Upload app.py

app.py

@@ -605,19 +605,21 @@ def create_interface():
                             country, platform, daily_usage, sleep_hours, mental_health,
                             conflicts, addicted_score, affects_academic):
             if task == "Classification Task (Predict High/Low Conflict Risk)":
-                return analyzer.classification_task(age, gender, academic_level, relationship_status,
+                result = analyzer.classification_task(age, gender, academic_level, relationship_status,
                                                  country, platform, daily_usage, sleep_hours, mental_health,
-                                                 0, addicted_score, affects_academic)  # Set conflicts to 0 for prediction
+                                                 conflicts, addicted_score, affects_academic)  # Use user input for conflicts
             elif task == "Regression Task":
-                return analyzer.regression_task(age, gender, academic_level, relationship_status,
+                result = analyzer.regression_task(age, gender, academic_level, relationship_status,
                                              country, platform, daily_usage, sleep_hours, mental_health,
                                              conflicts, affects_academic)
             elif task == "Clustering Task":
-                return analyzer.clustering_task(age, gender, academic_level, relationship_status,
+                result = analyzer.clustering_task(age, gender, academic_level, relationship_status,
                                              country, platform, daily_usage, sleep_hours, mental_health,
                                              conflicts, addicted_score, affects_academic)
             else:
-                return "Please select a prediction task (Classification, Regression, or Clustering)."
+                result = "Please select a prediction task (Classification, Regression, or Clustering)."
+            print("[Gradio handle_prediction result]", result)
+            return result
         
         # Function to control input visibility based on task
         def update_input_visibility(task):
@@ -662,5 +664,23 @@ if __name__ == "__main__":
     # Create and launch the app
     app = create_interface()
     
+    # Launch with automatic port finding
+    import socket
+    def find_free_port():
+        with socket.socket(socket.AF_INET, socket.SOCK_STREAM) as s:
+            s.bind(('', 0))
+            s.listen(1)
+            port = s.getsockname()[1]
+        return port
     
-    app.launch()
+    port = find_free_port()
+    print(f"🚀 Launching app on port {port}")
+    print(f"📱 Access the app at: http://localhost:{port}")
+    
+    app.launch(
+        server_name="0.0.0.0",
+        server_port=port,
+        share=False,
+        show_error=True,
+        quiet=False
+    )