Update app.py

app.py

@@ -314,38 +314,41 @@ EXAMPLE:
 
         final_output = context_management_chain({"context":context,"retriever_query":query,"query":query})
 
+        # 📌 Display Final Answer (Always Visible)
         st.markdown("## 💡 **Final Answer**")
         st.success(final_output["final_response"] if final_output["final_response"] else "⚠️ No clear answer found based on retrieved content.")
 
         st.markdown("---")
 
-        # Display Relevant Contexts Extracted
-        st.markdown("### 📌 **Relevant Contexts Used**")
-        if isinstance(final_output["relevant_contexts"], list) and final_output["relevant_contexts"]:
-            for idx, doc in enumerate(final_output["relevant_contexts"], 1):
-                st.write(f"🔹 **Context {idx}:** {doc}")
-        else:
-            st.warning("⚠️ No relevant contexts available.")
+        # 📊 Relevance Analysis
+        with st.expander("🟥 **Relevance Analysis (context_relevancy_evaluation_chain Statement)**"):
+            if isinstance(final_output["relevancy_response"], list) and final_output["relevancy_response"]:
+                for item in final_output["relevancy_response"]:
+                    st.write(f"✅ **Context {item.get('content', 'N/A')} - Score: {item.get('score', 'N/A')}**")
+                    st.write(f"**Reasoning:** {item.get('Reasoning', 'No explanation provided.')}")
+            else:
+                st.warning("⚠️ No relevance analysis available.")
 
         st.markdown("---")
 
-        # Display Relevance Analysis
-        st.markdown("### 📊 **Relevance Analysis**")
-        if isinstance(final_output["relevancy_response"], list) and final_output["relevancy_response"]:
-            for item in final_output["relevancy_response"]:
-                st.write(f"✅ **Context {item.get('content', 'N/A')} - Score: {item.get('score', 'N/A')}**")
-                st.write(f"**Reasoning:** {item.get('Reasoning', 'No explanation provided.')}")
-        else:
-            st.warning("⚠️ No relevance analysis available.")
+        # 🔍 Picked Relevant Contexts
+        with st.expander("🟦 **Picked Relevant Contexts (pick_relevant_context_chain Statement)**"):
+            if final_output["context_number"]:
+                st.write(final_output["context_number"])
+            else:
+                st.warning("⚠️ No relevant context numbers available.")
 
         st.markdown("---")
 
-        # Display Relevant Context Numbers
-        st.markdown("### 🔍 **Relevant Context Numbers**")
-        if final_output["context_number"]:
-            st.write(final_output["context_number"])
-        else:
-            st.warning("⚠️ No relevant context numbers available.")
+        # 📄 Extracted Contexts
+        with st.expander("🟥 **Extracted Relevant Contexts (relevant_contexts_chain Statement)**"):
+            if isinstance(final_output["relevant_contexts"], list) and final_output["relevant_contexts"]:
+                for idx, doc in enumerate(final_output["relevant_contexts"], 1):
+                    st.write(f"🔹 **Context {idx}:** {doc}")
+            else:
+                st.warning("⚠️ No relevant contexts available.")
+
+