validation data should be written from anomaly col

Author: ahosler

ads/opctl/operator/lowcode/anomaly/model/anomaly_dataset.py

@@ -36,9 +36,8 @@ def _ingest_data(self, spec):
         self.X_valid_dict = dict()
         self.y_valid_dict = dict()
         for s_id, df in self.get_dict_by_series().items():
-            print(df, spec.target_column)
-            self.X_valid_dict[s_id] = df.drop([spec.target_column], axis=1)
-            self.y_valid_dict[s_id] = df[spec.target_column]
+            self.X_valid_dict[s_id] = df.drop([OutputColumns.ANOMALY_COL], axis=1)
+            self.y_valid_dict[s_id] = df[OutputColumns.ANOMALY_COL]
 
 
 class AnomalyDatasets:

ads/opctl/operator/lowcode/forecast/model/automlx.py

@@ -92,8 +92,7 @@ def _build_model(self) -> pd.DataFrame:
 
         # Clean up kwargs for pass through
         model_kwargs_cleaned = self.set_kwargs()
-        time_budget = model_kwargs_cleaned.pop("time_budget", 0)
-        print(f"found time_budget: {time_budget}")
+        time_budget = model_kwargs_cleaned.pop("time_budget", -1)
 
         for i, (s_id, df) in enumerate(full_data_dict.items()):
             try: