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Update README.md

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@@ -25,15 +25,18 @@ How to use
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  Download data
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  Load to use with LangChain
 
 
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  pip install -qqq langchain sentence_transformers faiss-cpu huggingface_hub
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  import os
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  from langchain.embeddings import HuggingFaceEmbeddings, HuggingFaceInstructEmbeddings
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  from langchain.vectorstores.faiss import FAISS
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  from huggingface_hub import snapshot_download
 
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  # download the vectorstore for the book you want
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-
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  cache_dir="cfa_level_1_cache"
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  vectorstore = snapshot_download(repo_id="nickmuchi/CFA_Level_1_Text_Embeddings",
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  repo_type="dataset",
@@ -41,7 +44,7 @@ vectorstore = snapshot_download(repo_id="nickmuchi/CFA_Level_1_Text_Embeddings",
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  allow_patterns=f"books/{book}/*", # to download only the one book
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  cache_dir=cache_dir,
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  )
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-
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  # get path to the `vectorstore` folder that you just downloaded
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  # we'll look inside the `cache_dir` for the folder we want
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  target_dir = f"cfa/cfa_level_1"
 
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  Download data
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  Load to use with LangChain
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+
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+ '''
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  pip install -qqq langchain sentence_transformers faiss-cpu huggingface_hub
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  import os
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  from langchain.embeddings import HuggingFaceEmbeddings, HuggingFaceInstructEmbeddings
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  from langchain.vectorstores.faiss import FAISS
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  from huggingface_hub import snapshot_download
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+ '''
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  # download the vectorstore for the book you want
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+ '''
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  cache_dir="cfa_level_1_cache"
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  vectorstore = snapshot_download(repo_id="nickmuchi/CFA_Level_1_Text_Embeddings",
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  repo_type="dataset",
 
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  allow_patterns=f"books/{book}/*", # to download only the one book
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  cache_dir=cache_dir,
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  )
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+ '''
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  # get path to the `vectorstore` folder that you just downloaded
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  # we'll look inside the `cache_dir` for the folder we want
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  target_dir = f"cfa/cfa_level_1"