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README.md
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license: llama3
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---
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license: llama3
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datasets:
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- REILX/extracted_tagengo_gpt4
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- TigerResearch/sft_zh
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- alexl83/AlpacaDataCleaned
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- LooksJuicy/ruozhiba
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- silk-road/alpaca-data-gpt4-chinese
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- databricks/databricks-dolly-15k
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- microsoft/orca-math-word-problems-200k
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- Sao10K/Claude-3-Opus-Instruct-5K
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language:
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- zh
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- en
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---
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### 数据集
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使用以下8个数据集
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![image/png](https://cdn-uploads.huggingface.co/production/uploads/636f54b95d2050767e4a6317/OkuVQ1lWXRAKyel2Ef0Fz.png)
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对Llama-3-8B-Instruct进行微调并测试,结果显示,微调后的模型在CEVAL和MMLU的评分上均有所提升。
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### 基础模型:
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- https://huggingface.co/meta-llama/Meta-Llama-3-8B-Instruct
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### 训练工具
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https://github.com/hiyouga/LLaMA-Factory
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### 测评方式:
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使用opencompass(https://github.com/open-compass/OpenCompass/ ), 测试工具基于CEval和MMLU对微调之后的模型和原始模型进行测试。</br>
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测试模型分别为:
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- Llama-3-8B
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- Llama-3-8B-Instruct
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- Llama-3-8B-Instruct-750Mb-lora, 使用8DataSets数据集对Llama-3-8B-Instruct模型进行sft方式lora微调
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### 测试机器
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8*A800
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### 8DataSets数据集:
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大约750Mb的微调数据集
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- https://huggingface.co/datasets/REILX/extracted_tagengo_gpt4
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- https://huggingface.co/datasets/TigerResearch/sft_zh
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- https://huggingface.co/datasets/silk-road/alpaca-data-gpt4-chinese
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- https://huggingface.co/datasets/LooksJuicy/ruozhiba
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- https://huggingface.co/datasets/microsoft/orca-math-word-problems-200k
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- https://huggingface.co/datasets/alexl83/AlpacaDataCleaned
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- https://huggingface.co/datasets/Sao10K/Claude-3-Opus-Instruct-5K
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