C. Benjamins: Update CHANGELOG.md

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

@@ -165,7 +165,7 @@ 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 4.234 seconds)
+   **Total running time of the script:** (0 minutes 4.262 seconds)
 
 
 .. _sphx_glr_download_examples_1_basics_1_quadratic_function.py:

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

@@ -1331,7 +1331,7 @@ types as well as conditional hyperparameters.
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 1.520 seconds)
+   **Total running time of the script:** (0 minutes 1.514 seconds)
 
 
 .. _sphx_glr_download_examples_1_basics_2_svm_cv.py:

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

@@ -141,7 +141,7 @@ This examples show how to use the Ask-and-Tell interface.
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 3.931 seconds)
+   **Total running time of the script:** (0 minutes 3.933 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 0.149 seconds)
+   **Total running time of the script:** (0 minutes 0.145 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 1.582 seconds)
+   **Total running time of the script:** (0 minutes 1.503 seconds)
 
 
 .. _sphx_glr_download_examples_1_basics_5_continue.py:

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

@@ -223,7 +223,7 @@ optimization, you have to change the acquisition function to ``PriorAcquisitionF
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 22.196 seconds)
+   **Total running time of the script:** (0 minutes 21.926 seconds)
 
 
 .. _sphx_glr_download_examples_1_basics_6_priors.py:

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

@@ -6,7 +6,7 @@
 
 Computation times
 =================
-**00:33.612** total execution time for 6 files **from examples/1_basics**:
+**00:33.283** 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``)
-     - 00:22.196
+     - 00:21.926
      - 0.0
    * - :ref:`sphx_glr_examples_1_basics_1_quadratic_function.py` (``1_quadratic_function.py``)
-     - 00:04.234
+     - 00:04.262
      - 0.0
    * - :ref:`sphx_glr_examples_1_basics_3_ask_and_tell.py` (``3_ask_and_tell.py``)
-     - 00:03.931
-     - 0.0
-   * - :ref:`sphx_glr_examples_1_basics_5_continue.py` (``5_continue.py``)
-     - 00:01.582
+     - 00:03.933
      - 0.0
    * - :ref:`sphx_glr_examples_1_basics_2_svm_cv.py` (``2_svm_cv.py``)
-     - 00:01.520
+     - 00:01.514
+     - 0.0
+   * - :ref:`sphx_glr_examples_1_basics_5_continue.py` (``5_continue.py``)
+     - 00:01.503
      - 0.0
    * - :ref:`sphx_glr_examples_1_basics_4_callback.py` (``4_callback.py``)
-     - 00:00.149
+     - 00:00.145
      - 0.0

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

@@ -68,24 +68,23 @@ 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 598f3b as new incumbent because there are no incumbents yet.
     [INFO][abstract_intensifier.py:594] Added config 938c0d and rejected config 598f3b as incumbent because it is not better than the incumbents on 1 instances:
-    [INFO][abstract_intensifier.py:594] Added config 91ea8c and rejected config 938c0d as incumbent because it is not better than the incumbents on 1 instances:
+    [INFO][abstract_intensifier.py:594] Added config 2b67dd and rejected config 938c0d as incumbent because it is not better than the incumbents on 1 instances:
     [INFO][smbo.py:319] Finished 100 trials.
-    [INFO][smbo.py:319] Finished 100 trials.
-    [INFO][smbo.py:319] Finished 100 trials.
-    [INFO][smbo.py:319] Finished 150 trials.
+    [INFO][abstract_intensifier.py:594] Added config 59eb1b and rejected config 2b67dd as incumbent because it is not better than the incumbents on 1 instances:
     [INFO][smbo.py:319] Finished 150 trials.
     [INFO][smbo.py:319] Finished 150 trials.
+    [INFO][abstract_intensifier.py:594] Added config ac4b99 and rejected config 59eb1b 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: -0.023777008056640625
+    [INFO][smbo.py:328] --- Remaining wallclock time: -0.31127119064331055
     [INFO][smbo.py:329] --- Remaining cpu time: inf
-    [INFO][smbo.py:330] --- Remaining trials: 279
+    [INFO][smbo.py:330] --- Remaining trials: 298
     Default cost (SuccessiveHalving): 0.36672856700711853
-    Incumbent cost (SuccessiveHalving): 0.01892602909315999
+    Incumbent cost (SuccessiveHalving): 0.017254719900959392
     [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 44981 instead
+    Hosting the HTTP server on port 41439 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.
@@ -108,17 +107,18 @@ is chosen to optimize the average accuracy on 5-fold cross validation.
     [INFO][abstract_intensifier.py:515] Added config 16c6ab as new incumbent because there are no incumbents yet.
     [INFO][abstract_intensifier.py:594] Added config 1d30ce and rejected config 16c6ab as incumbent because it is not better than the incumbents on 1 instances:
     [INFO][abstract_intensifier.py:594] Added config 938c0d and rejected config 1d30ce as incumbent because it is not better than the incumbents on 1 instances:
-    [INFO][smbo.py:319] Finished 50 trials.
-    [INFO][abstract_intensifier.py:594] Added config 9d0513 and rejected config 938c0d as incumbent because it is not better than the incumbents on 1 instances:
+    [INFO][abstract_intensifier.py:594] Added config 87d6f4 and rejected config 938c0d as incumbent because it is not better than the incumbents on 1 instances:
+    [INFO][abstract_intensifier.py:594] Added config 815e1c and rejected config 87d6f4 as incumbent because it is not better than the incumbents on 1 instances:
     [INFO][smbo.py:319] Finished 100 trials.
-    [INFO][abstract_intensifier.py:594] Added config b61b81 and rejected config 9d0513 as incumbent because it is not better than the incumbents on 1 instances:
+    [INFO][abstract_intensifier.py:594] Added config b61b81 and rejected config 815e1c 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: -5.0368266105651855
+    [INFO][smbo.py:328] --- Remaining wallclock time: -0.3012995719909668
     [INFO][smbo.py:329] --- Remaining cpu time: inf
-    [INFO][smbo.py:330] --- Remaining trials: 373
-    [INFO][abstract_intensifier.py:594] Added config 5097d0 and rejected config b61b81 as incumbent because it is not better than the incumbents on 1 instances:
+    [INFO][smbo.py:330] --- Remaining trials: 377
+    [INFO][abstract_intensifier.py:594] Added config f6167b and rejected config b61b81 as incumbent because it is not better than the incumbents on 1 instances:
+    [INFO][abstract_intensifier.py:594] Added config 87ec5b and rejected config f6167b as incumbent because it is not better than the incumbents on 1 instances:
     Default cost (Hyperband): 0.36672856700711853
-    Incumbent cost (Hyperband): 0.02225936242649329
+    Incumbent cost (Hyperband): 0.01725007737542561
 
 
 
@@ -297,7 +297,7 @@ 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 54.536 seconds)
+   **Total running time of the script:** (2 minutes 58.740 seconds)
 
 
 .. _sphx_glr_download_examples_2_multi_fidelity_1_mlp_epochs.py:

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

@@ -67,9 +67,9 @@ the target function now is required to have an instance argument.
     [INFO][smbo.py:319] Finished 400 trials.
     [INFO][smbo.py:319] Finished 450 trials.
     [INFO][smbo.py:327] Configuration budget is exhausted:
-    [INFO][smbo.py:328] --- Remaining wallclock time: -0.01360011100769043
+    [INFO][smbo.py:328] --- Remaining wallclock time: -0.06808114051818848
     [INFO][smbo.py:329] --- Remaining cpu time: inf
-    [INFO][smbo.py:330] --- Remaining trials: 4521
+    [INFO][smbo.py:330] --- Remaining trials: 4529
     Default cost: 0.15489347419148672
     Incumbent cost: 0.006249006102246613
 
@@ -211,7 +211,7 @@ the target function now is required to have an instance argument.
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 34.175 seconds)
+   **Total running time of the script:** (0 minutes 34.329 seconds)
 
 
 .. _sphx_glr_download_examples_2_multi_fidelity_2_sgd_datasets.py:

development/_sources/examples/2_multi_fidelity/3_specify_HB_via_total_budget.rst.txt

@@ -209,7 +209,7 @@ 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 7.958 seconds)
+   **Total running time of the script:** (0 minutes 8.210 seconds)
 
