-13B**.
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  For Hugging Face version, please see: https://huggingface.co/hfl/chinese-llama-2-13b
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  Please refer to [https://github.com/ymcui/Chinese-LLaMA-Alpaca-2/](https://github.com/ymcui/Chinese-LLaMA-Alpaca-2/) for more details.
 
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  This repository contains the GGUF-v3 models (llama.cpp compatible) for **Chinese-LLaMA-2-13B**.
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+ ## Performance
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+ Metric: PPL, lower is better
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+ | Quant | original | imatrix (`-im`) |
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+ |-----|------|------|
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+ | Q2_K | 14.4701 +/- 0.26107 | 17.4275 +/- 0.31909 |
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+ | Q3_K | 10.1620 +/- 0.18277 | 9.7486 +/- 0.17744 |
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+ | Q4_K | 9.2735 +/- 0.16793 | 9.2734 +/- 0.16792 |
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+ | Q5_K | 9.1767 +/- 0.16634 | 9.1594 +/- 0.16590 |
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+ | Q6_K | 9.1326 +/- 0.16546 | 9.1478 +/- 0.16583 |
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+ *The model with `-im` suffix is generated with important matrix, which has generally better performance (not always though).*
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+ ## Others
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  For Hugging Face version, please see: https://huggingface.co/hfl/chinese-llama-2-13b
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  Please refer to [https://github.com/ymcui/Chinese-LLaMA-Alpaca-2/](https://github.com/ymcui/Chinese-LLaMA-Alpaca-2/) for more details.