Update app.py

app.py

@@ -174,37 +174,33 @@ def generate_output(context, query):
     except Exception as e:
         return f"Error generating output: {str(e)}"
 
-def complete_workflow(query):
-    try:
-        context_data, combined_context = search_documents(query)
+# def complete_workflow(query):
+#     try:
+#         context_data, combined_context = search_documents(query)
         
-        document_titles = list({os.path.basename(doc["title"]) for doc in context_data})  # Get only file names
-
-        formatted_titles = " " + "\n".join(document_titles)
+#         document_titles = list({os.path.basename(doc["title"]) for doc in context_data})  # Get only file names
+
+#         formatted_titles = " " + "\n".join(document_titles)
+
+#         results = {
+#             "results": [
+#                 {
+#                     "natural_language_output": generate_output(doc["relevant_text"], query),
+#                     "doc_id": doc["doc_id"],
+#                     "chunk_id": doc["chunk_id"],
+#                     "title": doc["title"],
+#                     "relevant_text": doc["relevant_text"],
+#                     "page_number": doc["page_number"],
+#                     "score": doc["score"],
+#                 }
+#                 for doc in context_data
+#             ]
+#         }
+
+#         return results, formatted_titles  # Return results and formatted document titles
+#     except Exception as e:
+#         return {"results": []}, f"Error in workflow: {str(e)}"
 
-        results = {
-            "results": [
-                {
-                    "natural_language_output": generate_output(doc["relevant_text"], query),
-                    "doc_id": doc["doc_id"],
-                    "chunk_id": doc["chunk_id"],
-                    "title": doc["title"],
-                    "relevant_text": doc["relevant_text"],
-                    "page_number": doc["page_number"],
-                    "score": doc["score"],
-                }
-                for doc in context_data
-            ]
-        }
-
-        return results, formatted_titles  # Return results and formatted document titles
-    except Exception as e:
-        return {"results": []}, f"Error in workflow: {str(e)}"
-
-
-import os
-from langchain_openai import ChatOpenAI
-from langchain.schema import HumanMessage
 
 def complete_workflow(query):
     try: