Sarah Krebs: Merge branch 'main' of github.com:automl/SMAC3 into deve…

…lopment

development/.buildinfo

@@ -1,4 +1,4 @@
 # Sphinx build info version 1
 # This file hashes the configuration used when building these files. When it is not found, a full rebuild will be done.
-config: 90faed2217151f73460d686b39135ff6
+config: 27dc8bf46e8e02dc0d62a05f2db8e1ae
 tags: 645f666f9bcd5a90fca523b33c5a78b7

development/_sources/examples/1_basics/1_quadratic_function.rst.txt

@@ -154,7 +154,7 @@ 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  3.286 seconds)
+   **Total running time of the script:** ( 0 minutes  3.015 seconds)
 
 
 .. _sphx_glr_download_examples_1_basics_1_quadratic_function.py:

development/_sources/examples/1_basics/2_svm_cv.rst.txt

@@ -1335,7 +1335,7 @@ types as well as conditional hyperparameters.
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** ( 0 minutes  1.894 seconds)
+   **Total running time of the script:** ( 0 minutes  1.713 seconds)
 
 
 .. _sphx_glr_download_examples_1_basics_2_svm_cv.py:

development/_sources/examples/1_basics/3_ask_and_tell.rst.txt

@@ -140,7 +140,7 @@ This examples show how to use the Ask-and-Tell interface.
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** ( 0 minutes  3.893 seconds)
+   **Total running time of the script:** ( 0 minutes  3.585 seconds)
 
 
 .. _sphx_glr_download_examples_1_basics_3_ask_and_tell.py:

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  0.192 seconds)
+   **Total running time of the script:** ( 0 minutes  0.190 seconds)
 
 
 .. _sphx_glr_download_examples_1_basics_4_callback.py:

development/_sources/examples/1_basics/5_continue.rst.txt

@@ -170,7 +170,7 @@ 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  1.118 seconds)
+   **Total running time of the script:** ( 0 minutes  0.980 seconds)
 
 
 .. _sphx_glr_download_examples_1_basics_5_continue.py:

development/_sources/examples/1_basics/6_priors.rst.txt

@@ -225,7 +225,7 @@ optimization, you have to change the acquisition function to ``PriorAcquisitionF
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** ( 0 minutes  35.289 seconds)
+   **Total running time of the script:** ( 0 minutes  31.383 seconds)
 
 
 .. _sphx_glr_download_examples_1_basics_6_priors.py:

development/_sources/examples/1_basics/sg_execution_times.rst.txt

@@ -6,18 +6,18 @@
 
 Computation times
 =================
-**00:45.673** total execution time for **examples_1_basics** files:
+**00:40.865** total execution time for **examples_1_basics** files:
 
 +-----------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_examples_1_basics_6_priors.py` (``6_priors.py``)                         | 00:35.289 | 0.0 MB |
+| :ref:`sphx_glr_examples_1_basics_6_priors.py` (``6_priors.py``)                         | 00:31.383 | 0.0 MB |
 +-----------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_examples_1_basics_3_ask_and_tell.py` (``3_ask_and_tell.py``)             | 00:03.893 | 0.0 MB |
+| :ref:`sphx_glr_examples_1_basics_3_ask_and_tell.py` (``3_ask_and_tell.py``)             | 00:03.585 | 0.0 MB |
 +-----------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_examples_1_basics_1_quadratic_function.py` (``1_quadratic_function.py``) | 00:03.286 | 0.0 MB |
+| :ref:`sphx_glr_examples_1_basics_1_quadratic_function.py` (``1_quadratic_function.py``) | 00:03.015 | 0.0 MB |
 +-----------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_examples_1_basics_2_svm_cv.py` (``2_svm_cv.py``)                         | 00:01.894 | 0.0 MB |
+| :ref:`sphx_glr_examples_1_basics_2_svm_cv.py` (``2_svm_cv.py``)                         | 00:01.713 | 0.0 MB |
 +-----------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_examples_1_basics_5_continue.py` (``5_continue.py``)                     | 00:01.118 | 0.0 MB |
+| :ref:`sphx_glr_examples_1_basics_5_continue.py` (``5_continue.py``)                     | 00:00.980 | 0.0 MB |
 +-----------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_examples_1_basics_4_callback.py` (``4_callback.py``)                     | 00:00.192 | 0.0 MB |
+| :ref:`sphx_glr_examples_1_basics_4_callback.py` (``4_callback.py``)                     | 00:00.190 | 0.0 MB |
 +-----------------------------------------------------------------------------------------+-----------+--------+

development/_sources/examples/2_multi_fidelity/1_mlp_epochs.rst.txt

@@ -68,17 +68,17 @@ is chosen to optimize the average accuracy on 5-fold cross validation.
     [INFO][smbo.py:319] Finished 0 trials.
     [INFO][abstract_intensifier.py:515] Added config 72f7f7 as new incumbent because there are no incumbents yet.
     [INFO][smbo.py:327] Configuration budget is exhausted:
-    [INFO][smbo.py:328] --- Remaining wallclock time: -0.21197295188903809
+    [INFO][smbo.py:328] --- Remaining wallclock time: -0.15369296073913574
     [INFO][smbo.py:329] --- Remaining cpu time: inf
-    [INFO][smbo.py:330] --- Remaining trials: 407
+    [INFO][smbo.py:330] --- Remaining trials: 394
     [INFO][abstract_intensifier.py:590] Added config eb39a1 and rejected config 72f7f7 as incumbent because it is not better than the incumbents on 1 instances:
     Default cost (SuccessiveHalving): 0.36672856700711853
     Incumbent cost (SuccessiveHalving): 0.021148251315382338
     [INFO][abstract_initial_design.py:82] Using `n_configs` and ignoring `n_configs_per_hyperparameter`.
     [INFO][abstract_facade.py:200] Workers are reduced to 8.
     /opt/hostedtoolcache/Python/3.10.12/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 35783 instead
+    Hosting the HTTP server on port 37533 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.
@@ -98,15 +98,13 @@ is chosen to optimize the average accuracy on 5-fold cross validation.
     [INFO][smbo.py:319] Finished 0 trials.
     [INFO][smbo.py:319] Finished 0 trials.
     [INFO][smbo.py:319] Finished 0 trials.
-    [INFO][abstract_intensifier.py:515] Added config ceb3eb as new incumbent because there are no incumbents yet.
-    [INFO][abstract_intensifier.py:590] Added config efc781 and rejected config ceb3eb as incumbent because it is not better than the incumbents on 1 instances:
-    [INFO][abstract_intensifier.py:590] Added config 9d67d8 and rejected config efc781 as incumbent because it is not better than the incumbents on 1 instances:
-    [INFO][smbo.py:319] Finished 50 trials.
-    [INFO][smbo.py:319] Finished 50 trials.
+    [INFO][abstract_intensifier.py:515] Added config 04388a as new incumbent because there are no incumbents yet.
+    [INFO][abstract_intensifier.py:590] Added config 977e15 and rejected config 04388a as incumbent because it is not better than the incumbents on 1 instances:
+    [INFO][abstract_intensifier.py:590] Added config 9d67d8 and rejected config 977e15 as incumbent because it is not better than the incumbents on 1 instances:
     [INFO][smbo.py:327] Configuration budget is exhausted:
-    [INFO][smbo.py:328] --- Remaining wallclock time: -0.13264775276184082
+    [INFO][smbo.py:328] --- Remaining wallclock time: -0.22380280494689941
     [INFO][smbo.py:329] --- Remaining cpu time: inf
-    [INFO][smbo.py:330] --- Remaining trials: 422
+    [INFO][smbo.py:330] --- Remaining trials: 428
     Default cost (Hyperband): 0.36672856700711853
     Incumbent cost (Hyperband): 0.0178087279480037
 
@@ -287,7 +285,7 @@ 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  48.302 seconds)
+   **Total running time of the script:** ( 2 minutes  42.263 seconds)
 
 
 .. _sphx_glr_download_examples_2_multi_fidelity_1_mlp_epochs.py:

development/_sources/examples/2_multi_fidelity/2_sgd_datasets.rst.txt

@@ -62,10 +62,11 @@ the target function now is required to have an instance argument.
     [INFO][smbo.py:319] Finished 150 trials.
     [INFO][smbo.py:319] Finished 200 trials.
     [INFO][smbo.py:319] Finished 250 trials.
+    [INFO][smbo.py:319] Finished 300 trials.
     [INFO][smbo.py:327] Configuration budget is exhausted:
-    [INFO][smbo.py:328] --- Remaining wallclock time: -0.39971089363098145
+    [INFO][smbo.py:328] --- Remaining wallclock time: -0.031206130981445312
     [INFO][smbo.py:329] --- Remaining cpu time: inf
-    [INFO][smbo.py:330] --- Remaining trials: 4746
+    [INFO][smbo.py:330] --- Remaining trials: 4666
     Default cost: 0.15489347419148672
     Incumbent cost: 0.006249006102246613
 
@@ -207,7 +208,7 @@ the target function now is required to have an instance argument.
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** ( 0 minutes  41.340 seconds)
+   **Total running time of the script:** ( 0 minutes  38.145 seconds)
 
 
 .. _sphx_glr_download_examples_2_multi_fidelity_2_sgd_datasets.py:

development/_sources/examples/2_multi_fidelity/sg_execution_times.rst.txt

@@ -6,10 +6,10 @@
 
 Computation times
 =================
-**03:29.642** total execution time for **examples_2_multi_fidelity** files:
+**03:20.408** total execution time for **examples_2_multi_fidelity** files:
 
 +-------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_examples_2_multi_fidelity_1_mlp_epochs.py` (``1_mlp_epochs.py``)     | 02:48.302 | 0.0 MB |
+| :ref:`sphx_glr_examples_2_multi_fidelity_1_mlp_epochs.py` (``1_mlp_epochs.py``)     | 02:42.263 | 0.0 MB |
 +-------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_examples_2_multi_fidelity_2_sgd_datasets.py` (``2_sgd_datasets.py``) | 00:41.340 | 0.0 MB |
+| :ref:`sphx_glr_examples_2_multi_fidelity_2_sgd_datasets.py` (``2_sgd_datasets.py``) | 00:38.145 | 0.0 MB |
 +-------------------------------------------------------------------------------------+-----------+--------+

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  12.899 seconds)
+   **Total running time of the script:** ( 0 minutes  10.841 seconds)
 
 
 .. _sphx_glr_download_examples_3_multi_objective_1_schaffer.py:

development/_sources/examples/3_multi_objective/2_parego.rst.txt

@@ -46,23 +46,23 @@ mean accuracy and run-time of each configuration.
     [INFO][abstract_initial_design.py:147] Using 5 initial design configurations and 0 additional configurations.
     [INFO][abstract_intensifier.py:515] Added config 3623cc as new incumbent because there are no incumbents yet.
     [INFO][abstract_intensifier.py:598] Config 540db2 is a new incumbent. Total number of incumbents: 2.
-    [INFO][abstract_intensifier.py:598] Config 3b5efd is a new incumbent. Total number of incumbents: 3.
-    [INFO][abstract_intensifier.py:598] Config 20a917 is a new incumbent. Total number of incumbents: 4.
-    [INFO][abstract_intensifier.py:590] Added config ff5e22 and rejected config 3623cc as incumbent because it is not better than the incumbents on 2 instances:
-    [INFO][abstract_intensifier.py:598] Config e5a66a is a new incumbent. Total number of incumbents: 5.
+    [INFO][abstract_intensifier.py:590] Added config 3b5efd and rejected config 540db2 as incumbent because it is not better than the incumbents on 2 instances:
+    [INFO][abstract_intensifier.py:598] Config 81a047 is a new incumbent. Total number of incumbents: 3.
+    [INFO][abstract_intensifier.py:590] Added config 3e7415 and rejected config 81a047 as incumbent because it is not better than the incumbents on 2 instances:
+    [INFO][abstract_intensifier.py:598] Config 921320 is a new incumbent. Total number of incumbents: 4.
+    [INFO][abstract_intensifier.py:598] Config c16b35 is a new incumbent. Total number of incumbents: 4.
     [INFO][smbo.py:327] Configuration budget is exhausted:
-    [INFO][smbo.py:328] --- Remaining wallclock time: -0.003428936004638672
+    [INFO][smbo.py:328] --- Remaining wallclock time: -0.13481664657592773
     [INFO][smbo.py:329] --- Remaining cpu time: inf
-    [INFO][smbo.py:330] --- Remaining trials: 175
+    [INFO][smbo.py:330] --- Remaining trials: 174
     Validated costs from default config: 
-    --- [0.60155834 0.30459821]
+    --- [0.60155834 0.24845362]
 
     Validated costs from the Pareto front (incumbents):
-    --- [0.04813757 0.95074058]
-    --- [0.03561281 1.18144476]
-    --- [0.38257119 0.59237599]
-    --- [0.60406453 0.33409846]
-    --- [0.06427963 0.92649043]
+    --- [0.88924791 0.33975661]
+    --- [0.381474   0.86790586]
+    --- [0.02894073 0.82340729]
+    --- [0.02810817 0.93730927]
 
 
 
@@ -243,7 +243,7 @@ mean accuracy and run-time of each configuration.
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** ( 0 minutes  38.825 seconds)
+   **Total running time of the script:** ( 0 minutes  36.771 seconds)
 
 
 .. _sphx_glr_download_examples_3_multi_objective_2_parego.py:

development/_sources/examples/3_multi_objective/sg_execution_times.rst.txt

@@ -6,10 +6,10 @@
 
 Computation times
 =================
-**00:51.723** total execution time for **examples_3_multi_objective** files:
+**00:47.613** total execution time for **examples_3_multi_objective** files:
 
 +------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_examples_3_multi_objective_2_parego.py` (``2_parego.py``)     | 00:38.825 | 0.0 MB |
+| :ref:`sphx_glr_examples_3_multi_objective_2_parego.py` (``2_parego.py``)     | 00:36.771 | 0.0 MB |
 +------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_examples_3_multi_objective_1_schaffer.py` (``1_schaffer.py``) | 00:12.899 | 0.0 MB |
+| :ref:`sphx_glr_examples_3_multi_objective_1_schaffer.py` (``1_schaffer.py``) | 00:10.841 | 0.0 MB |
 +------------------------------------------------------------------------------+-----------+--------+

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  6.091 seconds)
+   **Total running time of the script:** ( 0 minutes  5.173 seconds)
 
 
 .. _sphx_glr_download_examples_5_commandline_1_call_target_function_script.py:

development/_sources/examples/5_commandline/sg_execution_times.rst.txt

@@ -6,8 +6,8 @@
 
 Computation times
 =================
-**00:06.091** total execution time for **examples_5_commandline** files:
+**00:05.173** total execution time for **examples_5_commandline** files:
 
 +----------------------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_examples_5_commandline_1_call_target_function_script.py` (``1_call_target_function_script.py``) | 00:06.091 | 0.0 MB |
+| :ref:`sphx_glr_examples_5_commandline_1_call_target_function_script.py` (``1_call_target_function_script.py``) | 00:05.173 | 0.0 MB |
 +----------------------------------------------------------------------------------------------------------------+-----------+--------+

development/examples/1_basics/1_quadratic_function.html

@@ -1135,7 +1135,7 @@
     <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  3.286 seconds)</p>
+<p class="sphx-glr-timing"><strong>Total running time of the script:</strong> ( 0 minutes  3.015 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" width="150px" /></a>

development/examples/1_basics/2_svm_cv.html

@@ -2322,7 +2322,7 @@
     <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  1.894 seconds)</p>
+<p class="sphx-glr-timing"><strong>Total running time of the script:</strong> ( 0 minutes  1.713 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" width="150px" /></a>

development/examples/1_basics/3_ask_and_tell.html

@@ -1127,7 +1127,7 @@
     <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  3.893 seconds)</p>
+<p class="sphx-glr-timing"><strong>Total running time of the script:</strong> ( 0 minutes  3.585 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" width="150px" /></a>

development/examples/1_basics/4_callback.html

@@ -1133,7 +1133,7 @@
     <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  0.192 seconds)</p>
+<p class="sphx-glr-timing"><strong>Total running time of the script:</strong> ( 0 minutes  0.190 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" width="150px" /></a>

development/examples/1_basics/5_continue.html

@@ -1155,7 +1155,7 @@
     <span class="nb">print</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;Incumbent cost of continued run: </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  1.118 seconds)</p>
+<p class="sphx-glr-timing"><strong>Total running time of the script:</strong> ( 0 minutes  0.980 seconds)</p>
 <div class="sphx-glr-footer sphx-glr-footer-example docutils container" id="sphx-glr-download-examples-1-basics-5-continue-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/5_continue.ipynb"><img alt="Launch binder" src="../../_images/binder_badge_logo.svg" width="150px" /></a>