Rohit Agarwal: Fix rank for metrics for which greater value is not go…

…od (#1079)
automl · Feb 16, 2021 · c3d89e2 · c3d89e2
1 parent 2ea9cd1
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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_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/_modules/autosklearn/estimators.html b/development/_modules/autosklearn/estimators.html
@@ -889,7 +889,7 @@ <h1>Source code for autosklearn.estimators</h1><div class="highlight"><pre>
     </p>
     <p>
         &copy; Copyright 2014-2019, Machine Learning Professorship Freiburg.<br/>
-      Created using <a href="http://sphinx-doc.org/">Sphinx</a> 3.5.0.<br/>
+      Created using <a href="http://sphinx-doc.org/">Sphinx</a> 3.5.1.<br/>
     </p>
   </div>
 </footer>

diff --git a/development/_modules/autosklearn/experimental/askl2.html b/development/_modules/autosklearn/experimental/askl2.html
@@ -534,7 +534,7 @@ <h1>Source code for autosklearn.experimental.askl2</h1><div class="highlight"><p
     </p>
     <p>
         &copy; Copyright 2014-2019, Machine Learning Professorship Freiburg.<br/>
-      Created using <a href="http://sphinx-doc.org/">Sphinx</a> 3.5.0.<br/>
+      Created using <a href="http://sphinx-doc.org/">Sphinx</a> 3.5.1.<br/>
     </p>
   </div>
 </footer>

diff --git a/development/_modules/autosklearn/metrics.html b/development/_modules/autosklearn/metrics.html
@@ -596,7 +596,7 @@ <h1>Source code for autosklearn.metrics</h1><div class="highlight"><pre>
     </p>
     <p>
         &copy; Copyright 2014-2019, Machine Learning Professorship Freiburg.<br/>
-      Created using <a href="http://sphinx-doc.org/">Sphinx</a> 3.5.0.<br/>
+      Created using <a href="http://sphinx-doc.org/">Sphinx</a> 3.5.1.<br/>
     </p>
   </div>
 </footer>

diff --git a/development/_modules/autosklearn/pipeline/components/base.html b/development/_modules/autosklearn/pipeline/components/base.html
@@ -559,7 +559,7 @@ <h1>Source code for autosklearn.pipeline.components.base</h1><div class="highlig
     </p>
     <p>
         &copy; Copyright 2014-2019, Machine Learning Professorship Freiburg.<br/>
-      Created using <a href="http://sphinx-doc.org/">Sphinx</a> 3.5.0.<br/>
+      Created using <a href="http://sphinx-doc.org/">Sphinx</a> 3.5.1.<br/>
     </p>
   </div>
 </footer>

diff --git a/development/_modules/autosklearn/pipeline/components/classification.html b/development/_modules/autosklearn/pipeline/components/classification.html
@@ -277,7 +277,7 @@ <h1>Source code for autosklearn.pipeline.components.classification</h1><div clas
     </p>
     <p>
         &copy; Copyright 2014-2019, Machine Learning Professorship Freiburg.<br/>
-      Created using <a href="http://sphinx-doc.org/">Sphinx</a> 3.5.0.<br/>
+      Created using <a href="http://sphinx-doc.org/">Sphinx</a> 3.5.1.<br/>
     </p>
   </div>
 </footer>

diff --git a/development/_modules/autosklearn/pipeline/components/feature_preprocessing.html b/development/_modules/autosklearn/pipeline/components/feature_preprocessing.html
@@ -255,7 +255,7 @@ <h1>Source code for autosklearn.pipeline.components.feature_preprocessing</h1><d
     </p>
     <p>
         &copy; Copyright 2014-2019, Machine Learning Professorship Freiburg.<br/>
-      Created using <a href="http://sphinx-doc.org/">Sphinx</a> 3.5.0.<br/>
+      Created using <a href="http://sphinx-doc.org/">Sphinx</a> 3.5.1.<br/>
     </p>
   </div>
 </footer>

diff --git a/development/_modules/autosklearn/pipeline/components/regression.html b/development/_modules/autosklearn/pipeline/components/regression.html
@@ -263,7 +263,7 @@ <h1>Source code for autosklearn.pipeline.components.regression</h1><div class="h
     </p>
     <p>
         &copy; Copyright 2014-2019, Machine Learning Professorship Freiburg.<br/>
-      Created using <a href="http://sphinx-doc.org/">Sphinx</a> 3.5.0.<br/>
+      Created using <a href="http://sphinx-doc.org/">Sphinx</a> 3.5.1.<br/>
     </p>
   </div>
 </footer>

diff --git a/development/_modules/index.html b/development/_modules/index.html
@@ -134,7 +134,7 @@ <h1>All modules for which code is available</h1>
     </p>
     <p>
         &copy; Copyright 2014-2019, Machine Learning Professorship Freiburg.<br/>
-      Created using <a href="http://sphinx-doc.org/">Sphinx</a> 3.5.0.<br/>
+      Created using <a href="http://sphinx-doc.org/">Sphinx</a> 3.5.1.<br/>
     </p>
   </div>
 </footer>

