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diff --git a/development/.doctrees/environment.pickle b/development/.doctrees/environment.pickle
diff --git a/development/.doctrees/examples/1_basics/1_quadratic_function.doctree b/development/.doctrees/examples/1_basics/1_quadratic_function.doctree
diff --git a/development/.doctrees/examples/1_basics/2_svm_cv.doctree b/development/.doctrees/examples/1_basics/2_svm_cv.doctree
diff --git a/development/.doctrees/examples/1_basics/3_ask_and_tell.doctree b/development/.doctrees/examples/1_basics/3_ask_and_tell.doctree
diff --git a/development/.doctrees/examples/1_basics/4_callback.doctree b/development/.doctrees/examples/1_basics/4_callback.doctree
diff --git a/development/.doctrees/examples/1_basics/5_continue.doctree b/development/.doctrees/examples/1_basics/5_continue.doctree
diff --git a/development/.doctrees/examples/1_basics/6_priors.doctree b/development/.doctrees/examples/1_basics/6_priors.doctree
diff --git a/development/.doctrees/examples/1_basics/sg_execution_times.doctree b/development/.doctrees/examples/1_basics/sg_execution_times.doctree
diff --git a/development/.doctrees/examples/2_multi_fidelity/1_mlp_epochs.doctree b/development/.doctrees/examples/2_multi_fidelity/1_mlp_epochs.doctree
diff --git a/development/.doctrees/examples/2_multi_fidelity/2_sgd_datasets.doctree b/development/.doctrees/examples/2_multi_fidelity/2_sgd_datasets.doctree
diff --git a/development/.doctrees/examples/2_multi_fidelity/3_specify_HB_via_total_budget.doctree b/development/.doctrees/examples/2_multi_fidelity/3_specify_HB_via_total_budget.doctree
diff --git a/development/.doctrees/examples/2_multi_fidelity/sg_execution_times.doctree b/development/.doctrees/examples/2_multi_fidelity/sg_execution_times.doctree
diff --git a/development/.doctrees/examples/3_multi_objective/1_schaffer.doctree b/development/.doctrees/examples/3_multi_objective/1_schaffer.doctree
diff --git a/development/.doctrees/examples/3_multi_objective/2_parego.doctree b/development/.doctrees/examples/3_multi_objective/2_parego.doctree
diff --git a/development/.doctrees/examples/3_multi_objective/sg_execution_times.doctree b/development/.doctrees/examples/3_multi_objective/sg_execution_times.doctree
diff --git a/development/.doctrees/examples/5_commandline/1_call_target_function_script.doctree b/development/.doctrees/examples/5_commandline/1_call_target_function_script.doctree
diff --git a/development/.doctrees/examples/5_commandline/sg_execution_times.doctree b/development/.doctrees/examples/5_commandline/sg_execution_times.doctree
diff --git a/development/.doctrees/sg_execution_times.doctree b/development/.doctrees/sg_execution_times.doctree
diff --git a/development/_downloads/063faf88baea73dba8e7341bd337a200/1_quadratic_function.zip b/development/_downloads/063faf88baea73dba8e7341bd337a200/1_quadratic_function.zip
