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@@ -87,7 +87,7 @@ retriever.invoke("绂忎簳鑸炴墍灞摢瀹跺敱鐗囧叕鍙革紵")
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  ### 2. Use HuggingFace LLM as customized Langchain LLM
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  Sometimes, we don鈥檛 want to rely on the OpenAI API. Here are some tips to empower the use of HuggingFace models.
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- First, download the HuggingFace LLM via the bellow code. Check this [repo](https://huggingface.co/Mike0307/Phi-3-mini-4k-instruct-chinese-lora) if you encounter any problems.
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  ```python
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  import torch
 
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  ### 2. Use HuggingFace LLM as customized Langchain LLM
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  Sometimes, we don鈥檛 want to rely on the OpenAI API. Here are some tips to empower the use of HuggingFace models.
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+ First, download the HuggingFace LLM via the bellow code. Check [this repo](https://huggingface.co/Mike0307/Phi-3-mini-4k-instruct-chinese-lora) if you encounter any problems.
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  ```python
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  import torch