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
@@ -235,7 +235,7 @@ Get the Score of the final ensemble
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** ( 0 minutes  18.521 seconds)
+   **Total running time of the script:** ( 0 minutes  17.562 seconds)
 
 
 .. _sphx_glr_download_examples_20_basic_example_multilabel_classification.py:

diff --git a/development/_sources/examples/20_basic/example_regression.rst.txt b/development/_sources/examples/20_basic/example_regression.rst.txt
@@ -186,7 +186,7 @@ Get the Score of the final ensemble
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** ( 1 minutes  56.918 seconds)
+   **Total running time of the script:** ( 1 minutes  56.816 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
@@ -5,12 +5,12 @@
 
 Computation times
 =================
-**04:15.407** total execution time for **examples_20_basic** files:
+**04:17.262** total execution time for **examples_20_basic** files:
 
 +-------------------------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_examples_20_basic_example_classification.py` (``example_classification.py``)                       | 01:59.969 | 0.0 MB |
+| :ref:`sphx_glr_examples_20_basic_example_classification.py` (``example_classification.py``)                       | 02:02.885 | 0.0 MB |
 +-------------------------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_examples_20_basic_example_regression.py` (``example_regression.py``)                               | 01:56.918 | 0.0 MB |
+| :ref:`sphx_glr_examples_20_basic_example_regression.py` (``example_regression.py``)                               | 01:56.816 | 0.0 MB |
 +-------------------------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_examples_20_basic_example_multilabel_classification.py` (``example_multilabel_classification.py``) | 00:18.521 | 0.0 MB |
+| :ref:`sphx_glr_examples_20_basic_example_multilabel_classification.py` (``example_multilabel_classification.py``) | 00:17.562 | 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
@@ -173,7 +173,7 @@ Get the Score of the final ensemble
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** ( 1 minutes  55.919 seconds)
+   **Total running time of the script:** ( 1 minutes  58.881 seconds)
 
 
 .. _sphx_glr_download_examples_40_advanced_example_calc_multiple_metrics.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
@@ -158,7 +158,7 @@ Get the Score of the final ensemble
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** ( 0 minutes  15.920 seconds)
+   **Total running time of the script:** ( 0 minutes  19.177 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_metrics.rst.txt b/development/_sources/examples/40_advanced/example_metrics.rst.txt
@@ -280,9 +280,10 @@ Second example: Use own accuracy metric
     Accuracy score 0.937063 using accu
     ################################################################################
     Use self defined error metric
-    [WARNING] [2021-02-16 06:44:31,458:smac.runhistory.runhistory2epm.RunHistory2EPM4LogCost] Got cost of smaller/equal to 0. Replace by 0.000010 since we use log cost.
-    [WARNING] [2021-02-16 06:44:32,305:smac.runhistory.runhistory2epm.RunHistory2EPM4LogCost] Got cost of smaller/equal to 0. Replace by 0.000010 since we use log cost.
-    [WARNING] [2021-02-16 06:44:32,931:smac.runhistory.runhistory2epm.RunHistory2EPM4LogCost] Got cost of smaller/equal to 0. Replace by 0.000010 since we use log cost.
+    [WARNING] [2021-02-16 17:59:56,760:smac.runhistory.runhistory2epm.RunHistory2EPM4LogCost] Got cost of smaller/equal to 0. Replace by 0.000010 since we use log cost.
+    [WARNING] [2021-02-16 17:59:57,574:smac.runhistory.runhistory2epm.RunHistory2EPM4LogCost] Got cost of smaller/equal to 0. Replace by 0.000010 since we use log cost.
+    [WARNING] [2021-02-16 17:59:58,179:smac.runhistory.runhistory2epm.RunHistory2EPM4LogCost] Got cost of smaller/equal to 0. Replace by 0.000010 since we use log cost.
+    [WARNING] [2021-02-16 18:00:02,081:smac.runhistory.runhistory2epm.RunHistory2EPM4LogCost] Got cost of smaller/equal to 0. Replace by 0.000010 since we use log cost.
     Error rate -0.0629371 using error
 
