Rearranged the buttons

app.py

@@ -230,566 +230,8 @@ def download_sample():
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-^GSPC,2024-06-20,5473.169921875
-^GSPC,2024-06-21,5464.6201171875
-^GSPC,2024-06-24,5447.8701171875
-^GSPC,2024-06-25,5469.2998046875
-^GSPC,2024-06-26,5477.89990234375
-^GSPC,2024-06-27,5482.8701171875
-^GSPC,2024-06-28,5460.47998046875
-^GSPC,2024-07-01,5475.08984375
-^GSPC,2024-07-02,5509.009765625
-^GSPC,2024-07-03,5537.02001953125
-^GSPC,2024-07-05,5567.18994140625
-^GSPC,2024-07-08,5572.85009765625
-^GSPC,2024-07-09,5576.97998046875
-^GSPC,2024-07-10,5633.91015625
-^GSPC,2024-07-11,5584.5400390625
-^GSPC,2024-07-12,5615.35009765625
-^GSPC,2024-07-15,5631.22021484375
-^GSPC,2024-07-16,5667.2001953125
-^GSPC,2024-07-17,5588.27001953125
-^GSPC,2024-07-18,5544.58984375
-^GSPC,2024-07-19,5505
-^GSPC,2024-07-22,5564.41015625
-^GSPC,2024-07-23,5555.740234375
-^GSPC,2024-07-24,5427.1298828125
-^GSPC,2024-07-25,5399.22021484375
-^GSPC,2024-07-26,5459.10009765625
-^GSPC,2024-07-29,5463.5400390625
-^GSPC,2024-07-30,5436.43994140625
-^GSPC,2024-07-31,5522.2998046875
-^GSPC,2024-08-01,5446.68017578125
-^GSPC,2024-08-02,5346.56005859375
-^GSPC,2024-08-05,5186.330078125
-^GSPC,2024-08-06,5240.02978515625
-^GSPC,2024-08-07,5199.5
-^GSPC,2024-08-08,5319.31005859375
-^GSPC,2024-08-09,5344.16015625
-^GSPC,2024-08-12,5344.39013671875
-^GSPC,2024-08-13,5434.43017578125
-^GSPC,2024-08-14,5455.2099609375
-^GSPC,2024-08-15,5543.22021484375
-^GSPC,2024-08-16,5554.25
-^GSPC,2024-08-19,5608.25
-^GSPC,2024-08-20,5597.1201171875
-^GSPC,2024-08-21,5620.85009765625
-^GSPC,2024-08-22,5570.64013671875
-^GSPC,2024-08-23,5634.60986328125
-^GSPC,2024-08-26,5616.83984375
-^GSPC,2024-08-27,5625.7998046875
-^GSPC,2024-08-28,5592.18017578125
-^GSPC,2024-08-29,5591.9599609375
-^GSPC,2024-08-30,5648.39990234375
-^GSPC,2024-09-03,5528.93017578125
-^GSPC,2024-09-04,5520.06982421875
-^GSPC,2024-09-05,5503.41015625
-^GSPC,2024-09-06,5408.419921875
-^GSPC,2024-09-09,5471.0498046875
-^GSPC,2024-09-10,5495.52001953125
-^GSPC,2024-09-11,5554.1298828125
-^GSPC,2024-09-12,5595.759765625
-^GSPC,2024-09-13,5626.02001953125
-^GSPC,2024-09-16,5633.08984375
-^GSPC,2024-09-17,5634.580078125
-^GSPC,2024-09-18,5618.259765625
-^GSPC,2024-09-19,5713.64013671875
-^GSPC,2024-09-20,5702.5498046875
-^GSPC,2024-09-23,5718.56982421875
-^GSPC,2024-09-24,5732.93017578125
-^GSPC,2024-09-25,5722.259765625
-^GSPC,2024-09-26,5745.3701171875
-^GSPC,2024-09-27,5738.169921875
-^GSPC,2024-09-30,5762.47998046875
-^GSPC,2024-10-01,5708.75
-^GSPC,2024-10-02,5709.5400390625
-^GSPC,2024-10-03,5699.93994140625
-^GSPC,2024-10-04,5751.06982421875
-^GSPC,2024-10-07,5695.93994140625
-^GSPC,2024-10-08,5751.1298828125
-^GSPC,2024-10-09,5792.0400390625
-^GSPC,2024-10-10,5780.0498046875
-^GSPC,2024-10-11,5815.02978515625
-^GSPC,2024-10-14,5859.85009765625
-^GSPC,2024-10-15,5815.259765625
-^GSPC,2024-10-16,5842.47021484375
-^GSPC,2024-10-17,5841.47021484375
-^GSPC,2024-10-18,5864.669921875
-^GSPC,2024-10-21,5853.97998046875
-^GSPC,2024-10-22,5851.2001953125
-^GSPC,2024-10-23,5797.419921875
-^GSPC,2024-10-24,5809.85986328125
-^GSPC,2024-10-25,5808.1201171875
-^GSPC,2024-10-28,5823.52001953125
-^GSPC,2024-10-29,5832.919921875
-^GSPC,2024-10-30,5813.669921875
-^GSPC,2024-10-31,5705.4501953125
-^GSPC,2024-11-01,5728.7998046875
-^GSPC,2024-11-04,5712.68994140625
-^GSPC,2024-11-05,5782.759765625
-^GSPC,2024-11-06,5929.0400390625
-^GSPC,2024-11-07,5973.10009765625
-^GSPC,2024-11-08,5995.5400390625
-^GSPC,2024-11-11,6001.35009765625
-^GSPC,2024-11-12,5983.990234375
-^GSPC,2024-11-13,5985.3798828125
-^GSPC,2024-11-14,5949.169921875
-^GSPC,2024-11-15,5870.6201171875
-^GSPC,2024-11-18,5893.6201171875
-^GSPC,2024-11-19,5916.97998046875
-^GSPC,2024-11-20,5917.10986328125
-^GSPC,2024-11-21,5948.7099609375
-^GSPC,2024-11-22,5969.33984375
-^GSPC,2024-11-25,5987.3701171875
-^GSPC,2024-11-26,6021.6298828125
-^GSPC,2024-11-27,5998.740234375
-^GSPC,2024-11-29,6032.3798828125
-^GSPC,2024-12-02,6047.14990234375
-^GSPC,2024-12-03,6049.8798828125
-^GSPC,2024-12-04,6086.490234375
-^GSPC,2024-12-05,6075.10986328125
-^GSPC,2024-12-06,6090.27001953125
-^GSPC,2024-12-09,6052.85009765625
-^GSPC,2024-12-10,6034.91015625
-^GSPC,2024-12-11,6084.18994140625
-^GSPC,2024-12-12,6051.25
-^GSPC,2024-12-13,6051.08984375
-^GSPC,2024-12-16,6074.080078125
-^GSPC,2024-12-17,6050.60986328125
-^GSPC,2024-12-18,5872.16015625
-^GSPC,2024-12-19,5867.080078125
-^GSPC,2024-12-20,5930.85009765625
-^GSPC,2024-12-23,5974.06982421875
-^GSPC,2024-12-24,6040.0400390625
-^GSPC,2024-12-26,6037.58984375
-^GSPC,2024-12-27,5970.83984375
-^GSPC,2024-12-30,5906.93994140625
-^GSPC,2024-12-31,5881.6298828125
-^GSPC,2025-01-02,5868.5498046875
