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TiRex-demo

Running on T4

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Blago123 commited on 4 days ago

Commit

fce1568

1 Parent(s): 8691d5d

transpose switch, context cutoff as in paper, full context for custom data

Browse files

Files changed (10) hide show

.gitignore +3 -1
app.py +60 -29
data/1_loopT.csv +2529 -0
data/1_loopT_noindex.csv +2528 -0
data/air_passangers copy.csv +0 -2
data/air_passangers.csv +0 -2
data/air_passengers.csv +2 -0
data/{air_passengers_forecast_48.pt → air_passengers_forecast_24.pt} +2 -2
data/ett2_forecast_256.pt +1 -1
data/loop_forecast_256.pt +1 -1

.gitignore CHANGED Viewed

	@@ -1 +1,3 @@
1	- ~~test.ipynb~~

+*__pycache__*
+test.ipynb
+*.ipynb_checkpoints*

app.py CHANGED Viewed

@@ -20,13 +20,13 @@ model: ForecastModel = load_model("NX-AI/TiRex",device='cuda')
 def model_forecast(input_data, forecast_length=256, file_name=None):
     if os.path.basename(file_name) == "loop.csv" and forecast_length==256:
         _forecast_tensor = torch.load("data/loop_forecast_256.pt")
-        return _forecast_tensor[:,:forecast_length,:]
     elif os.path.basename(file_name) == "ett2.csv" and forecast_length==256:
         _forecast_tensor = torch.load("data/ett2_forecast_256.pt")
-        return _forecast_tensor[:,:forecast_length,:]
-    elif os.path.basename(file_name) == "air_passangers.csv"and forecast_length==48:
-        _forecast_tensor = torch.load("data/air_passengers_forecast_48.pt")
-        return _forecast_tensor[:,:forecast_length,:]
     else:
         forecast = model.forecast(context=input_data, prediction_length=forecast_length)
         return forecast[0]
@@ -44,7 +44,7 @@ def load_table(file_path):
         raise ValueError("Unsupported format. Use CSV, XLS, XLSX, or PARQUET.")
-def extract_names_and_update(file, preset_filename):
     try:
         # Determine which file to use and get default forecast length
         if file is not None:
@@ -55,6 +55,10 @@ def extract_names_and_update(file, preset_filename):
                 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()
@@ -95,13 +99,13 @@ def get_default_forecast_length(file_path):
     filename = os.path.basename(file_path)
     if filename == "loop.csv" or filename == "ett2.csv":
         return 256
-    elif filename == "air_passangers.csv":
-        return 48
     else:
         return 64
-def display_filtered_forecast(file, preset_filename, selected_names, forecast_length):
     try:
         # 1) If no file or preset selected, show an error
         if file is None and (preset_filename is None or preset_filename == "-- No preset selected --"):
@@ -114,7 +118,9 @@ def display_filtered_forecast(file, preset_filename, selected_names, forecast_le
         else:
             df = load_table(preset_filename)
             file_name = preset_filename
         # 3) Determine whether first column is names or numeric
@@ -123,23 +129,20 @@ def display_filtered_forecast(file, preset_filename, selected_names, forecast_le
             and df.iloc[:, 0].dtype == object
             and not df.iloc[:, 0].str.isnumeric().all()
         ):
-            if df.shape[1]>2048:
                 df = pd.concat([ df.iloc[:, [0]], df.iloc[:, -2048:] ], axis=1)
                 gr.Info("Maximum of 2048 steps per timeseries (row) is allowed, hence last 2048 kept. ℹ️", duration=5)
             all_names = df.iloc[:, 0].tolist()
             data_only_full = df.iloc[:, 1:].astype(float)
         else:
-            if df.shape[1]>2048:
                 df = df.iloc[:, -2048:]
                 gr.Info("Maximum of 2048 steps per timeseries (row) is allowed, hence last 2048 kept. ℹ️", duration=5)
