all andreas suggestions are added

app.py

@@ -5,52 +5,128 @@ import plotly.graph_objects as go
 from PIL import Image
 import numpy as np
 import gradio as gr
+import os
 
 # ----------------------------
 # Helper functions (logic mostly unchanged)
 # ----------------------------
 
 torch.manual_seed(42)
-_forecast_tensor = torch.load("stocks_data_forecast.pt")  # shape = (n_series, pred_len, n_q)
 
+def model_forecast(input_data, forecast_length=256, file_name=None):
+    if os.path.basename(file_name) == "merged_ett2_loop.csv":
+        _forecast_tensor = torch.load("data/merged_ett2_loop_forecast_256.pt")
+        return _forecast_tensor[:,:forecast_length,:]
+    elif os.path.basename(file_name) == "air_passangers.csv":
+        _forecast_tensor = torch.load("data/air_passengers_forecast_256.pt")
+        return _forecast_tensor[:,:forecast_length,:]
+    else:
+        '''
+        TODO: implement the model forecast for custom data
+        '''
+        pass
+
+    
 
-def model_forecast(input_data):
-    return _forecast_tensor
 
 
 def plot_forecast_plotly(timeseries, quantile_predictions, timeseries_name):
-    # Create an interactive Plotly figure
+    """
+    - timeseries: 1D list/array of historical values.
+    - quantile_predictions: 2D array of shape (pred_len, n_q),
+      with quantiles sorted left→right.
+    - timeseries_name: string label.
+    """
     fig = go.Figure()
+
+    # 1) Plot historical data (blue line, no markers)
     x_hist = list(range(len(timeseries)))
-    # Historical data trace
     fig.add_trace(go.Scatter(
         x=x_hist,
         y=timeseries,
-        mode='lines+markers',
-        name=f"{timeseries_name} - Given Data",
-        line=dict(width=2),
+        mode="lines",  # no markers
+        name=f"{timeseries_name} – Given Data",
+        line=dict(color="blue", width=2),
+    ))
+
+    # 2) X-axis indices for forecasts
+    pred_len = quantile_predictions.shape[0]
+    x_pred = list(range(len(timeseries) - 1, len(timeseries) - 1 + pred_len))
+
+    # 3) Extract lower, upper, and median quantiles
+    lower_q = quantile_predictions[:, 0]
+    upper_q = quantile_predictions[:, -1]
+    n_q = quantile_predictions.shape[1]
+    median_idx = n_q // 2
+    median_q = quantile_predictions[:, median_idx]
+
+    # 4) Lower‐bound trace (invisible line, still shows on hover)
+    fig.add_trace(go.Scatter(
+        x=x_pred,
+        y=lower_q,
+        mode="lines",
+        line=dict(color="rgba(0, 0, 0, 0)", width=0),
+        name=f"{timeseries_name} – Lower Bound",
+        hovertemplate="Lower: %{y:.2f}<extra></extra>"
+    ))
+
+    # 5) Upper‐bound trace (shaded down to lower_q)
+    fig.add_trace(go.Scatter(
+        x=x_pred,
+        y=upper_q,
+        mode="lines",
+        line=dict(color="rgba(0, 0, 0, 0)", width=0),
+        fill="tonexty",
+        fillcolor="rgba(128, 128, 128, 0.3)",
+        name=f"{timeseries_name} – Upper Bound",
+        hovertemplate="Upper: %{y:.2f}<extra></extra>"
     ))
 
-    # Prediction data traces for each quantile
-    x_pred = list(range(len(timeseries) - 1, len(timeseries) - 1 + len(quantile_predictions)))
-    for i in range(quantile_predictions.shape[1]):
-        fig.add_trace(go.Scatter(
-            x=x_pred,
-            y=quantile_predictions[:, i],
-            mode='lines',
-            name=f"{timeseries_name} - Quantile {i+1}",
-            opacity=0.8,
-        ))
+    # 6) Median trace (orange) on top
+    fig.add_trace(go.Scatter(
+        x=x_pred,
+        y=median_q,
+        mode="lines",
+        name=f"{timeseries_name} – Median Forecast",
+        line=dict(color="orange", width=2),
+        hovertemplate="Median: %{y:.2f}<extra></extra>"
+    ))
 
+    # 7) Layout: title on left (y=0.95), legend on right (y=0.95)
     fig.update_layout(
-        title=dict(text=f"Timeseries: {timeseries_name}", x=0.5, font=dict(size=16, family="Arial", color="#000")),
+        template="plotly_dark",
+        title=dict(
+            text=f"Timeseries: {timeseries_name}",
+            x=0.10,                     # left‐align
+            xanchor="left",
+            y=0.90,                  # near top
+            yanchor="bottom",
+            font=dict(size=18, family="Arial", color="white")
+        ),
+        xaxis=dict(
+                rangeslider=dict(visible=True),  # <-- put rangeslider here
+                fixedrange=False
+            ),
         xaxis_title="Time",
         yaxis_title="Value",
-        hovermode='x unified'
+        hovermode="x unified",
+        margin=dict(
+            t=120,  # increase top margin to fit title+legend comfortably
+            b=40,
+            l=60,
+            r=40
+        ),
+        # height=plot_height,
+        # width=plot_width,
+        autosize=True,
     )
+
     return fig
 
 
+
+
+
 def load_table(file_path):
     ext = file_path.split(".")[-1].lower()
     if ext == "csv":
@@ -63,22 +139,48 @@ def load_table(file_path):
         raise ValueError("Unsupported format. Use CSV, XLS, XLSX, or PARQUET.")
 
 
+# def extract_names_and_update(file, preset_filename):
+#     try:
+#         if file is not None:
+#             df = load_table(file.name)
+#         else:
+#             if not preset_filename:
+#                 return gr.update(choices=[], value=[]), []
+#             df = load_table(preset_filename)
+
+#         if df.shape[1] > 0 and df.iloc[:, 0].dtype == object and not df.iloc[:, 0].str.isnumeric().all():
+#             names = df.iloc[:, 0].tolist()
+#         else:
+#             names = [f"Series {i}" for i in range(len(df))]
+#         return gr.update(choices=names, value=names), names
+#     except Exception:
+#         return gr.update(choices=[], value=[]), []
+
+
 def extract_names_and_update(file, preset_filename):
     try:
+        # Determine which file to use and get default forecast length
         if file is not None:
             df = load_table(file.name)
+            default_length = get_default_forecast_length(file.name)
         else:
-            if not preset_filename:
-                return gr.update(choices=[], value=[]), []
+            if not preset_filename or preset_filename == "-- No preset selected --":
+                return gr.update(choices=[], value=[]), [], gr.update(value=256)
             df = load_table(preset_filename)
+            default_length = get_default_forecast_length(preset_filename)
 
         if df.shape[1] > 0 and df.iloc[:, 0].dtype == object and not df.iloc[:, 0].str.isnumeric().all():
             names = df.iloc[:, 0].tolist()
         else:
             names = [f"Series {i}" for i in range(len(df))]
-        return gr.update(choices=names, value=names), names
+        
+        return (
+            gr.update(choices=names, value=names), 
+            names, 
+            gr.update(value=default_length)
+        )
     except Exception:
-        return gr.update(choices=[], value=[]), []
+        return gr.update(choices=[], value=[]), [], gr.update(value=256)
 
 
 def filter_names(search_term, all_names):
@@ -98,8 +200,21 @@ def check_all(names_list):
 def uncheck_all(_):
     return gr.update(value=[])
 
+def get_default_forecast_length(file_path):
+    """Get default forecast length based on filename"""
+    if file_path is None:
+        return 64
+    
+    filename = os.path.basename(file_path)
+    if filename == "merged_ett2_loop.csv":
+        return 256
+    elif filename == "air_passangers.csv":
+        return 48
+    else:
+        return 64
+
 
-def display_filtered_forecast(file, preset_filename, selected_names):
+def display_filtered_forecast(file, preset_filename, selected_names, forecast_length):
     try:
         # If no file uploaded and no valid preset chosen, return early
         if file is None and (preset_filename is None or preset_filename == "-- No preset selected --"):
@@ -111,54 +226,76 @@ def display_filtered_forecast(file, preset_filename, selected_names):
         else:
             df = load_table(preset_filename)
 
-        if df.shape[1] > 0 and df.iloc[:, 0].dtype == object and not df.iloc[:, 0].str.isnumeric().all():
+        # Determine names vs numeric data
+        if (
+            df.shape[1] > 0
+            and df.iloc[:, 0].dtype == object
+            and not df.iloc[:, 0].str.isnumeric().all()
+        ):
             all_names = df.iloc[:, 0].tolist()
             data_only = df.iloc[:, 1:].astype(float)
         else:
             all_names = [f"Series {i}" for i in range(len(df))]
             data_only = df.astype(float)
 
+        # Build a boolean mask for selected series
         mask = [name in selected_names for name in all_names]
         if not any(mask):
             return None, "No timeseries chosen to plot."
 
+        # Extract the filtered historical data (numpy array of shape (n_selected, seq_len))
         filtered_data = data_only.iloc[mask, :].values
         filtered_names = [all_names[i] for i, m in enumerate(mask) if m]
-        out = _forecast_tensor[mask]   # slice forecasts to match filtered rows
-        inp = torch.tensor(filtered_data)
 
-        # If multiple series selected, create a subplot for each in a single figure
-        fig = go.Figure()
+        # Get the full forecast tensor (n_series, pred_len, n_q)
+        file_path = file.name if file is not None else preset_filename
+        _forecast_tensor = model_forecast(filtered_data, forecast_length=forecast_length, file_name=file_path)
+
+        # Slice out only those rows corresponding to `mask`
+        out = _forecast_tensor[mask]  # shape = (n_selected, pred_len, n_q)
+        inp = torch.tensor(filtered_data)  # shape = (n_selected, seq_len)
+
+        # If only one series is selected, we can just call plot_forecast_plotly directly:
+        if inp.shape[0] == 1:
+            ts = inp[0].numpy().tolist()
+            qp = out[0].numpy()
+            fig = plot_forecast_plotly(ts, qp, filtered_names[0])
+            return fig, ""
+
+        # If multiple series are selected, build a master figure by concatenating traces
+        master_fig = go.Figure()
         for idx in range(inp.shape[0]):
             ts = inp[idx].numpy().tolist()
             qp = out[idx].numpy()
             series_name = filtered_names[idx]
-            x_hist = list(range(len(ts)))
-            # Historical data
-            fig.add_trace(go.Scatter(
-                x=x_hist,
-                y=ts,
-                mode='lines+markers',
-                name=f"{series_name} - Given Data"
-            ))
-            # Quantiles
-            x_pred = list(range(len(ts) - 1, len(ts) - 1 + qp.shape[0]))
-            for i in range(qp.shape[1]):
-                fig.add_trace(go.Scatter(
-                    x=x_pred,
-                    y=qp[:, i],
-                    mode='lines',
-                    name=f"{series_name} - Quantile {i+1}",
-                    opacity=0.6
-                ))
-
-        fig.update_layout(
-            title=dict(text="Forecasts for Selected Timeseries", x=0.5, font=dict(size=16, family="Arial", color="#000")),
+
+            # Get a “per‐series” figure
+            small_fig = plot_forecast_plotly(ts, qp, series_name)
+            # Append each trace from small_fig into master_fig
+            for trace in small_fig.data:
+                master_fig.add_trace(trace)
+
+        # Finally, update the layout of master_fig (you can tweak the title if you want)
+        master_fig.update_layout(
+            template="plotly_dark",
+            title=dict(
+                text="Forecasts for Selected Timeseries",
+                x=0.5,
+                font=dict(size=16, family="Arial", color="white")
+            ),
+            xaxis=dict(
+                rangeslider=dict(visible=True),  # <-- put rangeslider here
+                fixedrange=False
+            ),
             xaxis_title="Time",
             yaxis_title="Value",
-            hovermode='x unified'
+            hovermode="x unified",
+            # height=plot_height,
+            # width=plot_width   # ← add these here
+            autosize=True,
         )
-        return fig, ""
+        return master_fig, ""
+
     except Exception as e:
         return None, f"Error: {e}. Use CSV, XLS, XLSX, or PARQUET."
 
