Eddie Bergman: Extends github action pytest to allow for tests to r…

…un for 60m (up from 45m) (#1239)
automl · Sep 10, 2021 · af48d05 · af48d05
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diff --git a/development/_downloads/bc82bea3a5dd7bdba60b65220891d9e5/examples_python.zip b/development/_downloads/bc82bea3a5dd7bdba60b65220891d9e5/examples_python.zip
diff --git a/development/_downloads/fb625db3c50d423b1b7881136ffdeec8/examples_jupyter.zip b/development/_downloads/fb625db3c50d423b1b7881136ffdeec8/examples_jupyter.zip
diff --git a/development/_images/sphx_glr_example_inspect_predictions_001.png b/development/_images/sphx_glr_example_inspect_predictions_001.png
diff --git a/development/_images/sphx_glr_example_inspect_predictions_002.png b/development/_images/sphx_glr_example_inspect_predictions_002.png
diff --git a/development/_images/sphx_glr_example_inspect_predictions_003.png b/development/_images/sphx_glr_example_inspect_predictions_003.png
diff --git a/development/_images/sphx_glr_example_inspect_predictions_thumb.png b/development/_images/sphx_glr_example_inspect_predictions_thumb.png
diff --git a/development/_images/sphx_glr_example_pandas_train_test_001.png b/development/_images/sphx_glr_example_pandas_train_test_001.png
diff --git a/development/_images/sphx_glr_example_pandas_train_test_thumb.png b/development/_images/sphx_glr_example_pandas_train_test_thumb.png
diff --git a/development/_sources/examples/20_basic/example_classification.rst.txt b/development/_sources/examples/20_basic/example_classification.rst.txt
diff --git a/development/_sources/examples/20_basic/example_multilabel_classification.rst.txt b/development/_sources/examples/20_basic/example_multilabel_classification.rst.txt
@@ -157,7 +157,7 @@ View the models found by auto-sklearn
 
               rank  ensemble_weight           type      cost  duration
     model_id                                                          
-    2            1              1.0  random_forest  0.447294  4.004269
+    2            1              1.0  random_forest  0.447294  4.467062
 
 
 
@@ -265,7 +265,7 @@ Get the Score of the final ensemble
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** ( 0 minutes  15.601 seconds)
+   **Total running time of the script:** ( 0 minutes  18.682 seconds)
 
 
 .. _sphx_glr_download_examples_20_basic_example_multilabel_classification.py:

diff --git a/development/_sources/examples/20_basic/example_multioutput_regression.rst.txt b/development/_sources/examples/20_basic/example_multioutput_regression.rst.txt
@@ -122,9 +122,9 @@ View the models found by auto-sklearn
 
  .. code-block:: none
 
-              rank  ensemble_weight              type          cost  duration
-    model_id                                                                 
-    11           1              1.0  gaussian_process  6.213718e-10  6.625976
+              rank  ensemble_weight              type      cost  duration
+    model_id                                                             
+    11           1              1.0  gaussian_process  0.011395  5.272071
 
 
 
@@ -151,7 +151,7 @@ Print the final ensemble constructed by auto-sklearn
 
  .. code-block:: none
 
-    [(1.000000, SimpleRegressionPipeline({'data_preprocessor:__choice__': 'feature_type', 'feature_preprocessor:__choice__': 'no_preprocessing', 'regressor:__choice__': 'gaussian_process', 'data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__': 'one_hot_encoding', 'data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__': 'minority_coalescer', 'data_preprocessor:feature_type:numerical_transformer:imputation:strategy': 'most_frequent', 'data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__': 'robust_scaler', 'regressor:gaussian_process:alpha': 1.6650724498551164e-11, 'regressor:gaussian_process:thetaL': 5.222627524598125e-10, 'regressor:gaussian_process:thetaU': 5801.524168449955, 'data_preprocessor:feature_type:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction': 0.0809214996879808, 'data_preprocessor:feature_type:numerical_transformer:rescaling:robust_scaler:q_max': 0.9020530113478731, 'data_preprocessor:feature_type:numerical_transformer:rescaling:robust_scaler:q_min': 0.10288728233229412},
+    [(1.000000, SimpleRegressionPipeline({'data_preprocessor:__choice__': 'feature_type', 'feature_preprocessor:__choice__': 'no_preprocessing', 'regressor:__choice__': 'gaussian_process', 'data_preprocessor:feature_type:categorical_transformer:categorical_encoding:__choice__': 'encoding', 'data_preprocessor:feature_type:categorical_transformer:category_coalescence:__choice__': 'minority_coalescer', 'data_preprocessor:feature_type:numerical_transformer:imputation:strategy': 'median', 'data_preprocessor:feature_type:numerical_transformer:rescaling:__choice__': 'quantile_transformer', 'regressor:gaussian_process:alpha': 0.00017904812123612402, 'regressor:gaussian_process:thetaL': 8.77129700430336e-07, 'regressor:gaussian_process:thetaU': 5761.3477044417605, 'data_preprocessor:feature_type:categorical_transformer:category_coalescence:minority_coalescer:minimum_fraction': 0.10003181055971523, 'data_preprocessor:feature_type:numerical_transformer:rescaling:quantile_transformer:n_quantiles': 1256, 'data_preprocessor:feature_type:numerical_transformer:rescaling:quantile_transformer:output_distribution': 'normal'},
     dataset_properties={
       'task': 5,
       'sparse': False,
@@ -186,7 +186,7 @@ Get the Score of the final ensemble
 
  .. code-block:: none
 
-    R2 score: 0.9999999974470909
+    R2 score: 0.994774606994838
 
 
 
@@ -409,7 +409,7 @@ Get the configuration space
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** ( 1 minutes  57.654 seconds)
+   **Total running time of the script:** ( 1 minutes  56.272 seconds)
 
 
 .. _sphx_glr_download_examples_20_basic_example_multioutput_regression.py:

diff --git a/development/_sources/examples/20_basic/example_regression.rst.txt b/development/_sources/examples/20_basic/example_regression.rst.txt
@@ -121,11 +121,11 @@ View the models found by auto-sklearn
 
               rank  ensemble_weight               type      cost   duration
     model_id                                                               
-    25           1             0.46                sgd  0.436679   0.742132
-    6            2             0.32     ard_regression  0.455042   0.777667
-    27           3             0.14     ard_regression  0.462249   0.743963
-    11           4             0.02      random_forest  0.507400  10.484822
-    7            5             0.06  gradient_boosting  0.518673   1.468356
+    25           1             0.46                sgd  0.436679   0.844572
+    6            2             0.32     ard_regression  0.455042   0.830707
+    27           3             0.14     ard_regression  0.462249   0.827883
+    11           4             0.02      random_forest  0.507400  10.990755
+    7            5             0.06  gradient_boosting  0.518673   1.583698
 
 
 
@@ -266,7 +266,7 @@ the true value).
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** ( 1 minutes  55.377 seconds)
+   **Total running time of the script:** ( 1 minutes  57.715 seconds)
 
 
 .. _sphx_glr_download_examples_20_basic_example_regression.py:

diff --git a/development/_sources/examples/20_basic/sg_execution_times.rst.txt b/development/_sources/examples/20_basic/sg_execution_times.rst.txt
@@ -5,14 +5,14 @@
 
 Computation times
 =================
-**06:06.025** total execution time for **examples_20_basic** files:
+**06:15.108** total execution time for **examples_20_basic** files:
 
 +-------------------------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_examples_20_basic_example_multioutput_regression.py` (``example_multioutput_regression.py``)       | 01:57.654 | 0.0 MB |
+| :ref:`sphx_glr_examples_20_basic_example_classification.py` (``example_classification.py``)                       | 02:02.438 | 0.0 MB |
 +-------------------------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_examples_20_basic_example_classification.py` (``example_classification.py``)                       | 01:57.393 | 0.0 MB |
+| :ref:`sphx_glr_examples_20_basic_example_regression.py` (``example_regression.py``)                               | 01:57.715 | 0.0 MB |
 +-------------------------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_examples_20_basic_example_regression.py` (``example_regression.py``)                               | 01:55.377 | 0.0 MB |
+| :ref:`sphx_glr_examples_20_basic_example_multioutput_regression.py` (``example_multioutput_regression.py``)       | 01:56.272 | 0.0 MB |
 +-------------------------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_examples_20_basic_example_multilabel_classification.py` (``example_multilabel_classification.py``) | 00:15.601 | 0.0 MB |
+| :ref:`sphx_glr_examples_20_basic_example_multilabel_classification.py` (``example_multilabel_classification.py``) | 00:18.682 | 0.0 MB |
 +-------------------------------------------------------------------------------------------------------------------+-----------+--------+
diff --git a/development/_sources/examples/40_advanced/example_calc_multiple_metrics.rst.txt b/development/_sources/examples/40_advanced/example_calc_multiple_metrics.rst.txt
@@ -194,7 +194,7 @@ Get the Score of the final ensemble
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** ( 2 minutes  2.337 seconds)
+   **Total running time of the script:** ( 2 minutes  12.088 seconds)
 
 
 .. _sphx_glr_download_examples_40_advanced_example_calc_multiple_metrics.py:

diff --git a/development/_sources/examples/40_advanced/example_debug_logging.rst.txt b/development/_sources/examples/40_advanced/example_debug_logging.rst.txt
@@ -174,12 +174,12 @@ Build and fit a classifier
 
  .. code-block:: none
 
-    2021-09-10 13:47:41,171 - Client-EnsembleBuilder - INFO - DummyFuture: ([{'Timestamp': Timestamp('2021-09-10 13:47:41.154453'), 'ensemble_optimization_score': 0.9886363636363636, 'ensemble_test_score': 0.9899874843554443}], 50, None, None, None)/SingleThreadedClient() Started Ensemble builder job at 2021.09.10-13.47.41 for iteration 0.
-    2021-09-10 13:47:47,643 - Client-EnsembleBuilder - INFO - DummyFuture: ([], 50, None, None, None)/SingleThreadedClient() Started Ensemble builder job at 2021.09.10-13.47.47 for iteration 1.
+    2021-09-10 13:50:05,479 - Client-EnsembleBuilder - INFO - DummyFuture: ([{'Timestamp': Timestamp('2021-09-10 13:50:05.460828'), 'ensemble_optimization_score': 0.47853535353535354, 'ensemble_test_score': 0.47434292866082606}], 50, None, None, None)/SingleThreadedClient() Started Ensemble builder job at 2021.09.10-13.50.05 for iteration 0.
+    2021-09-10 13:50:12,227 - Client-EnsembleBuilder - INFO - DummyFuture: ([], 50, None, None, None)/SingleThreadedClient() Started Ensemble builder job at 2021.09.10-13.50.12 for iteration 1.
     tmp_folder/.auto-sklearn
     tmp_folder/space.json
+    tmp_folder/AutoML(1):fd616029-123d-11ec-8668-e1b8f8e61eaf.log
     tmp_folder/distributed.log
-    tmp_folder/AutoML(1):a8633c52-123d-11ec-8642-6dc8225d4641.log
     tmp_folder/smac3-output
 
 
@@ -188,7 +188,7 @@ Build and fit a classifier
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** ( 0 minutes  18.529 seconds)
+   **Total running time of the script:** ( 0 minutes  20.726 seconds)
 
 
 .. _sphx_glr_download_examples_40_advanced_example_debug_logging.py:

diff --git a/development/_sources/examples/40_advanced/example_feature_types.rst.txt b/development/_sources/examples/40_advanced/example_feature_types.rst.txt
@@ -161,7 +161,7 @@ Get the Score of the final ensemble
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** ( 0 minutes  14.761 seconds)
+   **Total running time of the script:** ( 0 minutes  15.459 seconds)
 
 
 .. _sphx_glr_download_examples_40_advanced_example_feature_types.py:

diff --git a/development/_sources/examples/40_advanced/example_get_pipeline_components.rst.txt b/development/_sources/examples/40_advanced/example_get_pipeline_components.rst.txt
diff --git a/development/_sources/examples/40_advanced/example_inspect_predictions.rst.txt b/development/_sources/examples/40_advanced/example_inspect_predictions.rst.txt
@@ -90,7 +90,7 @@ accelerometer and gyroscope data collected by a phone. For more information see
 
  .. code-block:: none
 
-    Train score 0.9954285714285714
+    Train score 0.9951428571428571
     Test score 0.982
 
 
@@ -143,12 +143,12 @@ in the `scikit-learn docs <https://scikit-learn.org/stable/modules/permutation_i
 
  .. code-block:: none
 
-    gyro_y    : -0.000 +/- 0.002
-    gyro_x    : 0.019 +/- 0.001
-    gyro_z    : 0.037 +/- 0.004
-    acceleration_x: 0.058 +/- 0.007
-    acceleration_z: 0.138 +/- 0.005
-    acceleration_y: 0.266 +/- 0.008
+    gyro_y    : 0.000 +/- 0.001
+    gyro_x    : 0.019 +/- 0.002
+    gyro_z    : 0.036 +/- 0.004
+    acceleration_x: 0.066 +/- 0.008
+    acceleration_z: 0.130 +/- 0.005
+    acceleration_y: 0.267 +/- 0.008
 
 
 
@@ -230,7 +230,7 @@ these features. Again, we'll look at acceleration_y and acceleration_z.
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** ( 3 minutes  53.925 seconds)
+   **Total running time of the script:** ( 3 minutes  58.328 seconds)
 
 
 .. _sphx_glr_download_examples_40_advanced_example_inspect_predictions.py:

diff --git a/development/_sources/examples/40_advanced/example_interpretable_models.rst.txt b/development/_sources/examples/40_advanced/example_interpretable_models.rst.txt
@@ -274,7 +274,7 @@ Get the Score of the final ensemble
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** ( 1 minutes  55.647 seconds)
+   **Total running time of the script:** ( 1 minutes  56.130 seconds)
 
 
 .. _sphx_glr_download_examples_40_advanced_example_interpretable_models.py:

diff --git a/development/_sources/examples/40_advanced/example_metrics.rst.txt b/development/_sources/examples/40_advanced/example_metrics.rst.txt
@@ -204,7 +204,7 @@ First example: Use predefined accuracy metric
 
     ################################################################################
     Use predefined accuracy metric
-    Accuracy score 0.944 using accuracy
+    Accuracy score 0.951 using accuracy
 
 
 
@@ -254,7 +254,7 @@ Second example: Use own accuracy metric
 
     ################################################################################
     Use self defined accuracy metric
-    Accuracy score 0.951 using accu
+    Accuracy score 0.944 using accu
 
 
 
@@ -304,17 +304,16 @@ Third example: Use own error metric
 
     ################################################################################
     Use self defined error metric
-    [WARNING] [2021-09-10 13:59:00,207:smac.runhistory.runhistory2epm.RunHistory2EPM4LogCost] Got cost of smaller/equal to 0. Replace by 0.000010 since we use log cost.
-    [WARNING] [2021-09-10 13:59:01,560:smac.runhistory.runhistory2epm.RunHistory2EPM4LogCost] Got cost of smaller/equal to 0. Replace by 0.000010 since we use log cost.
-    [WARNING] [2021-09-10 13:59:05,728:smac.runhistory.runhistory2epm.RunHistory2EPM4LogCost] Got cost of smaller/equal to 0. Replace by 0.000010 since we use log cost.
-    [WARNING] [2021-09-10 13:59:06,782:smac.runhistory.runhistory2epm.RunHistory2EPM4LogCost] Got cost of smaller/equal to 0. Replace by 0.000010 since we use log cost.
-    [WARNING] [2021-09-10 13:59:08,003:smac.runhistory.runhistory2epm.RunHistory2EPM4LogCost] Got cost of smaller/equal to 0. Replace by 0.000010 since we use log cost.
-    [WARNING] [2021-09-10 13:59:12,820:smac.runhistory.runhistory2epm.RunHistory2EPM4LogCost] Got cost of smaller/equal to 0. Replace by 0.000010 since we use log cost.
-    [WARNING] [2021-09-10 13:59:15,074:smac.runhistory.runhistory2epm.RunHistory2EPM4LogCost] Got cost of smaller/equal to 0. Replace by 0.000010 since we use log cost.
-    [WARNING] [2021-09-10 13:59:19,858:smac.runhistory.runhistory2epm.RunHistory2EPM4LogCost] Got cost of smaller/equal to 0. Replace by 0.000010 since we use log cost.
-    [WARNING] [2021-09-10 13:59:25,007:smac.runhistory.runhistory2epm.RunHistory2EPM4LogCost] Got cost of smaller/equal to 0. Replace by 0.000010 since we use log cost.
-    [WARNING] [2021-09-10 13:59:31,009:smac.runhistory.runhistory2epm.RunHistory2EPM4LogCost] Got cost of smaller/equal to 0. Replace by 0.000010 since we use log cost.
-    Error score -0.049 using error
+    [WARNING] [2021-09-10 14:01:51,419:smac.runhistory.runhistory2epm.RunHistory2EPM4LogCost] Got cost of smaller/equal to 0. Replace by 0.000010 since we use log cost.
+    [WARNING] [2021-09-10 14:01:52,678:smac.runhistory.runhistory2epm.RunHistory2EPM4LogCost] Got cost of smaller/equal to 0. Replace by 0.000010 since we use log cost.
+    [WARNING] [2021-09-10 14:01:56,975:smac.runhistory.runhistory2epm.RunHistory2EPM4LogCost] Got cost of smaller/equal to 0. Replace by 0.000010 since we use log cost.
+    [WARNING] [2021-09-10 14:01:58,095:smac.runhistory.runhistory2epm.RunHistory2EPM4LogCost] Got cost of smaller/equal to 0. Replace by 0.000010 since we use log cost.
+    [WARNING] [2021-09-10 14:01:59,395:smac.runhistory.runhistory2epm.RunHistory2EPM4LogCost] Got cost of smaller/equal to 0. Replace by 0.000010 since we use log cost.
+    [WARNING] [2021-09-10 14:02:04,642:smac.runhistory.runhistory2epm.RunHistory2EPM4LogCost] Got cost of smaller/equal to 0. Replace by 0.000010 since we use log cost.
+    [WARNING] [2021-09-10 14:02:06,858:smac.runhistory.runhistory2epm.RunHistory2EPM4LogCost] Got cost of smaller/equal to 0. Replace by 0.000010 since we use log cost.
+    [WARNING] [2021-09-10 14:02:12,100:smac.runhistory.runhistory2epm.RunHistory2EPM4LogCost] Got cost of smaller/equal to 0. Replace by 0.000010 since we use log cost.
+    [WARNING] [2021-09-10 14:02:17,954:smac.runhistory.runhistory2epm.RunHistory2EPM4LogCost] Got cost of smaller/equal to 0. Replace by 0.000010 since we use log cost.
+    Error score -0.056 using error
 
 
 
@@ -365,7 +364,7 @@ Fourth example: Use own accuracy metric with additional argument
 
     ################################################################################
     Use self defined accuracy with additional argument
-    Accuracy score 0.951 using accu_add
+    Accuracy score 0.944 using accu_add
 
 
 
@@ -415,18 +414,17 @@ Fifth example: Use own accuracy metric with additional argument
 
     ################################################################################
     Use self defined error with additional argument
-    [WARNING] [2021-09-10 14:00:45,951:smac.runhistory.runhistory2epm.RunHistory2EPM4LogCost] Got cost of smaller/equal to 0. Replace by 0.000010 since we use log cost.
-    [WARNING] [2021-09-10 14:00:50,227:smac.runhistory.runhistory2epm.RunHistory2EPM4LogCost] Got cost of smaller/equal to 0. Replace by 0.000010 since we use log cost.
-    [WARNING] [2021-09-10 14:00:57,619:smac.runhistory.runhistory2epm.RunHistory2EPM4LogCost] Got cost of smaller/equal to 0. Replace by 0.000010 since we use log cost.
-    [WARNING] [2021-09-10 14:00:58,740:smac.runhistory.runhistory2epm.RunHistory2EPM4LogCost] Got cost of smaller/equal to 0. Replace by 0.000010 since we use log cost.
-    [WARNING] [2021-09-10 14:01:02,678:smac.runhistory.runhistory2epm.RunHistory2EPM4LogCost] Got cost of smaller/equal to 0. Replace by 0.000010 since we use log cost.
-    [WARNING] [2021-09-10 14:01:03,653:smac.runhistory.runhistory2epm.RunHistory2EPM4LogCost] Got cost of smaller/equal to 0. Replace by 0.000010 since we use log cost.
-    [WARNING] [2021-09-10 14:01:04,799:smac.runhistory.runhistory2epm.RunHistory2EPM4LogCost] Got cost of smaller/equal to 0. Replace by 0.000010 since we use log cost.
-    [WARNING] [2021-09-10 14:01:11,194:smac.runhistory.runhistory2epm.RunHistory2EPM4LogCost] Got cost of smaller/equal to 0. Replace by 0.000010 since we use log cost.
-    [WARNING] [2021-09-10 14:01:16,254:smac.runhistory.runhistory2epm.RunHistory2EPM4LogCost] Got cost of smaller/equal to 0. Replace by 0.000010 since we use log cost.
-    [WARNING] [2021-09-10 14:01:21,841:smac.runhistory.runhistory2epm.RunHistory2EPM4LogCost] Got cost of smaller/equal to 0. Replace by 0.000010 since we use log cost.
-    [WARNING] [2021-09-10 14:01:24,377:smac.runhistory.runhistory2epm.RunHistory2EPM4LogCost] Got cost of smaller/equal to 0. Replace by 0.000010 since we use log cost.
-    [WARNING] [2021-09-10 14:01:30,530:smac.runhistory.runhistory2epm.RunHistory2EPM4LogCost] Got cost of smaller/equal to 0. Replace by 0.000010 since we use log cost.
+    [WARNING] [2021-09-10 14:03:33,988:smac.runhistory.runhistory2epm.RunHistory2EPM4LogCost] Got cost of smaller/equal to 0. Replace by 0.000010 since we use log cost.
+    [WARNING] [2021-09-10 14:03:38,525:smac.runhistory.runhistory2epm.RunHistory2EPM4LogCost] Got cost of smaller/equal to 0. Replace by 0.000010 since we use log cost.
+    [WARNING] [2021-09-10 14:03:46,598:smac.runhistory.runhistory2epm.RunHistory2EPM4LogCost] Got cost of smaller/equal to 0. Replace by 0.000010 since we use log cost.
+    [WARNING] [2021-09-10 14:03:47,780:smac.runhistory.runhistory2epm.RunHistory2EPM4LogCost] Got cost of smaller/equal to 0. Replace by 0.000010 since we use log cost.
+    [WARNING] [2021-09-10 14:03:52,006:smac.runhistory.runhistory2epm.RunHistory2EPM4LogCost] Got cost of smaller/equal to 0. Replace by 0.000010 since we use log cost.
+    [WARNING] [2021-09-10 14:03:53,045:smac.runhistory.runhistory2epm.RunHistory2EPM4LogCost] Got cost of smaller/equal to 0. Replace by 0.000010 since we use log cost.
+    [WARNING] [2021-09-10 14:03:54,249:smac.runhistory.runhistory2epm.RunHistory2EPM4LogCost] Got cost of smaller/equal to 0. Replace by 0.000010 since we use log cost.
+    [WARNING] [2021-09-10 14:04:01,176:smac.runhistory.runhistory2epm.RunHistory2EPM4LogCost] Got cost of smaller/equal to 0. Replace by 0.000010 since we use log cost.
+    [WARNING] [2021-09-10 14:04:06,618:smac.runhistory.runhistory2epm.RunHistory2EPM4LogCost] Got cost of smaller/equal to 0. Replace by 0.000010 since we use log cost.
+    [WARNING] [2021-09-10 14:04:12,524:smac.runhistory.runhistory2epm.RunHistory2EPM4LogCost] Got cost of smaller/equal to 0. Replace by 0.000010 since we use log cost.
+    [WARNING] [2021-09-10 14:04:15,272:smac.runhistory.runhistory2epm.RunHistory2EPM4LogCost] Got cost of smaller/equal to 0. Replace by 0.000010 since we use log cost.
     Error score 0.615 using error_add
 
 
@@ -435,7 +433,7 @@ Fifth example: Use own accuracy metric with additional argument
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** ( 4 minutes  53.064 seconds)
+   **Total running time of the script:** ( 4 minutes  51.133 seconds)
 
 
 .. _sphx_glr_download_examples_40_advanced_example_metrics.py: