Upload 2 files

app.py

@@ -9,6 +9,19 @@ import matplotlib.pyplot as plt
 # Page Title
 st.title("RAG7 - Real World RAG System")
 
+st.markdown(
+    """
+    <style>
+    .stTextArea textarea {
+        background-color: white !important;
+        color: black !important;
+        font-weight: bold;
+    }
+    </style>
+    """,
+    unsafe_allow_html=True
+)
+
 # global retrieved_documents
 # retrieved_documents = []
 
@@ -80,10 +93,11 @@ recent_questions = load_recent_questions()
 # ax.legend()
 # st.sidebar.pyplot(fig)
 if recent_questions and "questions" in recent_questions and recent_questions["questions"]:
+    recent_qns = list(reversed(recent_questions["questions"]))
     st.sidebar.title("Analytics")
 
     # Extract response times and labels
-    response_time = [q["response_time"] for q in recent_questions["questions"]]
+    response_time = [q["response_time"] for q in recent_qns]
     labels = [f"Q{i+1}" for i in range(len(response_time))]
 
     # Plot graph
@@ -100,7 +114,7 @@ if recent_questions and "questions" in recent_questions and recent_questions["qu
 
     # Display Recent Questions
     st.sidebar.title("Recent Questions")
-    for q in reversed(recent_questions["questions"]):  # Show latest first
+    for q in recent_qns:  # Show latest first
         st.sidebar.write(f"🔹 {q['question']}")
 else:
     st.sidebar.write("No recent questions")
@@ -147,11 +161,12 @@ col1, col2 = st.columns([1, 3])  # Creating two columns for button and metrics d
 
 # Calculate Metrics Button
 with col1:
-    if st.button("Show Metrics"):
+    if st.button("Show Metrics"):     
         st.session_state.metrics = calculate_metrics(question, st.session_state.query_dataset, st.session_state.response, st.session_state.retrieved_documents, st.session_state.time_taken_for_response)
     else:
         metrics_ = {}
 
 with col2:
     #st.text_area("Metrics:", value=metrics, height=100, disabled=True)
-    st.json(st.session_state.metrics)
+    st.json(st.session_state.metrics)
+

data_processing.py

@@ -146,17 +146,19 @@ def load_recent_questions():
 def save_recent_question(question, response_time):
     data = load_recent_questions()
 
-    data["questions"] = [q for q in data["questions"] if q["question"] != question]
-
-    # Append new question & metrics
-    data["questions"].append({
-        "question": question,
-        "response_time": response_time
-    })
+    #data["questions"] = [q for q in data["questions"] if q["question"] != question]
+    if "question" in data["questions"] and question not in data["questions"]["question"]:
+        # Append new question & metrics
+        data["questions"].append({
+            "question": question,
+            "response_time": response_time
+        })
+
+         # Keep only the last 5 questions
+        data["questions"]  = data["questions"][-5:]
+
+        # Write back to file
+        with open(RECENT_QUESTIONS_FILE, "w") as file:
+            json.dump(data, file, indent=4)
     
-    # Keep only the last 5 questions
-    data["questions"]  = data["questions"][-5:]
-
-    # Write back to file
-    with open(RECENT_QUESTIONS_FILE, "w") as file:
-        json.dump(data, file, indent=4)
+