@@ -167,19 +304,19 @@ def display_filtered_forecast(file, preset_filename, selected_names):
 # Gradio layout: two columns + instructions
 # ----------------------------
 
-with gr.Blocks() as demo:
+with gr.Blocks(fill_width=True,theme=gr.themes.Ocean()) as demo:
     gr.Markdown("# 📈 TiRex - timeseries forecasting 📊")
     gr.Markdown("Upload data or choose a preset, filter by name, then click Plot.")
 
     with gr.Row():
         # Left column: controls
-        with gr.Column():
+        with gr.Column(scale=1):
             gr.Markdown("## Data Selection")
             file_input = gr.File(
                 label="Upload CSV / XLSX / PARQUET",
                 file_types=[".csv", ".xls", ".xlsx", ".parquet"]
             )
-            preset_choices = ["-- No preset selected --", "stocks_data_noindex.csv", "stocks_data.csv"]
+            preset_choices = ["-- No preset selected --", "data/merged_ett2_loop.csv", "data/air_passangers.csv"]
 
             preset_dropdown = gr.Dropdown(
                 label="Or choose a preset:",
@@ -187,7 +324,15 @@ with gr.Blocks() as demo:
                 value="-- No preset selected --"
             )
 
-
+            gr.Markdown("## Forecast Length Setting")
+            forecast_length_slider = gr.Slider(
+                minimum=1,
+                maximum=512,
+                value=64,
+                step=1,
+                label="Forecast Length (Steps)",
+                info="Choose how many future steps to forecast."
+            )
 
             gr.Markdown("## Search / Filter")
             search_box = gr.Textbox(placeholder="Type to filter (e.g. 'AMZN')")
@@ -206,7 +351,7 @@ with gr.Blocks() as demo:
                 gr.Image("static/tirex.jpeg", width=150, show_label=False, container=False)
 
         # Right column: interactive plot + instructions
-        with gr.Column():
+        with gr.Column(scale=5):
             gr.Markdown("## Forecast Plot")
             plot_output = gr.Plot()
 
@@ -234,19 +379,45 @@ with gr.Blocks() as demo:
                 - Finally, click **Plot Forecasts** to view the quantile forecast for each selected series (for 64 steps ahead).
                 """
             )
+            gr.Markdown("## Citation")
+            # make citation as code block
+            gr.Markdown(
+                """
+                If you use TiRex in your research, please cite our work:
+                ```
+                @article{auerTiRexZeroShotForecasting2025,
+                title = {{{TiRex}}: {{Zero-Shot Forecasting Across Long}} and {{Short Horizons}} with {{Enhanced In-Context Learning}}},
+                author = {Auer, Andreas and Podest, Patrick and Klotz, Daniel and B{\"o}ck, Sebastian and Klambauer, G{\"u}nter and Hochreiter, Sepp},
+                journal = {ArXiv},
+                volume = {2505.23719},   
+                year = {2025}
+                }
+                ```
+                """
+            )
 
     names_state = gr.State([])
 
