Update app.py

app.py

@@ -51,8 +51,13 @@ model_config = getconfig("model_params.cfg")
 #### VECTOR STORE ####
 # reports contain the already created chunks from Markdown version of pdf reports
 # document processing was done using : https://github.com/axa-group/Parsr
-# We need to create the local vector store once using load_chunks
-vectorstores = load_chunks()
+# We need to create the local vectorstore collection once using load_chunks
+# vectorestore colection are stored on persistent storage so this needs to be run only once
+# hence, comment out line below when creating for first time
+# vectorstores = load_chunks()
+# once the vectore embeddings  are created we will use qdrant client to access these
+vectorstores = get_local_qdrant()
+
 
 
 #### FUNCTIONS ####