Update app.py

app.py

@@ -128,26 +128,7 @@ PROMPT = PromptTemplate(template=prompt_template, input_variables=["context", "q
 
 chain = load_qa_chain(llm=llm, chain_type="stuff", prompt=PROMPT)
 
-#chain = load_qa_chain(llm=llm, chain_type="stuff")
-
-def run_chain(user_query):
-    pinecone.init(api_key=PINECONE_API_KEY, environment=PINECONE_ENVIRONMENT)
-    if user_query !="" and not user_query.strip().isspace() and not user_query.isspace():
-      print("Your query:\n"+user_query)
-      vector_db_from_index = Pinecone.from_existing_index(index_name, hf_embeddings, namespace=namespace)
-      ss_results = vector_db_from_index.similarity_search(query=user_query, namespace=namespace, k=5)
-      initial_ai_response = chain.run(input_documents=ss_results, question=user_query, return_only_outputs=True)        
-      #initial_ai_response=chain({"input_documents": ss_results, "question": user_query}, return_only_outputs=True)            
-      temp_ai_response = initial_ai_response.partition('<|end|>')[0]
-      final_ai_response = temp_ai_response.replace('\n', '')
-      print(final_ai_response)
-      print(index_status)
-      print(index_name_extracted)
-      print(namespace) 
-      print("****************")
-      return final_ai_response
-    else:
-      print("Invalid inputs.")          
+#chain = load_qa_chain(llm=llm, chain_type="stuff")  
 
 def run_chain(delete_button, user_query):
     pinecone.init(api_key=PINECONE_API_KEY, environment=PINECONE_ENVIRONMENT)
@@ -167,8 +148,6 @@ def run_chain(delete_button, user_query):
     else:
         print("Invalid inputs.")
 
-
-
 def delete_index_namespace():
     pinecone.init(api_key=PINECONE_API_KEY, environment=PINECONE_ENVIRONMENT)
     index_namespace_to_delete = pinecone.Index(index_name=index_name)