             all_names = [f"Series {i}" for i in range(len(df))]
             data_only_full = df.astype(float)
-        # ** Cut timeseries into 2 series, context and prediction
-        if data_only_full.shape[1]<forecast_length+10:
-            raise gr.Error("Timeseries should have the minimum length of (forecast_length+10)!", duration=5)
-        y_true = data_only_full.iloc[:, -forecast_length:]
-        data_only = data_only_full.iloc[:, :-forecast_length]
         # 4) Build mask from selected_names
         mask = [name in selected_names for name in all_names]
@@ -156,7 +159,14 @@ def display_filtered_forecast(file, preset_filename, selected_names, forecast_le
         # 5) First call model_forecast on all series, then select only the masked rows
         full_data = data_only.values  # shape = (n_all, seq_len)
-        full_out = model_forecast(full_data, forecast_length=forecast_length, file_name=file_name)
         # Now pick only the rows we actually filtered
         out = full_out[mask, :, :]    # shape = (n_selected, pred_len, n_q)
@@ -184,9 +194,23 @@ def display_filtered_forecast(file, preset_filename, selected_names, forecast_le
             ts_full = inp_full[idx].numpy().tolist()
             qp = out[idx].numpy()
             series_name = filtered_names[idx]
             # a) plot historical data (blue line)
             x_hist = list(range(len(ts_full)))
             fig.add_trace(
                 go.Scatter(
                     x=x_hist,
@@ -200,10 +224,6 @@ def display_filtered_forecast(file, preset_filename, selected_names, forecast_le
             )
             # b) compute forecast indices
-            pred_len = qp.shape[0]
-            x_pred = list(range(len(ts) - 1, len(ts) - 1 + pred_len))
-            #x_pred = list(range(len(ts), len(ts) + pred_len))
             lower_q = qp[:, 0]
             upper_q = qp[:, -1]
@@ -299,7 +319,7 @@ with gr.Blocks(fill_width=True,theme=gr.themes.Ocean()) as demo:
                 label="Upload CSV / XLSX / PARQUET",
                 file_types=[".csv", ".xls", ".xlsx", ".parquet"]
             )
-            preset_choices = ["-- No preset selected --", "data/loop.csv", "data/air_passangers.csv", 'data/ett2.csv']
             preset_dropdown = gr.Dropdown(
                 label="Or choose a preset:",
@@ -316,6 +336,12 @@ with gr.Blocks(fill_width=True,theme=gr.themes.Ocean()) as demo:
                 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')")
@@ -381,12 +407,12 @@ with gr.Blocks(fill_width=True,theme=gr.themes.Ocean()) as demo:
     names_state = gr.State([])
     file_input.change(
         fn=extract_names_and_update,
-        inputs=[file_input, preset_dropdown],
         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, forecast_length_slider]
     )
@@ -396,6 +422,11 @@ with gr.Blocks(fill_width=True,theme=gr.themes.Ocean()) as demo:
         inputs=[search_box, names_state],
         outputs=[filter_checkbox]
     )
     # Check All / Uncheck All
     check_all_btn.click(fn=check_all, inputs=names_state, outputs=filter_checkbox)
@@ -404,7 +435,7 @@ with gr.Blocks(fill_width=True,theme=gr.themes.Ocean()) as demo:
     # Plot button
     plot_button.click(
     fn=display_filtered_forecast,
-    inputs=[file_input, preset_dropdown, filter_checkbox, forecast_length_slider],
     outputs=[plot_output, errbox]
 )
     demo.launch(server_name="0.0.0.0", server_port=7860)
@@ -413,5 +444,5 @@ with gr.Blocks(fill_width=True,theme=gr.themes.Ocean()) as demo:
 '''
 gradio app.py
 ssh -L 7860:localhost:7860 nikita_blago@oracle-gpu-controller -t \
-   ssh -L 7860:localhost:7860 compute-permanent-node-195
-'''

 def model_forecast(input_data, forecast_length=256, file_name=None):
     if os.path.basename(file_name) == "loop.csv" and forecast_length==256:
         _forecast_tensor = torch.load("data/loop_forecast_256.pt")
+        return _forecast_tensor
     elif os.path.basename(file_name) == "ett2.csv" and forecast_length==256:
         _forecast_tensor = torch.load("data/ett2_forecast_256.pt")
+        return _forecast_tensor
+    elif os.path.basename(file_name) == "air_passengers.csv"and forecast_length==24:
+        _forecast_tensor = torch.load("data/air_passengers_forecast_24.pt")
+        return _forecast_tensor
     else:
         forecast = model.forecast(context=input_data, prediction_length=forecast_length)
         return forecast[0]
         raise ValueError("Unsupported format. Use CSV, XLS, XLSX, or PARQUET.")
+def extract_names_and_update(file, preset_filename, transpose):
     try:
         # Determine which file to use and get default forecast length
         if file is not None:
                 return gr.update(choices=[], value=[]), [], gr.update(value=256)
             df = load_table(preset_filename)
             default_length = get_default_forecast_length(preset_filename)
+        # if user wants to transpose, do it here
+        if transpose:
+            df = df.T
         if df.shape[1] > 0 and df.iloc[:, 0].dtype == object and not df.iloc[:, 0].str.isnumeric().all():
             names = df.iloc[:, 0].tolist()
     filename = os.path.basename(file_path)
     if filename == "loop.csv" or filename == "ett2.csv":
         return 256
+    elif filename == "air_passengers.csv":
+        return 24
     else:
         return 64
+def display_filtered_forecast(file, preset_filename, selected_names, forecast_length, transpose):
     try:
         # 1) If no file or preset selected, show an error
         if file is None and (preset_filename is None or preset_filename == "-- No preset selected --"):
         else:
             df = load_table(preset_filename)
             file_name = preset_filename
+        if transpose:
+            df = df.T
         # 3) Determine whether first column is names or numeric
             and df.iloc[:, 0].dtype == object
             and not df.iloc[:, 0].str.isnumeric().all()
         ):
+            if df.shape[1]>2048 and file is not None:
                 df = pd.concat([ df.iloc[:, [0]], df.iloc[:, -2048:] ], axis=1)
                 gr.Info("Maximum of 2048 steps per timeseries (row) is allowed, hence last 2048 kept. ℹ️", duration=5)
             all_names = df.iloc[:, 0].tolist()
             data_only_full = df.iloc[:, 1:].astype(float)
         else:
+            if df.shape[1]>2048  and file is not None:
                 df = df.iloc[:, -2048:]
                 gr.Info("Maximum of 2048 steps per timeseries (row) is allowed, hence last 2048 kept. ℹ️", duration=5)
             all_names = [f"Series {i}" for i in range(len(df))]
             data_only_full = df.astype(float)
+        data_only = data_only_full
         # 4) Build mask from selected_names
         mask = [name in selected_names for name in all_names]
         # 5) First call model_forecast on all series, then select only the masked rows
         full_data = data_only.values  # shape = (n_all, seq_len)
+        if file is not None:
+            full_out = model_forecast(full_data, forecast_length=forecast_length, file_name=file_name)
+        else:
+            if preset_filename=='data/ett2.csv' or preset_filename=="data/loop.csv":
+                full_out = model_forecast(full_data[:, :2048], forecast_length=forecast_length, file_name=file_name)
+            elif preset_filename=="data/air_passengers.csv":
+                full_out = model_forecast(full_data[:, :132], forecast_length=forecast_length, file_name=file_name)
         # Now pick only the rows we actually filtered
         out = full_out[mask, :, :]    # shape = (n_selected, pred_len, n_q)
             ts_full = inp_full[idx].numpy().tolist()
             qp = out[idx].numpy()
             series_name = filtered_names[idx]
+            pred_len = qp.shape[0]
+            if file is not None:
+                x_pred = list(range(len(ts), len(ts) + pred_len))
+            else:
+                if preset_filename=='data/ett2.csv' or preset_filename=="data/loop.csv":
+                    x_pred = list(range(2048, 2048 + pred_len))
+                elif preset_filename=="data/air_passengers.csv":
+                    x_pred = list(range(132, 132 + pred_len))
             # a) plot historical data (blue line)
             x_hist = list(range(len(ts_full)))
+            if x_pred[-1]<x_hist[-1]:
+                diff = len(x_hist)-len(x_hist[:x_pred[-1]])
+                x_hist = x_hist[:x_pred[-1]]
+                ts_full = ts_full[:-diff]
             fig.add_trace(
                 go.Scatter(
                     x=x_hist,
             )
             # b) compute forecast indices
             lower_q = qp[:, 0]
             upper_q = qp[:, -1]
                 label="Upload CSV / XLSX / PARQUET",
                 file_types=[".csv", ".xls", ".xlsx", ".parquet"]
             )
+            preset_choices = ["-- No preset selected --", "data/loop.csv", "data/air_passengers.csv", 'data/ett2.csv']
             preset_dropdown = gr.Dropdown(
                 label="Or choose a preset:",
                 label="Forecast Length (Steps)",
                 info="Choose how many future steps to forecast."
             )
+            gr.Markdown("## Transpose data")
+            transpose_switch = gr.Checkbox(
+                label="Transpose data (Click if your columns are timeseries)",
+                value=False
+            )
             gr.Markdown("## Search / Filter")
             search_box = gr.Textbox(placeholder="Type to filter (e.g. 'AMZN')")
     names_state = gr.State([])
     file_input.change(
         fn=extract_names_and_update,
+        inputs=[file_input, preset_dropdown, transpose_switch],
         outputs=[filter_checkbox, names_state, forecast_length_slider]
     )
     preset_dropdown.change(
         fn=extract_names_and_update,
+        inputs=[file_input, preset_dropdown, transpose_switch],
         outputs=[filter_checkbox, names_state, forecast_length_slider]
     )
         inputs=[search_box, names_state],
         outputs=[filter_checkbox]
     )
+    transpose_switch.change(
+    fn=extract_names_and_update,
+    inputs=[file_input, preset_dropdown, transpose_switch],
+    outputs=[filter_checkbox, names_state, forecast_length_slider]
+    )
     # Check All / Uncheck All
     check_all_btn.click(fn=check_all, inputs=names_state, outputs=filter_checkbox)
     # Plot button
     plot_button.click(
     fn=display_filtered_forecast,
+    inputs=[file_input, preset_dropdown, filter_checkbox, forecast_length_slider, transpose_switch],
     outputs=[plot_output, errbox]
 )
     demo.launch(server_name="0.0.0.0", server_port=7860)
 '''
 gradio app.py
 ssh -L 7860:localhost:7860 nikita_blago@oracle-gpu-controller -t \
+   ssh -L 7860:localhost:7860 compute-permanent-node-303
+'''

data/1_loopT.csv ADDED Viewed

	@@ -0,0 +1,2529 @@

+0,1
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