unversioned files

app.py

@@ -1,8 +1,9 @@
 """
+complete, functional RAG App
 stores vectors in session state, or locally.
-loading from local does not yet work.
-load function must receive the uploaded file from fileuploader.
+add function to display retrieved documents
 """
+
 # import time
 from datetime import datetime
 # import openai

faiss_utils.py

@@ -3,7 +3,6 @@ from langchain_community.vectorstores import FAISS
 from langchain.embeddings import OpenAIEmbeddings
 
 
-
 def embed(input_strings):
     vectorstore = FAISS.from_texts(texts=input_strings, embedding=OpenAIEmbeddings())
     return vectorstore
@@ -42,6 +41,5 @@ if __name__ == "__main__":
     more_words = ["FAISS", "database", "information", "retrieval"]
     faiss_db2 = embed(more_words)
 
-    # Merge the two vectorstores
     loaded_db1.merge_from(faiss_db2)
-    print("Merged vectorstores contain total vectors:", loaded_db1.index.ntotal)
+    print("Merged vectorstore with other vectorstore containing total vectors:", loaded_db1.index.ntotal)