 
@@ -366,16 +367,18 @@ Third example: Use own accuracy metric with additional argument
     Accuracy score 0.937063 using accu_add
     ################################################################################
     Use self defined error with additional argument
-    [WARNING] [2021-02-16 06:45:40,989:smac.runhistory.runhistory2epm.RunHistory2EPM4LogCost] Got cost of smaller/equal to 0. Replace by 0.000010 since we use log cost.
-    [WARNING] [2021-02-16 06:45:44,024:smac.runhistory.runhistory2epm.RunHistory2EPM4LogCost] Got cost of smaller/equal to 0. Replace by 0.000010 since we use log cost.
-    [WARNING] [2021-02-16 06:45:48,714:smac.runhistory.runhistory2epm.RunHistory2EPM4LogCost] Got cost of smaller/equal to 0. Replace by 0.000010 since we use log cost.
-    [WARNING] [2021-02-16 06:45:50,140:smac.runhistory.runhistory2epm.RunHistory2EPM4LogCost] Got cost of smaller/equal to 0. Replace by 0.000010 since we use log cost.
-    [WARNING] [2021-02-16 06:46:23,056:smac.runhistory.runhistory2epm.RunHistory2EPM4LogCost] Got cost of smaller/equal to 0. Replace by 0.000010 since we use log cost.
-    [WARNING] [2021-02-16 06:46:23,056:smac.runhistory.runhistory2epm.RunHistory2EPM4LogCost] Got cost of smaller/equal to 0. Replace by 0.000010 since we use log cost.
-    [WARNING] [2021-02-16 06:46:23,828:smac.runhistory.runhistory2epm.RunHistory2EPM4LogCost] Got cost of smaller/equal to 0. Replace by 0.000010 since we use log cost.
-    [WARNING] [2021-02-16 06:46:23,828:smac.runhistory.runhistory2epm.RunHistory2EPM4LogCost] Got cost of smaller/equal to 0. Replace by 0.000010 since we use log cost.
-    [WARNING] [2021-02-16 06:46:24,405:smac.runhistory.runhistory2epm.RunHistory2EPM4LogCost] Got cost of smaller/equal to 0. Replace by 0.000010 since we use log cost.
-    [WARNING] [2021-02-16 06:46:24,405:smac.runhistory.runhistory2epm.RunHistory2EPM4LogCost] Got cost of smaller/equal to 0. Replace by 0.000010 since we use log cost.
+    [WARNING] [2021-02-16 18:01:23,649:smac.runhistory.runhistory2epm.RunHistory2EPM4LogCost] Got cost of smaller/equal to 0. Replace by 0.000010 since we use log cost.
+    [WARNING] [2021-02-16 18:01:26,506:smac.runhistory.runhistory2epm.RunHistory2EPM4LogCost] Got cost of smaller/equal to 0. Replace by 0.000010 since we use log cost.
+    [WARNING] [2021-02-16 18:01:30,853:smac.runhistory.runhistory2epm.RunHistory2EPM4LogCost] Got cost of smaller/equal to 0. Replace by 0.000010 since we use log cost.
+    [WARNING] [2021-02-16 18:01:32,225:smac.runhistory.runhistory2epm.RunHistory2EPM4LogCost] Got cost of smaller/equal to 0. Replace by 0.000010 since we use log cost.
+    [WARNING] [2021-02-16 18:02:05,027:smac.runhistory.runhistory2epm.RunHistory2EPM4LogCost] Got cost of smaller/equal to 0. Replace by 0.000010 since we use log cost.
+    [WARNING] [2021-02-16 18:02:05,027:smac.runhistory.runhistory2epm.RunHistory2EPM4LogCost] Got cost of smaller/equal to 0. Replace by 0.000010 since we use log cost.
+    [WARNING] [2021-02-16 18:02:05,765:smac.runhistory.runhistory2epm.RunHistory2EPM4LogCost] Got cost of smaller/equal to 0. Replace by 0.000010 since we use log cost.
+    [WARNING] [2021-02-16 18:02:05,766:smac.runhistory.runhistory2epm.RunHistory2EPM4LogCost] Got cost of smaller/equal to 0. Replace by 0.000010 since we use log cost.
+    [WARNING] [2021-02-16 18:02:06,313:smac.runhistory.runhistory2epm.RunHistory2EPM4LogCost] Got cost of smaller/equal to 0. Replace by 0.000010 since we use log cost.
+    [WARNING] [2021-02-16 18:02:06,314:smac.runhistory.runhistory2epm.RunHistory2EPM4LogCost] Got cost of smaller/equal to 0. Replace by 0.000010 since we use log cost.
+    [WARNING] [2021-02-16 18:02:10,045:smac.runhistory.runhistory2epm.RunHistory2EPM4LogCost] Got cost of smaller/equal to 0. Replace by 0.000010 since we use log cost.
+    [WARNING] [2021-02-16 18:02:10,046:smac.runhistory.runhistory2epm.RunHistory2EPM4LogCost] Got cost of smaller/equal to 0. Replace by 0.000010 since we use log cost.
     Error rate 0.615385 using error_add
 
