Update app.py

app.py

@@ -16,29 +16,31 @@ def predict_rpm(
     return round(prediction[0], 2)
 
 # Define sliders for each feature
-inputs = [
-    with gr.Row():
+sliders = [
+    
         gr.Slider(minimum=3.8, maximum=4.2, step=0.1, label="TM"),
         gr.Slider(minimum=9.42, maximum=10.16, step=0.01, label="U_percent"),
         gr.Slider(minimum=0.0, maximum=4, step=1, label="Thin"),
-    with gr.Row():
         gr.Slider(minimum=18.0, maximum=40, step=1, label="Thick"),
         gr.Slider(minimum=56, maximum=101.0, step=1, label="Neps"),
         gr.Slider(minimum=89, maximum=122.0, step=1, label="IPI"),
-    with gr.Row():
         gr.Slider(minimum=3.51, maximum=4.45, step=0.1, label="HI"),
         gr.Slider(minimum=18.7, maximum=20.24, step=0.1, label="ARKM"),
         gr.Slider(minimum=6.89, maximum=8.6, step=0.1, label="RKM_CV"),
-    with gr.Row():
         gr.Slider(minimum=13.55, maximum=15.95, step=0.1, label="MRKM"),
         gr.Slider(minimum=3.75, maximum=5.52, step=0.1, label="Elongation"),
         gr.Slider(minimum=8.04, maximum=10.54, step=0.1, label="Elon_CV"),
 ]
-
+slider_rows = gr.Column([
+    gr.Row(sliders[0:3]),
+    gr.Row(sliders[3:6]),
+    gr.Row(sliders[6:9]),
+    gr.Row(sliders[9:12]),
+])
 # Create the interface
 demo = gr.Interface(
     fn=predict_rpm,
-    inputs=inputs,
+    inputs=slider_rows,
     outputs=gr.Number(label="Predicted RPM"),
     title="RPM Prediction App",
     description="Adjust the sliders for each of the 12 features to predict the RPM."