|
3 | 3 | import requests |
4 | 4 | from streamlit_chat import message # pip install streamlit-chat |
5 | 5 |
|
6 | | -# --------------------------- |
7 | | -# Page Config |
8 | | -# --------------------------- |
9 | | -st.set_page_config(page_title="Daraz Insight Copilot", layout="wide") |
10 | 6 |
|
11 | | -# --------------------------- |
12 | | -# Custom CSS for Purple + Orange Theme |
13 | | -# --------------------------- |
14 | | -st.markdown( |
15 | | - """ |
16 | | -<style> |
17 | | -body { |
18 | | - background: linear-gradient(to right, #5D3FD3, #FF7F50); |
19 | | - color: #fff; |
20 | | -} |
21 | | -.stButton>button { |
22 | | - background: linear-gradient(to right, #FF7F50, #5D3FD3); |
23 | | - color: #fff; |
24 | | - border-radius: 10px; |
25 | | - height: 40px; |
26 | | - width: 100%; |
27 | | -} |
28 | | -.stTextInput>div>input { |
29 | | - border-radius: 8px; |
30 | | - padding: 10px; |
31 | | -} |
32 | | -h1, h2, h3 { |
33 | | - text-align: center; |
34 | | - color: #fff; |
35 | | -} |
36 | | -.chat-bubble { |
37 | | - background: linear-gradient(to right, #5D3FD3, #FF7F50); |
38 | | - padding: 12px; |
39 | | - border-radius: 12px; |
40 | | - margin-bottom: 8px; |
41 | | - max-width: 70%; |
42 | | -} |
43 | | -</style> |
44 | | -""", |
45 | | - unsafe_allow_html=True, |
46 | | -) |
| 7 | +def main(): |
| 8 | + # --------------------------- |
| 9 | + # Page Config |
| 10 | + # --------------------------- |
| 11 | + st.set_page_config(page_title="Daraz Insight Copilot", layout="wide") |
47 | 12 |
|
48 | | -# --------------------------- |
49 | | -# Sidebar Navigation |
50 | | -# --------------------------- |
51 | | -page = st.sidebar.radio("Navigation", ["Prediction", "Chatbot"]) |
| 13 | + # --------------------------- |
| 14 | + # Custom CSS for Purple + Orange Theme |
| 15 | + # --------------------------- |
| 16 | + st.markdown( |
| 17 | + """ |
| 18 | + <style> |
| 19 | + body { |
| 20 | + background: linear-gradient(to right, #5D3FD3, #FF7F50); |
| 21 | + color: #fff; |
| 22 | + } |
| 23 | + .stButton>button { |
| 24 | + background: linear-gradient(to right, #FF7F50, #5D3FD3); |
| 25 | + color: #fff; |
| 26 | + border-radius: 10px; |
| 27 | + height: 40px; |
| 28 | + width: 100%; |
| 29 | + } |
| 30 | + .stTextInput>div>input { |
| 31 | + border-radius: 8px; |
| 32 | + padding: 10px; |
| 33 | + } |
| 34 | + h1, h2, h3 { |
| 35 | + text-align: center; |
| 36 | + color: #fff; |
| 37 | + } |
| 38 | + .chat-bubble { |
| 39 | + background: linear-gradient(to right, #5D3FD3, #FF7F50); |
| 40 | + padding: 12px; |
| 41 | + border-radius: 12px; |
| 42 | + margin-bottom: 8px; |
| 43 | + max-width: 70%; |
| 44 | + } |
| 45 | + </style> |
| 46 | + """, |
| 47 | + unsafe_allow_html=True, |
| 48 | + ) |
52 | 49 |
|
53 | | -# --------------------------- |
54 | | -# Prediction Page |
55 | | -# --------------------------- |
56 | | -if page == "Prediction": |
57 | | - st.title("💡 Product Success Predictor") |
| 50 | + # --------------------------- |
| 51 | + # Sidebar Navigation |
| 52 | + # --------------------------- |
| 53 | + page = st.sidebar.radio("Navigation", ["Prediction", "Chatbot"]) |
58 | 54 |
|
59 | | - with st.form("prediction_form"): |
60 | | - Original_Price = st.number_input("Original Price", value=1650) |
61 | | - Discount_Price = st.number_input("Discount Price", value=725) |
62 | | - Number_of_Ratings = st.number_input("Number of Ratings", value=31) |
