Update app.py

app.py

@@ -39,11 +39,13 @@ else:
 
 
 # Setup Clarifai Vector DB
-clarifai_vector_db = Clarifai(
+clarifai_vector_db = Clarifai.from_documents(
         user_id=USER_ID,
         app_id=APP_ID,
-        number_of_docs=NUMBER_OF_DOCS,
-        )
+        documents=docs,
+        pat=CLARIFAI_PAT,
+        number_of_docs=3,
+    )
 
 # Setup Clarifai LLM
 USER_ID = "openai"
@@ -51,6 +53,8 @@ APP_ID = "chat-completion"
 MODEL_ID = "GPT-3_5-turbo"
 clarifai_llm = Clarifai(pat=CLARIFAI_PAT, user_id=USER_ID, app_id=APP_ID, model_id=MODEL_ID)
 
+
+
 # Initialize RetrievalQA
 qa = RetrievalQA.from_chain_type(
     llm=clarifai_llm,