diff --git a/development/_downloads/1e0c944ace9c062b0d0e5384a117c0a9/2_sgd_datasets.zip b/development/_downloads/1e0c944ace9c062b0d0e5384a117c0a9/2_sgd_datasets.zip
diff --git a/development/_downloads/27a00d8d416eb0656332c9b4aa2106f2/1_schaffer.zip b/development/_downloads/27a00d8d416eb0656332c9b4aa2106f2/1_schaffer.zip
diff --git a/development/_downloads/3e10c4404a224fa5a1f640ee1420cee0/2_svm_cv.zip b/development/_downloads/3e10c4404a224fa5a1f640ee1420cee0/2_svm_cv.zip
diff --git a/development/_downloads/49ed3f530b360a5f903030f84d3fbc00/1_call_target_function_script.zip b/development/_downloads/49ed3f530b360a5f903030f84d3fbc00/1_call_target_function_script.zip
diff --git a/development/_downloads/5f7af4d241173fd9f4d4445891bb8995/1_mlp_epochs.zip b/development/_downloads/5f7af4d241173fd9f4d4445891bb8995/1_mlp_epochs.zip
diff --git a/development/_downloads/6d5784621a777b1b2116cd9e73c2fbb3/3_ask_and_tell.zip b/development/_downloads/6d5784621a777b1b2116cd9e73c2fbb3/3_ask_and_tell.zip
diff --git a/development/_downloads/8e591d0775f87f99196616171f815f56/4_callback.zip b/development/_downloads/8e591d0775f87f99196616171f815f56/4_callback.zip
diff --git a/development/_downloads/bc82bea3a5dd7bdba60b65220891d9e5/examples_python.zip b/development/_downloads/bc82bea3a5dd7bdba60b65220891d9e5/examples_python.zip
diff --git a/development/_downloads/c3274eae6f91897cdd95549b09a79a4e/3_specify_HB_via_total_budget.zip b/development/_downloads/c3274eae6f91897cdd95549b09a79a4e/3_specify_HB_via_total_budget.zip
diff --git a/development/_downloads/d198a13b3da9ac20be16998a6bf61983/6_priors.zip b/development/_downloads/d198a13b3da9ac20be16998a6bf61983/6_priors.zip
diff --git a/development/_downloads/d7d5ff2dd061059c0d350ef36825b902/5_continue.zip b/development/_downloads/d7d5ff2dd061059c0d350ef36825b902/5_continue.zip
diff --git a/development/_downloads/ed1a42934b5fbe7816cabd752552cf37/2_parego.zip b/development/_downloads/ed1a42934b5fbe7816cabd752552cf37/2_parego.zip
diff --git a/development/_downloads/fb625db3c50d423b1b7881136ffdeec8/examples_jupyter.zip b/development/_downloads/fb625db3c50d423b1b7881136ffdeec8/examples_jupyter.zip
diff --git a/development/_images/sphx_glr_1_mlp_epochs_001.png b/development/_images/sphx_glr_1_mlp_epochs_001.png
diff --git a/development/_images/sphx_glr_1_mlp_epochs_thumb.png b/development/_images/sphx_glr_1_mlp_epochs_thumb.png
diff --git a/development/_images/sphx_glr_2_parego_001.png b/development/_images/sphx_glr_2_parego_001.png
diff --git a/development/_images/sphx_glr_2_parego_thumb.png b/development/_images/sphx_glr_2_parego_thumb.png
diff --git a/development/_sources/examples/1_basics/1_quadratic_function.rst.txt b/development/_sources/examples/1_basics/1_quadratic_function.rst.txt
@@ -161,7 +161,7 @@ be applied to problems with large evaluation budgets (up to 1000 evaluations).
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 4.315 seconds)
+   **Total running time of the script:** (0 minutes 4.344 seconds)
 