 
@@ -384,7 +387,7 @@ Third example: Use own accuracy metric with additional argument
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** ( 4 minutes  37.876 seconds)
+   **Total running time of the script:** ( 5 minutes  0.171 seconds)
 
 
 .. _sphx_glr_download_examples_40_advanced_example_metrics.py:

diff --git a/development/_sources/examples/40_advanced/example_pandas_train_test.rst.txt b/development/_sources/examples/40_advanced/example_pandas_train_test.rst.txt
@@ -278,7 +278,7 @@ Plot the ensemble performance
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** ( 1 minutes  56.114 seconds)
+   **Total running time of the script:** ( 1 minutes  56.137 seconds)
 
 
 .. _sphx_glr_download_examples_40_advanced_example_pandas_train_test.py:

diff --git a/development/_sources/examples/40_advanced/example_resampling.rst.txt b/development/_sources/examples/40_advanced/example_resampling.rst.txt
@@ -357,7 +357,7 @@ splitting it on the first feature.
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** ( 6 minutes  4.519 seconds)
+   **Total running time of the script:** ( 6 minutes  0.487 seconds)
 
 
 .. _sphx_glr_download_examples_40_advanced_example_resampling.py:

diff --git a/development/_sources/examples/40_advanced/sg_execution_times.rst.txt b/development/_sources/examples/40_advanced/sg_execution_times.rst.txt
@@ -5,18 +5,18 @@
 
 Computation times
 =================
-**15:17.627** total execution time for **examples_40_advanced** files:
+**15:51.578** total execution time for **examples_40_advanced** files:
 
 +------------------------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_examples_40_advanced_example_resampling.py` (``example_resampling.py``)                           | 06:04.519 | 0.0 MB |
+| :ref:`sphx_glr_examples_40_advanced_example_resampling.py` (``example_resampling.py``)                           | 06:00.487 | 0.0 MB |
 +------------------------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_examples_40_advanced_example_metrics.py` (``example_metrics.py``)                                 | 04:37.876 | 0.0 MB |
+| :ref:`sphx_glr_examples_40_advanced_example_metrics.py` (``example_metrics.py``)                                 | 05:00.171 | 0.0 MB |
 +------------------------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_examples_40_advanced_example_pandas_train_test.py` (``example_pandas_train_test.py``)             | 01:56.114 | 0.0 MB |
+| :ref:`sphx_glr_examples_40_advanced_example_calc_multiple_metrics.py` (``example_calc_multiple_metrics.py``)     | 01:58.881 | 0.0 MB |
 +------------------------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_examples_40_advanced_example_calc_multiple_metrics.py` (``example_calc_multiple_metrics.py``)     | 01:55.919 | 0.0 MB |
+| :ref:`sphx_glr_examples_40_advanced_example_pandas_train_test.py` (``example_pandas_train_test.py``)             | 01:56.137 | 0.0 MB |
 +------------------------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_examples_40_advanced_example_get_pipeline_components.py` (``example_get_pipeline_components.py``) | 00:27.279 | 0.0 MB |
+| :ref:`sphx_glr_examples_40_advanced_example_get_pipeline_components.py` (``example_get_pipeline_components.py``) | 00:36.725 | 0.0 MB |
 +------------------------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_examples_40_advanced_example_feature_types.py` (``example_feature_types.py``)                     | 00:15.920 | 0.0 MB |
+| :ref:`sphx_glr_examples_40_advanced_example_feature_types.py` (``example_feature_types.py``)                     | 00:19.177 | 0.0 MB |
 +------------------------------------------------------------------------------------------------------------------+-----------+--------+
diff --git a/...opment/_sources/examples/60_search/example_parallel_manual_spawning_cli.rst.txt b/...opment/_sources/examples/60_search/example_parallel_manual_spawning_cli.rst.txt
@@ -301,16 +301,16 @@ Start Auto-sklearn
  .. code-block:: none
 
     auto-sklearn results:
-      Dataset name: 8b9cede7-7023-11eb-8aae-000d3a968487
+      Dataset name: f16d305f-7081-11eb-8a74-000d3a1505e7
       Metric: accuracy
       Best validation score: 0.978723
-      Number of target algorithm runs: 15
-      Number of successful target algorithm runs: 14
+      Number of target algorithm runs: 16
+      Number of successful target algorithm runs: 15
       Number of crashed target algorithm runs: 0
       Number of target algorithms that exceeded the time limit: 1
       Number of target algorithms that exceeded the memory limit: 0
 
-    Accuracy score 0.951048951048951
+    Accuracy score 0.9440559440559441
 
 
 
@@ -342,7 +342,7 @@ line.
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** ( 0 minutes  39.228 seconds)
+   **Total running time of the script:** ( 0 minutes  40.036 seconds)
 
 
 .. _sphx_glr_download_examples_60_search_example_parallel_manual_spawning_cli.py:

diff --git a/...ent/_sources/examples/60_search/example_parallel_manual_spawning_python.rst.txt b/...ent/_sources/examples/60_search/example_parallel_manual_spawning_python.rst.txt
@@ -210,28 +210,28 @@ which means that it is automatically stopped once all computation is done.
 
  .. code-block:: none
 
-    [ERROR] [2021-02-16 06:53:19,613:asyncio] _GatheringFuture exception was never retrieved
+    [ERROR] [2021-02-16 18:09:03,972:asyncio] _GatheringFuture exception was never retrieved
     future: <_GatheringFuture finished exception=CancelledError()>
     asyncio.exceptions.CancelledError
     auto-sklearn results:
-      Dataset name: a27fca04-7023-11eb-8aae-000d3a968487
+      Dataset name: 08cd4638-7082-11eb-8a74-000d3a1505e7
       Metric: accuracy
       Best validation score: 0.978723
-      Number of target algorithm runs: 17
-      Number of successful target algorithm runs: 16
+      Number of target algorithm runs: 15
+      Number of successful target algorithm runs: 15
       Number of crashed target algorithm runs: 0
-      Number of target algorithms that exceeded the time limit: 1
+      Number of target algorithms that exceeded the time limit: 0
       Number of target algorithms that exceeded the memory limit: 0
 
-    Accuracy score 0.958041958041958
+    Accuracy score 0.951048951048951
 
 
 
 
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** ( 0 minutes  46.899 seconds)
+   **Total running time of the script:** ( 0 minutes  46.918 seconds)
 
 
 .. _sphx_glr_download_examples_60_search_example_parallel_manual_spawning_python.py:

diff --git a/development/_sources/examples/60_search/example_parallel_n_jobs.rst.txt b/development/_sources/examples/60_search/example_parallel_n_jobs.rst.txt
@@ -114,8 +114,8 @@ To use ``n_jobs_`` we must guard the code
       Dataset name: breast_cancer
       Metric: accuracy
       Best validation score: 0.992908
-      Number of target algorithm runs: 47
-      Number of successful target algorithm runs: 42
+      Number of target algorithm runs: 48
+      Number of successful target algorithm runs: 43
       Number of crashed target algorithm runs: 2
       Number of target algorithms that exceeded the time limit: 3
       Number of target algorithms that exceeded the memory limit: 0
@@ -127,7 +127,7 @@ To use ``n_jobs_`` we must guard the code
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** ( 2 minutes  5.557 seconds)
+   **Total running time of the script:** ( 2 minutes  3.905 seconds)
 
 
 .. _sphx_glr_download_examples_60_search_example_parallel_n_jobs.py:

diff --git a/development/_sources/examples/60_search/example_random_search.rst.txt b/development/_sources/examples/60_search/example_random_search.rst.txt
@@ -625,7 +625,7 @@ Fit a classifier using Random Search
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** ( 1 minutes  51.289 seconds)
+   **Total running time of the script:** ( 1 minutes  50.441 seconds)
 
 
 .. _sphx_glr_download_examples_60_search_example_random_search.py:

diff --git a/development/_sources/examples/60_search/example_sequential.rst.txt b/development/_sources/examples/60_search/example_sequential.rst.txt
@@ -276,7 +276,7 @@ Get the Score of the final ensemble
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** ( 1 minutes  56.253 seconds)
+   **Total running time of the script:** ( 1 minutes  55.738 seconds)
 
 
 .. _sphx_glr_download_examples_60_search_example_sequential.py: