use slider and radio

app.py

@@ -83,7 +83,7 @@ def get_interface(param_info, numeric_index, choice_index):
         scaled_bounds = scaler.transform([[bound] for bound in param_info["bounds"]])
         label = f"f1" if key == "train_frac" else f"x{numeric_index}"
         return (
-            gr.Number(
+            gr.Slider(  # Change this line
                 value=scaled_value,
                 minimum=scaled_bounds[0][0],
                 maximum=scaled_bounds[1][0],
@@ -95,7 +95,7 @@ def get_interface(param_info, numeric_index, choice_index):
         )
     elif param_info["type"] == "choice":
         return (
-            gr.Dropdown(
+            gr.Radio(
                 choices=[
                     f"c{choice_index}_{i}" for i in range(len(param_info["values"]))
                 ],