 
 .. _sphx_glr_download_examples_1_basics_1_quadratic_function.py:

diff --git a/development/_sources/examples/1_basics/2_svm_cv.rst.txt b/development/_sources/examples/1_basics/2_svm_cv.rst.txt
@@ -387,7 +387,7 @@ types as well as conditional hyperparameters.
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 3.049 seconds)
+   **Total running time of the script:** (0 minutes 2.882 seconds)
 
 
 .. _sphx_glr_download_examples_1_basics_2_svm_cv.py:

diff --git a/development/_sources/examples/1_basics/3_ask_and_tell.rst.txt b/development/_sources/examples/1_basics/3_ask_and_tell.rst.txt
@@ -136,7 +136,7 @@ This examples show how to use the Ask-and-Tell interface.
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 3.955 seconds)
+   **Total running time of the script:** (0 minutes 3.937 seconds)
 
 
 .. _sphx_glr_download_examples_1_basics_3_ask_and_tell.py:

diff --git a/development/_sources/examples/1_basics/4_callback.rst.txt b/development/_sources/examples/1_basics/4_callback.rst.txt
@@ -146,7 +146,7 @@ Furthermore, we print some stages of the optimization process.
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 0.157 seconds)
+   **Total running time of the script:** (0 minutes 0.155 seconds)
 
 
 .. _sphx_glr_download_examples_1_basics_4_callback.py:

diff --git a/development/_sources/examples/1_basics/5_continue.rst.txt b/development/_sources/examples/1_basics/5_continue.rst.txt
@@ -172,7 +172,7 @@ there already is a previous run with the same meta data, this run will be contin
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 1.535 seconds)
+   **Total running time of the script:** (0 minutes 1.519 seconds)
 
 
 .. _sphx_glr_download_examples_1_basics_5_continue.py:

diff --git a/development/_sources/examples/1_basics/6_priors.rst.txt b/development/_sources/examples/1_basics/6_priors.rst.txt
@@ -229,7 +229,7 @@ optimization, you have to change the acquisition function to ``PriorAcquisitionF
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 39.965 seconds)
+   **Total running time of the script:** (0 minutes 39.652 seconds)
 
 
 .. _sphx_glr_download_examples_1_basics_6_priors.py:

diff --git a/development/_sources/examples/1_basics/sg_execution_times.rst.txt b/development/_sources/examples/1_basics/sg_execution_times.rst.txt
@@ -6,7 +6,7 @@
 
 Computation times
 =================
-**00:52.976** total execution time for 6 files **from examples/1_basics**:
+**00:52.489** total execution time for 6 files **from examples/1_basics**:
 
 .. container::
 
