Update app.py

app.py

@@ -636,59 +636,51 @@ with gr.Blocks(css="""
         """)
 
         # Radio button for user choice: predefined data or upload dataset
-        choice_radio = gr.Radio(choices=["Use Default Dataset", "Upload Dataset"], label="Choose how to proceed", value="Use Default Dataset")
+        choice_radio = gr.Radio(choices=["Use Default Dataset", "Upload Dataset"], 
+                                label="Choose how to proceed", 
+                                value="Use Default Dataset")
         
         percentage_slider_los = gr.Slider(minimum=float(percentage_values_los[0]), 
-                                  maximum=float(percentage_values_los[-1]), 
-                                  step=float((percentage_values_los[-1] - percentage_values_los[0]) / (len(percentage_values_los) - 1)), #step=float(percentage_values_los[1] - percentage_values_los[0]), 
-                                  value=float(percentage_values_los[0]), 
-                                  label="Percentage of Data for Training", interactive=True)
-
+                                          maximum=float(percentage_values_los[-1]), 
+                                          step=float((percentage_values_los[-1] - percentage_values_los[0]) / (len(percentage_values_los) - 1)), 
+                                          value=float(percentage_values_los[0]), 
+                                          label="Percentage of Data for Training", 
+                                          interactive=True)
+        
         # File uploader for dataset (only visible if user chooses to upload a dataset)
         file_input = gr.File(label="Upload HDF5 Dataset", file_types=[".h5"], visible=False)
+        
         # Dropdown for embedding type, also only visible when "Upload Dataset" is selected
         emb_type = gr.Dropdown(choices=["Channel Embedding", "CLS Embedding"], 
                                value="CLS Embedding", 
                                label="Embedding Type", 
                                visible=False)
+        
         # Confusion matrices display
         with gr.Row():
             raw_img_los = gr.Image(label="Raw Channels", type="pil", width=300, height=300)
             embeddings_img_los = gr.Image(label="Embeddings", type="pil", width=300, height=300)
             output_textbox = gr.Textbox(label="Console Output", lines=10, elem_id="console-output")
-
-            #emb_type = gr.Dropdown(choices=["Channel Embedding", "CLS Embedding"], 
-            #               value="CLS Embedding", 
-            #               label="Embedding Type", interactive=True)
-            
-        # Update the file uploader visibility based on user choice
-        #def toggle_file_input(choice):
-        #    return gr.update(visible=(choice == "Upload Dataset"))
         
-        #choice_radio.change(fn=toggle_file_input, inputs=[choice_radio], outputs=file_input)
-
         # Update the visibility of file_input and emb_type based on user choice
         def toggle_file_input_and_emb_type(choice):
             visible = (choice == "Upload Dataset")
             return gr.update(visible=visible), gr.update(visible=visible)
         
-        # Change visibility of file input and embedding type dropdown based on choice
+        # Change visibility of file input and embedding type dropdown based on user choice
         choice_radio.change(fn=toggle_file_input_and_emb_type, 
                             inputs=[choice_radio], 
                             outputs=[file_input, emb_type])
-
+        
         # Layout for the UI
         with gr.Row():
             file_input.render()  # File input will be hidden initially
             emb_type.render()  # Embedding type dropdown will be hidden initially
-    
-        # When user makes a choice, update the display
-        #choice_radio.change(fn=handle_user_choice, inputs=[choice_radio, percentage_slider_los, file_input, emb_type], 
-        #                    outputs=[raw_img_los, embeddings_img_los, output_textbox])
-
+        
         # When percentage slider changes (for predefined data)
-        percentage_slider_los.change(fn=handle_user_choice, inputs=[choice_radio, percentage_slider_los, file_input, emb_type], 
-                                       outputs=[raw_img_los, embeddings_img_los, output_textbox])
+        percentage_slider_los.change(fn=handle_user_choice, 
+                                     inputs=[choice_radio, percentage_slider_los, file_input, emb_type], 
+                                     outputs=[raw_img_los, embeddings_img_los, output_textbox])
 
         # When embedding type changes
         #emb_type.change(fn=handle_user_choice, inputs=[choice_radio, percentage_slider_los, file_input, emb_type],