Update app.py

app.py

@@ -109,14 +109,14 @@ def predict_and_explain(image):
             "error log": error_message
         }
 
-# Create a Gradio interface with an error log output
+# Create a Gradio interface with an error log output using newer Gradio components
 iface = gr.Interface(
     fn=predict_and_explain, 
-    inputs="image", 
+    inputs=gr.Image(type="pil"), 
     outputs=[
-        gr.outputs.Textbox(label="Predicted Class"),
-        gr.outputs.Image(label="Grad-CAM Map"),
-        gr.outputs.Textbox(label="Error Log")  # Error log for debugging
+        gr.Textbox(label="Predicted Class"),
+        gr.Image(label="Grad-CAM Map"),
+        gr.Textbox(label="Error Log")
     ], 
     title="Chest X-ray Classification with Debugging Logs"
 )