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README.md
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## To use the vector store :
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# STEP: I - Download the entire repo (this includes the folder)
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```
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repo_id = "sanketsans/Breaking-Bad"
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hf_hub_download(repo_id=repo_id, repo_type="dataset", revision="main", local_dir=local_dir, allow_pickle=True)
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```
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# STEP: II - Import FAISS and load the indexes
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```
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from langchain_community.vectorstores import FAISS
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vector_store = FAISS.load_local(
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"faiss_index", embeds, allow_dangerous_deserialization=True
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)
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```
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# STEP: III - Use as retriver / similarity search**
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```
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retriever = vector_store.as_retriever()
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```
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