Update app.py

Uncommenting data embedding stage

app.py

@@ -22,8 +22,8 @@ import os
 huggingfacehub_api_token = os.getenv("HUGGINGFACEHUB_API_TOKEN")
 
 
-# loader = PyPDFLoader("data/stg.pdf")
-# documents = loader.load_and_split()
+loader = PyPDFLoader("stg.pdf")
+documents = loader.load_and_split()
 
 
 
@@ -36,11 +36,11 @@ model_norm = HuggingFaceBgeEmbeddings(
     model_kwargs={'device': 'cpu'},
     encode_kwargs=encode_kwargs
 )  
-# vector_store = FAISS.from_documents(documents, model_norm)
+vector_store = FAISS.from_documents(documents, model_norm)
 # job_done = object()  # signals the processing is done
 
 ## saving the embeddings locally
-# vector_store.save_local("cdssagent_database")
+vector_store.save_local("cdssagent_database")
 
 ##loading
 vector_store = FAISS.load_local("cdssagent_database", model_norm, allow_dangerous_deserialization=True)