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README.md
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# Llama-3-Chinese-8B-Instruct-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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Metric: PPL, lower is better
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| :---: | -------: | ------------------: | -----------------: |
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| Q2_K | 2.96 GB | 10.3918 +/- 0.13288 | **9.1722 +/- 0.11502** |
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| Q3_K | 3.74 GB | 6.3018 +/- 0.07849 | **6.1901 +/- 0.07734** |
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| Q4_0 | 4.34 GB | 6.0628 +/- 0.07501 | **5.9623 +/- 0.07444** |
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| Q4_K | 4.58 GB | 5.9066 +/- 0.07419 | **5.8847 +/- 0.07406** |
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| Q5_0 | 5.21 GB | 5.8562 +/- 0.07355 | **5.8032 +/- 0.07287** |
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| Q5_K | 5.34 GB | 5.8062 +/- 0.07331 | **5.8058 +/- 0.07329** |
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| Q6_K | 6.14 GB | 5.7757 +/- 0.07298 | **5.7745 +/- 0.07287** |
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| Q8_0 | 7.95 GB | 5.7626 +/- 0.07272 | 5.7626 +/- 0.07272 |
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| F16 | 14.97 GB | 5.7628 +/- 0.07275 | N/A |
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## Others
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# Llama-3-Chinese-8B-Instruct-GGUF
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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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Metric: PPL, lower is better
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*Note: Old models have been removed due to its inferior performance (llama.cpp has breaking changes on pre-tokenizer).*
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| Quant | Size | PPL (new model) | PPL (old model) |
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| :---: | -------: | ------------------: | -----------------: |
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| Q2_K | 2.96 GB | 9.1168 +/- 0.10711 | 10.3918 +/- 0.13288 |
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| Q3_K | 3.74 GB | 5.4082 +/- 0.05955 | 6.3018 +/- 0.07849 |
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| Q4_0 | 4.34 GB | 5.2048 +/- 0.05725 | 6.0628 +/- 0.07501 |
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| Q4_K | 4.58 GB | 5.0189 +/- 0.05520 | 5.9066 +/- 0.07419 |
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| Q5_0 | 5.21 GB | 4.9803 +/- 0.05493 | 5.8562 +/- 0.07355 |
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| Q5_K | 5.34 GB | 4.9195 +/- 0.05436 | 5.8062 +/- 0.07331 |
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| Q6_K | 6.14 GB | 4.8966 +/- 0.05413 | 5.7757 +/- 0.07298 |
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| Q8_0 | 7.95 GB | 4.8822 +/- 0.05396 | 5.7626 +/- 0.07272 |
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| F16 | 14.97 GB | 4.8802 +/- 0.05392 | 5.7628 +/- 0.07275 |
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## Others
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