| import streamlit as st |
| import requests |
|
|
| |
| st.title("SuperKart Sales Prediction") |
|
|
| |
|
|
| Product_Weight = st.number_input("Product Weight", min_value=0.0, value=12.66) |
|
|
| Product_Sugar_Content = st.selectbox( |
| "Product Sugar Content", |
| ["Low Sugar", "Regular", "No Sugar"] |
| ) |
|
|
| Product_Allocated_Area = st.number_input("Allocated Area", min_value=0.0, value=100.0) |
|
|
| Product_MRP = st.number_input("Product MRP", min_value=0.0, value=150.0) |
|
|
| Store_Size = st.selectbox( |
| "Store Size", |
| ["Small", "Medium", "High"] |
| ) |
|
|
| Store_Location_City_Type = st.selectbox( |
| "City Type", |
| ["Tier 1", "Tier 2", "Tier 3"] |
| ) |
|
|
| |
| Store_Type = st.selectbox( |
| "Store Type", |
| [ |
| "Departmental Store", |
| "Food Mart", |
| "Supermarket Type1", |
| "Supermarket Type2" |
| ] |
| ) |
|
|
| Product_Id_char = st.text_input("Product ID", "FDX") |
|
|
| Store_Age_Years = st.number_input("Store Age (Years)", min_value=0, value=10) |
|
|
| Product_Type_Category = st.selectbox( |
| "Product Category", |
| ["Food", "Drinks", "Household", "Others"] |
| ) |
|
|
| |
|
|
| product_data = { |
| "Product_Weight": Product_Weight, |
| "Product_Sugar_Content": Product_Sugar_Content, |
| "Product_Allocated_Area": Product_Allocated_Area, |
| "Product_MRP": Product_MRP, |
| "Store_Size": Store_Size, |
| "Store_Location_City_Type": Store_Location_City_Type, |
| "Store_Type": Store_Type, |
| "Product_Id_char": Product_Id_char, |
| "Store_Age_Years": Store_Age_Years, |
| "Product_Type_Category": Product_Type_Category |
| } |
|
|
| |
|
|
| |
| API_URL = "https://muleex12-bacckend.hf.space/predict" |
|
|
| if st.button("Predict", type="primary"): |
| try: |
| response = requests.post(API_URL, json=product_data) |
|
|
| if response.status_code == 200: |
| result = response.json() |
|
|
| if "Sales" in result: |
| st.success(f"Predicted Sales: {result['Sales']:.2f}") |
| else: |
| st.error(result) |
|
|
| else: |
| st.error(f"API Error: {response.status_code}") |
|
|
| except Exception as e: |
| st.error(f"Error: {str(e)}") |
