[CHANGE POINT TEST] improve management of crash mode, to avoid crashing all...

[CHANGE POINT TEST] improve management of crash mode, to avoid crashing all the run (issues with test with scale parameter)

experiment/meteo_france_data/scm_models_data/visualization/hypercube_visualization/main_hypercube_visualization.py

@@ -207,9 +207,9 @@ def full_altitude_year_hypercube__without_trend_extended():
     only_first_one = False
     nb_data_reduced_for_speed = False
     altitudes = ALL_ALTITUDES[3:-6]
-    for study_class in SCM_STUDIES[1:]:
+    for study_class in SCM_STUDIES[:1]:
         for trend_test_class in [GevLocationChangePointTest, GevScaleChangePointTest,
-                                 GevShapeChangePointTest][:1]:
+                                 GevShapeChangePointTest][2:]:
             years = [None][:]
             for last_starting_year in years:
                 for days in [1, 3][1:]:

experiment/trend_analysis/univariate_test/abstract_gev_change_point_test.py

@@ -62,17 +62,23 @@ class AbstractGevChangePointTest(AbstractUnivariateTest):
     @property
     def non_stationary_nllh(self):
         if self.crashed:
-            return -np.inf
+            return np.nan
         else:
             return self.non_stationary_estimator.result_from_fit.nllh
 
     @property
     def stationary_deviance(self):
-        return self.stationary_estimator.result_from_fit.deviance
+        if self.crashed:
+            return np.nan
+        else:
+            return self.stationary_estimator.result_from_fit.deviance
 
     @property
     def non_stationary_deviance(self):
-        return self.non_stationary_estimator.result_from_fit.deviance
+        if self.crashed:
+            return np.nan
+        else:
+            return self.non_stationary_estimator.result_from_fit.deviance
 
     @property
     def is_significant(self) -> bool:

extreme_estimator/extreme_models/utils.py

@@ -87,6 +87,7 @@ def safe_run_r_estimator(function, data=None, use_start=False, threshold_max_abs
     run_successful = False
     res = None
     f = io.StringIO()
+    # Warning print will not work in this part
     with redirect_stdout(f):
         while not run_successful:
             current_parameter = parameters.copy()