Upload app.py

app.py

@@ -4,6 +4,7 @@ from retrieval import retrieve_documents_hybrid,find_query_dataset
 from evaluation import calculate_metrics
 from data_processing import load_recent_questions, save_recent_question
 import time
+import matplotlib.pyplot as plt
 
 # Page Title
 st.title("RAG7 - Real World RAG System")
@@ -63,13 +64,11 @@ if "time_taken_for_response" not in st.session_state:
     st.session_state.time_taken_for_response = "N/A"
 if "metrics" not in st.session_state:
     st.session_state.metrics = {}
-if "metrics" not in st.session_state:
-    st.session_state.metrics = {}
+if "query_dataset" not in st.session_state:
+    st.session_state.query_dataset = ''
 
 recent_questions = load_recent_questions()
 
-import matplotlib.pyplot as plt
-
 # for visualization
 
 
@@ -81,25 +80,31 @@ import matplotlib.pyplot as plt
 # ax.set_ylabel("Time Taken for Response")
 # ax.legend()
 # st.sidebar.pyplot(fig)
-if recent_questions:
+if recent_questions and "questions" in recent_questions and recent_questions["questions"]:
     st.sidebar.title("Analytics")
+
+    # Extract response times and labels
     response_time = [q["response_time"] for q in recent_questions["questions"]]
-    labels = [f"Q{i+1}" for i in range(len(response_time))]  # Labels for X-axis
+    labels = [f"Q{i+1}" for i in range(len(response_time))]
 
+    # Plot graph
     fig, ax = plt.subplots()
-    ax.plot(labels, response_time, color="skyblue")
+    ax.plot(labels, response_time, marker="o", linestyle="-", color="skyblue")
     ax.set_xlabel("Recent Questions")
     ax.set_ylabel("Time Taken for Response (seconds)")
     ax.set_title("Response Time Analysis")
 
-    st.sidebar.markdown("---") 
+    # Display the plot in the sidebar
+    st.sidebar.pyplot(fig)
 
+    st.sidebar.markdown("---")
+
+    # Display Recent Questions
     st.sidebar.title("Recent Questions")
     for q in reversed(recent_questions["questions"]):  # Show latest first
         st.sidebar.write(f"🔹 {q['question']}")
 else:
-    st.sidebar.write(f"No Recent questions")
-
+    st.sidebar.write("No recent questions")
  # Separator
 
 # Streamlit Sidebar for Recent Questions