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  This repository contains the GGUF-v3 models (llama.cpp compatible) for **Chinese-LLaMA-2-13B-16K**.
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  For Hugging Face version, please see: https://huggingface.co/hfl/chinese-llama-2-13b-16k
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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-16K**.
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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 | 11.8958 +/- 0.20739 | 13.0017 +/- 0.23003 |
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+ | Q3_K | 9.7130 +/- 0.17037 | 9.3443 +/- 0.16582 |
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+ | Q4_K | 9.0055 +/- 0.15918 | 8.9848 +/- 0.15908 |
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+ | Q5_K | 8.8999 +/- 0.15751 | 8.8983 +/- 0.15753 |
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+ | Q6_K | 8.8944 +/- 0.15776 | 8.8833 +/- 0.15760 |
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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-16k
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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.