@@ -33,20 +33,20 @@ Computation times
      - Time
      - Mem (MB)
    * - :ref:`sphx_glr_examples_1_basics_6_priors.py` (``6_priors.py``)
-     - 00:39.965
+     - 00:39.652
      - 0.0
    * - :ref:`sphx_glr_examples_1_basics_1_quadratic_function.py` (``1_quadratic_function.py``)
-     - 00:04.315
+     - 00:04.344
      - 0.0
    * - :ref:`sphx_glr_examples_1_basics_3_ask_and_tell.py` (``3_ask_and_tell.py``)
-     - 00:03.955
+     - 00:03.937
      - 0.0
    * - :ref:`sphx_glr_examples_1_basics_2_svm_cv.py` (``2_svm_cv.py``)
-     - 00:03.049
+     - 00:02.882
      - 0.0
    * - :ref:`sphx_glr_examples_1_basics_5_continue.py` (``5_continue.py``)
-     - 00:01.535
+     - 00:01.519
      - 0.0
    * - :ref:`sphx_glr_examples_1_basics_4_callback.py` (``4_callback.py``)
-     - 00:00.157
+     - 00:00.155
      - 0.0
diff --git a/development/_sources/examples/2_multi_fidelity/1_mlp_epochs.rst.txt b/development/_sources/examples/2_multi_fidelity/1_mlp_epochs.rst.txt
@@ -68,19 +68,17 @@ is chosen to optimize the average accuracy on 5-fold cross validation.
     [INFO][smbo.py:320] Finished 0 trials.
     [INFO][smbo.py:320] Finished 100 trials.
     [INFO][smbo.py:320] Finished 100 trials.
-    [INFO][smbo.py:320] Finished 100 trials.
-    [INFO][smbo.py:320] Finished 100 trials.
     [INFO][smbo.py:328] Configuration budget is exhausted:
-    [INFO][smbo.py:329] --- Remaining wallclock time: -1.5204591751098633
+    [INFO][smbo.py:329] --- Remaining wallclock time: -1.0163328647613525
     [INFO][smbo.py:330] --- Remaining cpu time: inf
-    [INFO][smbo.py:331] --- Remaining trials: 157
+    [INFO][smbo.py:331] --- Remaining trials: 193
     Default cost (SuccessiveHalving): 0.36672856700711853
     Incumbent cost (SuccessiveHalving): inf
     [INFO][abstract_initial_design.py:82] Using `n_configs` and ignoring `n_configs_per_hyperparameter`.
     [INFO][abstract_facade.py:203] Workers are reduced to 8.
     /opt/hostedtoolcache/Python/3.10.14/x64/lib/python3.10/site-packages/distributed/node.py:182: UserWarning: Port 8787 is already in use.
     Perhaps you already have a cluster running?
-    Hosting the HTTP server on port 36035 instead
+    Hosting the HTTP server on port 46695 instead
       warnings.warn(
     [INFO][abstract_initial_design.py:147] Using 5 initial design configurations and 0 additional configurations.
     [INFO][successive_halving.py:164] Successive Halving uses budget type BUDGETS with eta 3, min budget 1, and max budget 25.
@@ -101,17 +99,12 @@ is chosen to optimize the average accuracy on 5-fold cross validation.
     [INFO][smbo.py:320] Finished 0 trials.
     [INFO][smbo.py:320] Finished 0 trials.
     [INFO][abstract_intensifier.py:516] Added config 6ad6db as new incumbent because there are no incumbents yet.
-    [INFO][abstract_intensifier.py:595] Added config 7d5bce and rejected config 6ad6db as incumbent because it is not better than the incumbents on 1 instances:
-    [INFO][smbo.py:320] Finished 50 trials.
-    [INFO][abstract_intensifier.py:595] Added config 752777 and rejected config 7d5bce as incumbent because it is not better than the incumbents on 1 instances:
-    [INFO][smbo.py:320] Finished 100 trials.
-    [INFO][abstract_intensifier.py:595] Added config c773e7 and rejected config 752777 as incumbent because it is not better than the incumbents on 1 instances:
-    [INFO][smbo.py:328] Configuration budget is exhausted:
-    [INFO][smbo.py:329] --- Remaining wallclock time: -0.05228304862976074
-    [INFO][smbo.py:330] --- Remaining cpu time: inf
-    [INFO][smbo.py:331] --- Remaining trials: 256
+    [WARNING][config_selector.py:241] Could not return a new configuration after 16 retries.
+    [INFO][smbo.py:333] Shutting down because the stop flag was set.
+    [INFO][abstract_intensifier.py:595] Added config e51ac6 and rejected config 6ad6db as incumbent because it is not better than the incumbents on 1 instances:
+    [INFO][abstract_intensifier.py:595] Added config 07ad81 and rejected config e51ac6 as incumbent because it is not better than the incumbents on 1 instances:
     Default cost (Hyperband): 0.36672856700711853
-    Incumbent cost (Hyperband): 0.02170380687093787
+    Incumbent cost (Hyperband): 0.025601980810894487
 
 
 
@@ -290,7 +283,7 @@ is chosen to optimize the average accuracy on 5-fold cross validation.
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (2 minutes 13.364 seconds)
+   **Total running time of the script:** (2 minutes 2.490 seconds)
 
 
 .. _sphx_glr_download_examples_2_multi_fidelity_1_mlp_epochs.py:

diff --git a/development/_sources/examples/2_multi_fidelity/2_sgd_datasets.rst.txt b/development/_sources/examples/2_multi_fidelity/2_sgd_datasets.rst.txt
@@ -69,9 +69,9 @@ the target function now is required to have an instance argument.
     [INFO][abstract_intensifier.py:595] Added config 2cdaac and rejected config 25625b as incumbent because it is not better than the incumbents on 45 instances:
     [INFO][smbo.py:320] Finished 450 trials.
     [INFO][smbo.py:328] Configuration budget is exhausted:
-    [INFO][smbo.py:329] --- Remaining wallclock time: -0.0034856796264648438
+    [INFO][smbo.py:329] --- Remaining wallclock time: -0.02896881103515625
     [INFO][smbo.py:330] --- Remaining cpu time: inf
-    [INFO][smbo.py:331] --- Remaining trials: 4546
+    [INFO][smbo.py:331] --- Remaining trials: 4542
     Default cost: 0.15489347419148672
     Incumbent cost: 0.00426383387912454
 
@@ -213,7 +213,7 @@ the target function now is required to have an instance argument.
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 34.152 seconds)
+   **Total running time of the script:** (0 minutes 34.137 seconds)
 
 
 .. _sphx_glr_download_examples_2_multi_fidelity_2_sgd_datasets.py:

diff --git a/...opment/_sources/examples/2_multi_fidelity/3_specify_HB_via_total_budget.rst.txt b/...opment/_sources/examples/2_multi_fidelity/3_specify_HB_via_total_budget.rst.txt
@@ -206,7 +206,7 @@ in terms of the fidelity units and let SMAC calculate how many trials that would
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 7.804 seconds)
+   **Total running time of the script:** (0 minutes 7.924 seconds)
 
 
 .. _sphx_glr_download_examples_2_multi_fidelity_3_specify_HB_via_total_budget.py:

diff --git a/development/_sources/examples/2_multi_fidelity/sg_execution_times.rst.txt b/development/_sources/examples/2_multi_fidelity/sg_execution_times.rst.txt
@@ -6,7 +6,7 @@
 
 Computation times
 =================
-**02:55.320** total execution time for 3 files **from examples/2_multi_fidelity**:
+**02:44.551** total execution time for 3 files **from examples/2_multi_fidelity**:
 
 .. container::
 
@@ -33,11 +33,11 @@ Computation times
      - Time
      - Mem (MB)
    * - :ref:`sphx_glr_examples_2_multi_fidelity_1_mlp_epochs.py` (``1_mlp_epochs.py``)
-     - 02:13.364
+     - 02:02.490
      - 0.0
    * - :ref:`sphx_glr_examples_2_multi_fidelity_2_sgd_datasets.py` (``2_sgd_datasets.py``)
-     - 00:34.152
+     - 00:34.137
      - 0.0
    * - :ref:`sphx_glr_examples_2_multi_fidelity_3_specify_HB_via_total_budget.py` (``3_specify_HB_via_total_budget.py``)
-     - 00:07.804
+     - 00:07.924
      - 0.0
diff --git a/development/_sources/examples/3_multi_objective/1_schaffer.rst.txt b/development/_sources/examples/3_multi_objective/1_schaffer.rst.txt
@@ -464,7 +464,7 @@ SMAC prioritizes the second objective over the first one.
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 8.137 seconds)
+   **Total running time of the script:** (0 minutes 8.304 seconds)
 
 
 .. _sphx_glr_download_examples_3_multi_objective_1_schaffer.py:

diff --git a/development/_sources/examples/3_multi_objective/2_parego.rst.txt b/development/_sources/examples/3_multi_objective/2_parego.rst.txt
@@ -47,33 +47,17 @@ mean accuracy and run-time of each configuration.
     [INFO][abstract_intensifier.py:516] Added config 71813f as new incumbent because there are no incumbents yet.
     [INFO][abstract_intensifier.py:603] Config bb3711 is a new incumbent. Total number of incumbents: 2.
     [INFO][abstract_intensifier.py:603] Config f07b8c is a new incumbent. Total number of incumbents: 3.
-    [INFO][abstract_intensifier.py:595] Added config 4a1664 and rejected config bb3711 as incumbent because it is not better than the incumbents on 2 instances:
-    [INFO][abstract_intensifier.py:603] Config 8dfa27 is a new incumbent. Total number of incumbents: 4.
-    [INFO][abstract_intensifier.py:595] Added config 313065 and rejected config f07b8c as incumbent because it is not better than the incumbents on 2 instances:
-    [INFO][abstract_intensifier.py:603] Config 9de2d7 is a new incumbent. Total number of incumbents: 5.
-    [INFO][abstract_intensifier.py:603] Config 58dcc3 is a new incumbent. Total number of incumbents: 6.
-    [INFO][abstract_intensifier.py:603] Config 134f40 is a new incumbent. Total number of incumbents: 7.
-    [INFO][abstract_intensifier.py:603] Config 0d687a is a new incumbent. Total number of incumbents: 8.
-    [INFO][abstract_intensifier.py:603] Config a7212a is a new incumbent. Total number of incumbents: 9.
-    [INFO][abstract_intensifier.py:603] Config 493b33 is a new incumbent. Total number of incumbents: 10.
     [INFO][smbo.py:328] Configuration budget is exhausted:
-    [INFO][smbo.py:329] --- Remaining wallclock time: -2.12070631980896
+    [INFO][smbo.py:329] --- Remaining wallclock time: -3.098658323287964
     [INFO][smbo.py:330] --- Remaining cpu time: inf
-    [INFO][smbo.py:331] --- Remaining trials: 157
+    [INFO][smbo.py:331] --- Remaining trials: 182
     Validated costs from default config: 
-    --- [0.60155834 0.16127646]
+    --- [0.60155834 0.1674453 ]
 