63 | | - Positive_Seller_Ratings = st.number_input("Positive Seller Ratings", value=86) |
64 | | - Ship_On_Time = st.number_input("Ship On Time", value=0) |
65 | | - Chat_Response_Rate = st.number_input("Chat Response Rate", value=93) |
66 | | - No_of_products_to_be_sold = st.number_input( |
67 | | - "No. of products to be sold", value=113.79 |
68 | | - ) |
69 | | - Category = st.text_input("Category", value="Watches, Bags, Jewellery") |
70 | | - Delivery_Type = st.text_input("Delivery Type", value="Free Delivery") |
71 | | - Flagship_Store = st.text_input("Flagship Store", value="No") |
| 55 | + # --------------------------- |
| 56 | + # Prediction Page |
| 57 | + # --------------------------- |
| 58 | + if page == "Prediction": |
| 59 | + st.title("Product Success Predictor") |
72 | 60 |
|
73 | | - submitted = st.form_submit_button("Predict Success Score") |
| 61 | + with st.form("prediction_form"): |
| 62 | + Original_Price = st.number_input("Original Price", value=1650) |
| 63 | + Discount_Price = st.number_input("Discount Price", value=725) |
| 64 | + Number_of_Ratings = st.number_input("Number of Ratings", value=31) |
| 65 | + Positive_Seller_Ratings = st.number_input( |
| 66 | + "Positive Seller Ratings", value=86 |
| 67 | + ) |
| 68 | + Ship_On_Time = st.number_input("Ship On Time", value=0) |
| 69 | + Chat_Response_Rate = st.number_input("Chat Response Rate", value=93) |
| 70 | + No_of_products_to_be_sold = st.number_input( |
| 71 | + "No. of products to be sold", value=113.79 |
| 72 | + ) |
| 73 | + Category = st.text_input("Category", value="Watches, Bags, Jewellery") |
| 74 | + Delivery_Type = st.text_input("Delivery Type", value="Free Delivery") |
| 75 | + Flagship_Store = st.text_input("Flagship Store", value="No") |
74 | 76 |
|
75 | | - if submitted: |
76 | | - payload = { |
77 | | - "Original_Price": Original_Price, |
78 | | - "Discount_Price": Discount_Price, |
79 | | - "Number_of_Ratings": Number_of_Ratings, |
80 | | - "Positive_Seller_Ratings": Positive_Seller_Ratings, |
81 | | - "Ship_On_Time": Ship_On_Time, |
82 | | - "Chat_Response_Rate": Chat_Response_Rate, |
83 | | - "No_of_products_to_be_sold": No_of_products_to_be_sold, |
84 | | - "Category": Category, |
85 | | - "Delivery_Type": Delivery_Type, |
86 | | - "Flagship_Store": Flagship_Store, |
87 | | - } |
88 | | - try: |
89 | | - response = requests.post("http://localhost:8000/predict", json=payload) |
90 | | - if response.status_code == 200: |
91 | | - st.success( |
92 | | - f"Predicted Success Score: {response.json()['predicted_success_score']:.2f}" |
| 77 | + submitted = st.form_submit_button("Predict Success Score") |
| 78 | + |
| 79 | + if submitted: |
| 80 | + payload = { |
| 81 | + "Original_Price": Original_Price, |
| 82 | + "Discount_Price": Discount_Price, |
| 83 | + "Number_of_Ratings": Number_of_Ratings, |
| 84 | + "Positive_Seller_Ratings": Positive_Seller_Ratings, |
| 85 | + "Ship_On_Time": Ship_On_Time, |
| 86 | + "Chat_Response_Rate": Chat_Response_Rate, |
| 87 | + "No_of_products_to_be_sold": No_of_products_to_be_sold, |
| 88 | + "Category": Category, |
| 89 | + "Delivery_Type": Delivery_Type, |
| 90 | + "Flagship_Store": Flagship_Store, |
| 91 | + } |
| 92 | + try: |
| 93 | + response = requests.post( |
| 94 | + "http://localhost:8000/predict", json=payload |
93 | 95 | ) |
94 | | - else: |
95 | | - st.error(f"Error: {response.json()['detail']}") |
96 | | - except Exception as e: |
97 | | - st.error(f"API Error: {e}") |