-    # When file or preset changes, update names
+    # # When file or preset changes, update names
+    # file_input.change(
+    #     fn=extract_names_and_update,
+    #     inputs=[file_input, preset_dropdown],
+    #     outputs=[filter_checkbox, names_state]
+    # )
+    # preset_dropdown.change(
+    #     fn=extract_names_and_update,
+    #     inputs=[file_input, preset_dropdown],
+    #     outputs=[filter_checkbox, names_state]
+    # )
     file_input.change(
         fn=extract_names_and_update,
         inputs=[file_input, preset_dropdown],
-        outputs=[filter_checkbox, names_state]
+        outputs=[filter_checkbox, names_state, forecast_length_slider]
     )
     preset_dropdown.change(
         fn=extract_names_and_update,
         inputs=[file_input, preset_dropdown],
-        outputs=[filter_checkbox, names_state]
+        outputs=[filter_checkbox, names_state, forecast_length_slider]
     )
 
     # When search term changes, filter names
@@ -263,7 +434,7 @@ with gr.Blocks() as demo:
     # Plot button
     plot_button.click(
         fn=display_filtered_forecast,
-        inputs=[file_input, preset_dropdown, filter_checkbox],
+        inputs=[file_input, preset_dropdown, filter_checkbox, forecast_length_slider],  # <-- add slider here
         outputs=[plot_output, errbox]
     )
     demo.launch()
@@ -273,14 +444,3 @@ with gr.Blocks() as demo:
 
 
 
-# '''
-# 1. Prepared datasets
-# 2. Plots of different quiantilies (different colors)
-# 3. Filters for plots...
-# 4. Different input options
-# 5. README.md in there (in UI) (contact us for fine-tuning)
-# 6. Requirements for dimensions
-# 7. LOGO of NX-AI and xLSTM and tirex
-# 8. *Range of prediction length customizable 
-# 9. *Multivariate data (x_t is vector)
-# '''

data/air_passangers.csv

@@ -0,0 +1,2 @@
+index,0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,21,22,23,24,25,26,27,28,29,30,31,32,33,34,35,36,37,38,39,40,41,42,43,44,45,46,47,48,49,50,51,52,53,54,55,56,57,58,59,60,61,62,63,64,65,66,67,68,69,70,71,72,73,74,75,76,77,78,79,80,81,82,83,84,85,86,87,88,89,90,91,92,93,94,95,96,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,116,117,118,119,120,121,122,123,124,125,126,127,128,129,130,131,132,133,134,135,136,137,138,139,140,141
+air_passangers,132.0,129.0,121.0,135.0,148.0,148.0,136.0,119.0,104.0,118.0,115.0,126.0,141.0,135.0,125.0,149.0,170.0,170.0,158.0,133.0,114.0,140.0,145.0,150.0,178.0,163.0,172.0,178.0,199.0,199.0,184.0,162.0,146.0,166.0,171.0,180.0,193.0,181.0,183.0,218.0,230.0,242.0,209.0,191.0,172.0,194.0,196.0,196.0,236.0,235.0,229.0,243.0,264.0,272.0,237.0,211.0,180.0,201.0,204.0,188.0,235.0,227.0,234.0,264.0,302.0,293.0,259.0,229.0,203.0,229.0,242.0,233.0,267.0,269.0,270.0,315.0,364.0,347.0,312.0,274.0,237.0,278.0,284.0,277.0,317.0,313.0,318.0,374.0,413.0,405.0,355.0,306.0,271.0,306.0,315.0,301.0,356.0,348.0,355.0,422.0,465.0,467.0,404.0,347.0,305.0,336.0,340.0,318.0,362.0,348.0,363.0,435.0,491.0,505.0,404.0,359.0,310.0,337.0,360.0,342.0,406.0,396.0,420.0,472.0,548.0,559.0,463.0,407.0,362.0,405.0,417.0,391.0,419.0,461.0,472.0,535.0,622.0,606.0,508.0,461.0,390.0,432.0

raw_data/raw_ett2_15T_medium_2.csv

@@ -0,0 +1,2528 @@
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