     Validated costs from the Pareto front (incumbents):
-    --- [0.72761606 0.19341266]
-    --- [0.03367301 0.62565744]
-    --- [0.03200093 0.73066247]
-    --- [0.11102213 0.54112792]
-    --- [0.02560043 1.18301702]
-    --- [0.02755107 0.83630717]
-    --- [0.52281492 0.29074419]
-    --- [0.58460539 0.20242119]
-    --- [0.55452724 0.21817243]
-    --- [0.75932606 0.17222536]
+    --- [0.72761606 0.20081866]
+    --- [0.05092309 0.73616958]
+    --- [0.53243036 0.59721386]
 
 
 
@@ -254,7 +238,7 @@ mean accuracy and run-time of each configuration.
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 42.612 seconds)
+   **Total running time of the script:** (0 minutes 36.641 seconds)
 
 
 .. _sphx_glr_download_examples_3_multi_objective_2_parego.py:

diff --git a/development/_sources/examples/3_multi_objective/sg_execution_times.rst.txt b/development/_sources/examples/3_multi_objective/sg_execution_times.rst.txt
@@ -6,7 +6,7 @@
 
 Computation times
 =================
-**00:50.749** total execution time for 2 files **from examples/3_multi_objective**:
+**00:44.946** total execution time for 2 files **from examples/3_multi_objective**:
 
 .. container::
 
@@ -33,8 +33,8 @@ Computation times
      - Time
      - Mem (MB)
    * - :ref:`sphx_glr_examples_3_multi_objective_2_parego.py` (``2_parego.py``)
-     - 00:42.612
+     - 00:36.641
      - 0.0
    * - :ref:`sphx_glr_examples_3_multi_objective_1_schaffer.py` (``1_schaffer.py``)
-     - 00:08.137
+     - 00:08.304
      - 0.0
diff --git a/development/_sources/examples/5_commandline/1_call_target_function_script.rst.txt b/development/_sources/examples/5_commandline/1_call_target_function_script.rst.txt
@@ -112,7 +112,7 @@ This simple example shows how to call a script with the following content:
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 20.069 seconds)
+   **Total running time of the script:** (0 minutes 19.775 seconds)
 
 
 .. _sphx_glr_download_examples_5_commandline_1_call_target_function_script.py:

diff --git a/development/_sources/examples/5_commandline/sg_execution_times.rst.txt b/development/_sources/examples/5_commandline/sg_execution_times.rst.txt
@@ -6,7 +6,7 @@
 
 Computation times
 =================
-**00:20.069** total execution time for 1 file **from examples/5_commandline**:
+**00:19.775** total execution time for 1 file **from examples/5_commandline**:
 
 .. container::
 
@@ -33,5 +33,5 @@ Computation times
      - Time
      - Mem (MB)
    * - :ref:`sphx_glr_examples_5_commandline_1_call_target_function_script.py` (``1_call_target_function_script.py``)
-     - 00:20.069
+     - 00:19.775
      - 0.0
diff --git a/development/_sources/sg_execution_times.rst.txt b/development/_sources/sg_execution_times.rst.txt
@@ -6,7 +6,7 @@
 
 Computation times
 =================
-**04:59.114** total execution time for 12 files **from all galleries**:
+**04:41.760** total execution time for 12 files **from all galleries**:
 
 .. container::
 
@@ -33,38 +33,38 @@ Computation times
      - Time
      - Mem (MB)
    * - :ref:`sphx_glr_examples_2_multi_fidelity_1_mlp_epochs.py` (``../examples/2_multi_fidelity/1_mlp_epochs.py``)
-     - 02:13.364
-     - 0.0
-   * - :ref:`sphx_glr_examples_3_multi_objective_2_parego.py` (``../examples/3_multi_objective/2_parego.py``)
-     - 00:42.612
+     - 02:02.490
      - 0.0
    * - :ref:`sphx_glr_examples_1_basics_6_priors.py` (``../examples/1_basics/6_priors.py``)
-     - 00:39.965
+     - 00:39.652
+     - 0.0
+   * - :ref:`sphx_glr_examples_3_multi_objective_2_parego.py` (``../examples/3_multi_objective/2_parego.py``)
+     - 00:36.641
      - 0.0
    * - :ref:`sphx_glr_examples_2_multi_fidelity_2_sgd_datasets.py` (``../examples/2_multi_fidelity/2_sgd_datasets.py``)
-     - 00:34.152
+     - 00:34.137
      - 0.0
    * - :ref:`sphx_glr_examples_5_commandline_1_call_target_function_script.py` (``../examples/5_commandline/1_call_target_function_script.py``)
-     - 00:20.069
+     - 00:19.775
      - 0.0
    * - :ref:`sphx_glr_examples_3_multi_objective_1_schaffer.py` (``../examples/3_multi_objective/1_schaffer.py``)
-     - 00:08.137
+     - 00:08.304
      - 0.0
    * - :ref:`sphx_glr_examples_2_multi_fidelity_3_specify_HB_via_total_budget.py` (``../examples/2_multi_fidelity/3_specify_HB_via_total_budget.py``)
-     - 00:07.804
+     - 00:07.924
      - 0.0
    * - :ref:`sphx_glr_examples_1_basics_1_quadratic_function.py` (``../examples/1_basics/1_quadratic_function.py``)
-     - 00:04.315
+     - 00:04.344
      - 0.0
    * - :ref:`sphx_glr_examples_1_basics_3_ask_and_tell.py` (``../examples/1_basics/3_ask_and_tell.py``)
-     - 00:03.955
+     - 00:03.937
      - 0.0
    * - :ref:`sphx_glr_examples_1_basics_2_svm_cv.py` (``../examples/1_basics/2_svm_cv.py``)
-     - 00:03.049
+     - 00:02.882
      - 0.0
    * - :ref:`sphx_glr_examples_1_basics_5_continue.py` (``../examples/1_basics/5_continue.py``)
-     - 00:01.535
+     - 00:01.519
      - 0.0
    * - :ref:`sphx_glr_examples_1_basics_4_callback.py` (``../examples/1_basics/4_callback.py``)
-     - 00:00.157
+     - 00:00.155
      - 0.0
diff --git a/development/examples/1_basics/1_quadratic_function.html b/development/examples/1_basics/1_quadratic_function.html
@@ -1158,7 +1158,7 @@
     <span class="n">plot</span><span class="p">(</span><span class="n">smac</span><span class="o">.</span><span class="n">runhistory</span><span class="p">,</span> <span class="n">incumbent</span><span class="p">)</span>
 </pre></div>
 </div>
-<p class="sphx-glr-timing"><strong>Total running time of the script:</strong> (0 minutes 4.315 seconds)</p>
+<p class="sphx-glr-timing"><strong>Total running time of the script:</strong> (0 minutes 4.344 seconds)</p>
 <div class="sphx-glr-footer sphx-glr-footer-example docutils container" id="sphx-glr-download-examples-1-basics-1-quadratic-function-py">
 <div class="binder-badge docutils container">
 <a class="reference external image-reference" href="https://mybinder.org/v2/gh/automl/SMAC3/main?urlpath=lab/tree/notebooks/examples/1_basics/1_quadratic_function.ipynb"><img alt="Launch binder" src="../../_images/binder_badge_logo.svg" style="width: 150px;" />