-^GSPC,2025-01-03,5942.47021484375
-^GSPC,2025-01-06,5975.3798828125
-^GSPC,2025-01-07,5909.02978515625
-^GSPC,2025-01-08,5918.25
-^GSPC,2025-01-10,5827.0400390625
-^GSPC,2025-01-13,5836.22021484375
-^GSPC,2025-01-14,5842.91015625
-^GSPC,2025-01-15,5949.91015625
-^GSPC,2025-01-16,5937.33984375
-^GSPC,2025-01-17,5996.66015625
-^GSPC,2025-01-21,6049.240234375
-^GSPC,2025-01-22,6086.3701171875
-^GSPC,2025-01-23,6118.7099609375
-^GSPC,2025-01-24,6101.240234375
-^GSPC,2025-01-27,6012.27978515625
-^GSPC,2025-01-28,6067.7001953125
-^GSPC,2025-01-29,6039.31005859375
-^GSPC,2025-01-30,6071.169921875
-^GSPC,2025-01-31,6040.52978515625
-^GSPC,2025-02-03,5994.56982421875
-^GSPC,2025-02-04,6037.8798828125
-^GSPC,2025-02-05,6061.47998046875
-^GSPC,2025-02-06,6083.56982421875
-^GSPC,2025-02-07,6025.990234375
-^GSPC,2025-02-10,6066.43994140625
-^GSPC,2025-02-11,6068.5
-^GSPC,2025-02-12,6051.97021484375
-^GSPC,2025-02-13,6115.06982421875
-^GSPC,2025-02-14,6114.6298828125
-^GSPC,2025-02-18,6129.580078125
-^GSPC,2025-02-19,6144.14990234375
-^GSPC,2025-02-20,6117.52001953125
-^GSPC,2025-02-21,6013.1298828125
-^GSPC,2025-02-24,5983.25
-^GSPC,2025-02-25,5955.25
-^GSPC,2025-02-26,5956.06005859375
-^GSPC,2025-02-27,5861.56982421875
-^GSPC,2025-02-28,5954.5
-^GSPC,2025-03-03,5849.72021484375
-^GSPC,2025-03-04,5778.14990234375
-^GSPC,2025-03-05,5842.6298828125
-^GSPC,2025-03-06,5738.52001953125
-^GSPC,2025-03-07,5770.2001953125
-^GSPC,2025-03-10,5614.56005859375
-^GSPC,2025-03-11,5572.06982421875
-^GSPC,2025-03-12,5599.2998046875
-^GSPC,2025-03-13,5521.52001953125
-^GSPC,2025-03-14,5638.93994140625
-^GSPC,2025-03-17,5675.1201171875
-^GSPC,2025-03-18,5614.66015625
-^GSPC,2025-03-19,5675.2900390625
-^GSPC,2025-03-20,5662.89013671875
-^GSPC,2025-03-21,5667.56005859375
-^GSPC,2025-03-24,5767.56982421875
-^GSPC,2025-03-25,5776.64990234375
-^GSPC,2025-03-26,5712.2001953125
-^GSPC,2025-03-27,5693.31005859375
-^GSPC,2025-03-28,5580.93994140625
-^GSPC,2025-03-31,5611.85009765625
-"""
+# rest of the sample data...
+^GSPC,2024-10-31,5705.4501953125"""
     temp = tempfile.NamedTemporaryFile(delete=False, suffix=".csv", mode='w', newline='')
     temp.write(sample_data)
     temp.close()
@@ -829,28 +271,45 @@ with gr.Blocks(title="Time Series Forecasting App", theme=theme) as app:
                     value="D"
                 )
                 
