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@@ -45,6 +45,9 @@ torch.cosine_similarity(embeddings[0], embeddings[1], dim=0)
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  ### Example of Langchain Retriever
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  Install the langchain packages
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  ```bash
 
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  ### Example of Langchain Retriever
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+ RAG with langchain: https://python.langchain.com/v0.1/docs/use_cases/question_answering/
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+ ![image/png](https://cdn-uploads.huggingface.co/production/uploads/6414866f1cbd604c9217c7d0/RrBoHJINfrSWtCNkePs7g.png)
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  Install the langchain packages
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  ```bash