Mega-1.1 全链路路径归一化收尾（18 文件）

src/core/steps/prediction_step.py

@@ -105,7 +105,7 @@ class PredictionStep:
         models_dir: Optional[str] = None,
         metric: str = "test_r2",
         prediction_column: str = "prediction",
-        output_dir: Union[str, Path] = "./11_12_13_predictions/Machine_Learning_Prediction",
+        output_dir: Union[str, Path] = "./9_ML_Prediction",
         callback: Optional[Callable] = None,
         _report_generator=None,
         _external_model=None,
@@ -363,14 +363,14 @@ class PredictionStep:
         if custom_regression_dir is not None:
             final_regression_dir = custom_regression_dir
         else:
-            final_regression_dir = str(Path(work_dir) / "9_Custom_Regression_Modeling")
+            final_regression_dir = str(Path(work_dir) / "13_Custom_Regression")
             if not Path(final_regression_dir).exists():
                 raise ValueError(
                     "请先执行步骤6.75: 自定义回归分析，或提供 custom_regression_dir 参数"
                 )
 
         if output_dir is None:
-            custom_regression_prediction_dir = Path(work_dir) / "11_12_13_predictions" / "Custom_Regression_Prediction"
+            custom_regression_prediction_dir = Path(work_dir) / "13_Custom_Regression" / "Custom_Regression_Prediction"
             custom_regression_prediction_dir.mkdir(parents=True, exist_ok=True)
             prediction_output_dir = str(custom_regression_prediction_dir)
         else: