Update app.py

app.py

@@ -314,26 +314,37 @@ if query:
 
         final_output = context_management_chain({"context":context,"retriever_query":query,"query":query})
 
-        #st.subheader('final_output["relevancy_response"]')
-        #st.write(final_output["relevancy_response"] )
-
-        st.write("📌 **Relevance Analysis:**")
-        if isinstance(final_output["relevancy_response"], list):
-            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.write("⚠️ No relevance analysis available.")
-
+        st.markdown("## 💡 **Final Answer**")
+        st.success(final_output["final_response"] if final_output["final_response"] else "⚠️ No clear answer found based on retrieved content.")
+
+        # 📌 **Detailed Output Sections Below**
+        st.markdown("### 📂 **Detailed Processing Breakdown**")
+        st.info("Expand the sections below to see retrieved contexts, relevance scores, and other details.")
+
+        with st.expander("📌 **View Relevant Contexts Used**"):
+            st.markdown("### 📖 **Relevant Contexts Extracted**")
+            if isinstance(final_output["relevant_contexts"], list):
+                for idx, doc in enumerate(final_output["relevant_contexts"], 1):
+                    st.write(f"🔹 **Context {idx}:** {doc}")
+                else:
+                    st.warning("⚠️ No relevant contexts available.")
 
-        st.subheader('final_output["context_number"]')
-        st.write(final_output["context_number"])
 
-        st.subheader('final_output["relevant_contexts"]')
-        st.write(final_output["relevant_contexts"])
+        with st.expander("📌 **View Relevance Analysis**"):
+            st.markdown("### 📊 **Context Relevancy Scores & Analysis**")
+            if isinstance(final_output["relevancy_response"], list):
+                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.subheader('final_output["final_response"]')
-        #st.write(final_output["final_response"])
+        
+        with st.expander("🔍 **View Relevant Context Numbers**"):
+            st.markdown("### 🔢 **Context Numbers Used in Processing**")
+            if final_output["context_number"]:
+                st.write(final_output["context_number"])
+            else:
+                st.warning("⚠️ No context numbers available.")
+            
 
-        st.subheader("📢 **Final Answer:**")
-        st.write(final_output["final_response"] if final_output["final_response"] else "⚠️ No clear answer found based on retrieved content.")