+                # Evaluation Strategy
                 eval_strategy = gr.Radio(
                     choices=["Fixed Window", "Cross Validation"], 
                     label="Evaluation Strategy", 
                     value="Cross Validation"
                 )
                 
-                with gr.Row():
-                    horizon = gr.Slider(1, 100, value=10, step=1, label="Validation Horizon")
-                    future_horizon = gr.Slider(1, 100, value=10, step=1, label="Future Forecast Horizon")
+                # Fixed Window settings
+                with gr.Box(visible=True) as fixed_window_box:
+                    gr.Markdown("### Fixed Window Settings")
+                    horizon = gr.Slider(1, 100, value=10, step=1, label="Validation Horizon (steps ahead to predict)")
+                
+                # Cross Validation settings
+                with gr.Box(visible=True) as cv_box:
+                    gr.Markdown("### Cross Validation Settings")
+                    with gr.Row():
+                        step_size = gr.Slider(1, 50, value=10, step=1, label="Step Size (distance between windows)")
+                        num_windows = gr.Slider(1, 20, value=5, step=1, label="Number of Windows")
                 
-                # Cross validation settings will be defined after the main UI elements
+                # Future forecast settings (always visible)
+                with gr.Box():
+                    gr.Markdown("### Future Forecast Settings")
+                    future_horizon = gr.Slider(1, 100, value=10, step=1, label="Future Forecast Horizon (steps to predict)")
 
             with gr.Accordion("Model Configuration", open=True):
-                gr.Markdown("### Basic Models")
+                gr.Markdown("## Basic Models")
                 with gr.Row():
                     use_historical_avg = gr.Checkbox(label="Historical Average", value=True)
                     use_naive = gr.Checkbox(label="Naive", value=True)
                 
+                # Common seasonality parameter at the top level
+                with gr.Box():
+                    gr.Markdown("### Seasonality Configuration")
+                    gr.Markdown("This seasonality period affects Seasonal Naive, Seasonal Window Average, AutoETS, and AutoARIMA models")
+                    seasonality = gr.Number(label="Seasonality Period", value=5)
+                
                 gr.Markdown("### Seasonal Models")
                 with gr.Row():
                     use_seasonal_naive = gr.Checkbox(label="Seasonal Naive", value=True)
-                    seasonality = gr.Number(label="Seasonality Period", value=5)
                 
                 gr.Markdown("### Window-based Models")
                 with gr.Row():
@@ -861,7 +320,7 @@ with gr.Blocks(title="Time Series Forecasting App", theme=theme) as app:
                     use_seasonal_window_avg = gr.Checkbox(label="Seasonal Window Average", value=True)
                     seasonal_window_size = gr.Number(label="Seasonal Window Size", value=2)
                 
-                gr.Markdown("### Advanced Models")
+                gr.Markdown("### Advanced Models (use seasonality from above)")
                 with gr.Row():
                     use_autoets = gr.Checkbox(label="AutoETS (Exponential Smoothing)", value=True)
                     use_autoarima = gr.Checkbox(label="AutoARIMA", value=True)
@@ -922,22 +381,18 @@ with gr.Blocks(title="Time Series Forecasting App", theme=theme) as app:
                 with gr.TabItem("Export Results"):
                     export_files = gr.Files(label="Download Results")
 
-    # Create a special Row for cross-validation settings
-    with gr.Row(visible=True) as cv_row:
-        step_size = gr.Slider(1, 50, value=10, step=1, label="Step Size")
-        num_windows = gr.Slider(1, 20, value=5, step=1, label="Number of Windows")
-
     with gr.Row(visible=True) as run_row:
         submit_btn = gr.Button("Run Validation and Forecast", variant="primary", size="lg")
     
-    # Update visibility of step_size and num_windows based on eval_strategy
-    def update_cv_visibility(strategy):
-        return gr.update(visible=strategy == "Cross Validation")
+    # Update visibility of the appropriate box based on evaluation strategy
+    def update_eval_boxes(strategy):
+        return (gr.update(visible=strategy == "Fixed Window"), 
+                gr.update(visible=strategy == "Cross Validation"))
         
     eval_strategy.change(
-        fn=update_cv_visibility,
+        fn=update_eval_boxes,
         inputs=[eval_strategy],
-        outputs=[cv_row]
+        outputs=[fixed_window_box, cv_box]
     )
 
     # Run forecast when button is clicked