| 96 | + if response.status_code == 200: |
| 97 | + st.success( |
| 98 | + f"Predicted Success Score: {response.json()['predicted_success_score']:.2f}" |
| 99 | + ) |
| 100 | + else: |
| 101 | + st.error(f"Error: {response.json()['detail']}") |
| 102 | + except Exception as e: |
| 103 | + st.error(f"API Error: {e}") |
98 | 104 |
|
99 | | -# --------------------------- |
100 | | -# Chatbot Page |
101 | | -# --------------------------- |
102 | | -elif page == "Chatbot": |
103 | | - st.title("🤖 Daraz RAG Chatbot") |
104 | | - if "messages" not in st.session_state: |
105 | | - st.session_state.messages = [] |
| 105 | + # --------------------------- |
| 106 | + # Chatbot Page |
| 107 | + # --------------------------- |
| 108 | + elif page == "Chatbot": |
| 109 | + st.title("Daraz RAG Chatbot") |
| 110 | + if "messages" not in st.session_state: |
| 111 | + st.session_state.messages = [] |
106 | 112 |
|
107 | | - with st.form("chat_form", clear_on_submit=True): |
108 | | - user_input = st.text_input("Ask a question about product reviews:") |
109 | | - submitted = st.form_submit_button("Send") |
110 | | - if submitted and user_input: |
111 | | - st.session_state.messages.append({"role": "user", "content": user_input}) |
112 | | - try: |
113 | | - response = requests.post( |
114 | | - "http://localhost:8000/ask", json={"question": user_input} |
| 113 | + with st.form("chat_form", clear_on_submit=True): |
| 114 | + user_input = st.text_input("Ask a question about product reviews:") |
| 115 | + submitted = st.form_submit_button("Send") |
| 116 | + if submitted and user_input: |
| 117 | + st.session_state.messages.append( |
| 118 | + {"role": "user", "content": user_input} |
115 | 119 | ) |
116 | | - if response.status_code == 200: |
117 | | - answer = response.json()["answer"] |
118 | | - st.session_state.messages.append({"role": "bot", "content": answer}) |
119 | | - else: |
| 120 | + try: |
| 121 | + response = requests.post( |
| 122 | + "http://localhost:8000/ask", json={"question": user_input} |
| 123 | + ) |
| 124 | + if response.status_code == 200: |
| 125 | + answer = response.json()["answer"] |
| 126 | + st.session_state.messages.append( |
| 127 | + {"role": "bot", "content": answer} |
| 128 | + ) |
| 129 | + else: |
| 130 | + st.session_state.messages.append( |
| 131 | + {"role": "bot", "content": "Error fetching answer."} |
| 132 | + ) |
| 133 | + except Exception as e: |
120 | 134 | st.session_state.messages.append( |
121 | | - {"role": "bot", "content": "Error fetching answer."} |
| 135 | + {"role": "bot", "content": f"API Error: {e}"} |
122 | 136 | ) |
123 | | - except Exception as e: |
124 | | - st.session_state.messages.append( |
125 | | - {"role": "bot", "content": f"API Error: {e}"} |
126 | | - ) |
127 | 137 |
|
128 | | - # Display messages |
129 | | - for msg in st.session_state.messages: |
130 | | - if msg["role"] == "user": |
131 | | - message(msg["content"], is_user=True, key=msg["content"] + "_user") |
132 | | - else: |
133 | | - message(msg["content"], key=msg["content"] + "_bot") |
| 138 | + # Display messages |
| 139 | + for msg in st.session_state.messages: |
| 140 | + if msg["role"] == "user": |
| 141 | + message(msg["content"], is_user=True, key=msg["content"] + "_user") |
| 142 | + else: |
| 143 | + message(msg["content"], key=msg["content"] + "_bot") |
| 144 | + |
| 145 | + |
| 146 | +if __name__ == "__main__": |
| 147 | + main() |
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