diff --git a/development/examples/1_basics/2_svm_cv.html b/development/examples/1_basics/2_svm_cv.html
@@ -1390,7 +1390,7 @@
     <span class="nb">print</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;Incumbent cost: </span><span class="si">{</span><span class="n">incumbent_cost</span><span class="si">}</span><span class="s2">&quot;</span><span class="p">)</span>
 </pre></div>
 </div>
-<p class="sphx-glr-timing"><strong>Total running time of the script:</strong> (0 minutes 3.049 seconds)</p>
+<p class="sphx-glr-timing"><strong>Total running time of the script:</strong> (0 minutes 2.882 seconds)</p>
 <div class="sphx-glr-footer sphx-glr-footer-example docutils container" id="sphx-glr-download-examples-1-basics-2-svm-cv-py">
 <div class="binder-badge docutils container">
 <a class="reference external image-reference" href="https://mybinder.org/v2/gh/automl/SMAC3/main?urlpath=lab/tree/notebooks/examples/1_basics/2_svm_cv.ipynb"><img alt="Launch binder" src="../../_images/binder_badge_logo.svg" style="width: 150px;" />

diff --git a/development/examples/1_basics/3_ask_and_tell.html b/development/examples/1_basics/3_ask_and_tell.html
@@ -1139,7 +1139,7 @@
     <span class="nb">print</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;Incumbent cost: </span><span class="si">{</span><span class="n">incumbent_cost</span><span class="si">}</span><span class="s2">&quot;</span><span class="p">)</span>
 </pre></div>
 </div>
-<p class="sphx-glr-timing"><strong>Total running time of the script:</strong> (0 minutes 3.955 seconds)</p>
+<p class="sphx-glr-timing"><strong>Total running time of the script:</strong> (0 minutes 3.937 seconds)</p>
 <div class="sphx-glr-footer sphx-glr-footer-example docutils container" id="sphx-glr-download-examples-1-basics-3-ask-and-tell-py">
 <div class="binder-badge docutils container">
 <a class="reference external image-reference" href="https://mybinder.org/v2/gh/automl/SMAC3/main?urlpath=lab/tree/notebooks/examples/1_basics/3_ask_and_tell.ipynb"><img alt="Launch binder" src="../../_images/binder_badge_logo.svg" style="width: 150px;" />

diff --git a/development/examples/1_basics/4_callback.html b/development/examples/1_basics/4_callback.html
@@ -1149,7 +1149,7 @@
     <span class="p">)</span><span class="o">.</span><span class="n">optimize</span><span class="p">()</span>
 </pre></div>
 </div>
-<p class="sphx-glr-timing"><strong>Total running time of the script:</strong> (0 minutes 0.157 seconds)</p>
+<p class="sphx-glr-timing"><strong>Total running time of the script:</strong> (0 minutes 0.155 seconds)</p>
 <div class="sphx-glr-footer sphx-glr-footer-example docutils container" id="sphx-glr-download-examples-1-basics-4-callback-py">
 <div class="binder-badge docutils container">
 <a class="reference external image-reference" href="https://mybinder.org/v2/gh/automl/SMAC3/main?urlpath=lab/tree/notebooks/examples/1_basics/4_callback.ipynb"><img alt="Launch binder" src="../../_images/binder_badge_logo.svg" style="width: 150px;" />