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license: apache-2.0 |
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language: |
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- zh |
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- en |
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# Llama-3-Chinese-8B-GGUF |
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## Warning: llama.cpp has [breaking changes on Llama-3 pre-tokenizer](https://github.com/ggerganov/llama.cpp/pull/6920), which significantly affect performance. We will update GGUF mdoels in the next few hours. |
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<p align="center"> |
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<a href="https://github.com/ymcui/Chinese-LLaMA-Alpaca-3"><img src="https://ymcui.com/images/chinese-llama-alpaca-3-banner.png" width="600"/></a> |
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</p> |
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This repository contains **Llama-3-Chinese-8B-GGUF** (llama.cpp/ollama/tgw, etc. compatible), which is the quantized version of [Llama-3-Chinese-8B](https://huggingface.co/hfl/llama-3-chinese-8b). |
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**Note: this is a foundation model, which is not suitable for conversation, QA, etc.** |
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Further details (performance, usage, etc.) should refer to GitHub project page: https://github.com/ymcui/Chinese-LLaMA-Alpaca-3 |
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## Performance |
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Metric: PPL, **lower is better** |
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The model name with `-im` suffix is generated with important matrix, which has generally better performance. |
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| Quant | Size | PPL | PPL (`-im`) | |
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| :---: | -------: | ------------------: | ----------------------: | |
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| Q2_K | 2.96 GB | 17.7212 +/- 0.59814 | **14.9583 +/- 0.50455** | |
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| Q3_K | 3.74 GB | 8.6303 +/- 0.28481 | **8.4423 +/- 0.28087** | |
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| Q4_0 | 4.34 GB | 8.2513 +/- 0.27102 | **7.9077 +/- 0.25525** | |
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| Q4_K | 4.58 GB | 7.8897 +/- 0.25830 | **7.8279 +/- 0.25542** | |
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| Q5_0 | 5.21 GB | 7.7975 +/- 0.25639 | **7.7724 +/- 0.25625** | |
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| Q5_K | 5.34 GB | 7.7062 +/- 0.25218 | **7.6902 +/- 0.25170** | |
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| Q6_K | 6.14 GB | 7.6600 +/- 0.25043 | **7.6412 +/- 0.24949** | |
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| Q8_0 | 7.95 GB | 7.6512 +/- 0.25064 | 7.6512 +/- 0.25064 | |
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| F16 | 14.97 GB | 7.6389 +/- 0.25001 | N/A | |
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## Others |
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- For full model, please see: https://huggingface.co/hfl/llama-3-chinese-8b |
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- For LoRA-only model, please see: https://huggingface.co/hfl/llama-3-chinese-8b-lora |
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- If you have questions/issues regarding this model, please submit an issue through https://github.com/ymcui/Chinese-LLaMA-Alpaca-3 |