 
 .. _sphx_glr_download_examples_2_multi_fidelity_3_specify_HB_via_total_budget.py:

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

@@ -6,7 +6,7 @@
 
 Computation times
 =================
-**03:36.669** total execution time for 3 files **from examples/2_multi_fidelity**:
+**03:41.279** 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``)
-     - 02:54.536
+     - 02:58.740
      - 0.0
    * - :ref:`sphx_glr_examples_2_multi_fidelity_2_sgd_datasets.py` (``2_sgd_datasets.py``)
-     - 00:34.175
+     - 00:34.329
      - 0.0
    * - :ref:`sphx_glr_examples_2_multi_fidelity_3_specify_HB_via_total_budget.py` (``3_specify_HB_via_total_budget.py``)
-     - 00:07.958
+     - 00:08.210
      - 0.0

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 8.572 seconds)
+   **Total running time of the script:** (0 minutes 8.876 seconds)
 
 
 .. _sphx_glr_download_examples_3_multi_objective_1_schaffer.py:

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

@@ -48,25 +48,26 @@ mean accuracy and run-time of each configuration.
     [INFO][abstract_intensifier.py:602] Config 540db2 is a new incumbent. Total number of incumbents: 2.
     [INFO][abstract_intensifier.py:602] Config 0c9159 is a new incumbent. Total number of incumbents: 3.
     [INFO][abstract_intensifier.py:594] Added config 3b5efd and rejected config 540db2 as incumbent because it is not better than the incumbents on 2 instances:
-    [INFO][abstract_intensifier.py:602] Config 3dbce7 is a new incumbent. Total number of incumbents: 3.
-    [INFO][abstract_intensifier.py:594] Added config 86457c and rejected config 3623cc as incumbent because it is not better than the incumbents on 2 instances:
-    [INFO][abstract_intensifier.py:602] Config b636c9 is a new incumbent. Total number of incumbents: 4.
-    [INFO][abstract_intensifier.py:602] Config e9336a is a new incumbent. Total number of incumbents: 5.
-    [INFO][abstract_intensifier.py:602] Config 257bf2 is a new incumbent. Total number of incumbents: 6.
+    [INFO][abstract_intensifier.py:602] Config 3b05b0 is a new incumbent. Total number of incumbents: 4.
+    [INFO][abstract_intensifier.py:602] Config 76a0b6 is a new incumbent. Total number of incumbents: 5.
+    [INFO][abstract_intensifier.py:594] Added config 14180c and rejected config 0c9159 as incumbent because it is not better than the incumbents on 2 instances:
+    [INFO][abstract_intensifier.py:602] Config 2a16be is a new incumbent. Total number of incumbents: 6.
+    [INFO][abstract_intensifier.py:594] Added config 9040f2 and rejected config 3623cc as incumbent because it is not better than the incumbents on 2 instances:
+    [INFO][abstract_intensifier.py:602] Config 733044 is a new incumbent. Total number of incumbents: 6.
     [INFO][smbo.py:327] Configuration budget is exhausted:
-    [INFO][smbo.py:328] --- Remaining wallclock time: -0.22296595573425293
+    [INFO][smbo.py:328] --- Remaining wallclock time: -0.04070615768432617
     [INFO][smbo.py:329] --- Remaining cpu time: inf
     [INFO][smbo.py:330] --- Remaining trials: 156
     Validated costs from default config: 
-    --- [0.60155834 0.15696132]
+    --- [0.60155834 0.16190255]
 
     Validated costs from the Pareto front (incumbents):
-    --- [0.03534045 0.56337726]
-    --- [0.16305014 0.28335488]
-    --- [0.38509904 0.16536093]
-    --- [0.17502786 0.2682035 ]
-    --- [0.45798979 0.16660476]
-    --- [0.08681291 0.29409325]
+    --- [0.03561281 0.63894427]
+    --- [0.03115986 0.69596028]
+    --- [0.03450325 0.64041424]
+    --- [0.12157768 0.27278602]
+    --- [0.5458844  0.21992087]
+    --- [0.377565   0.25858188]
 
 
 
@@ -247,7 +248,7 @@ mean accuracy and run-time of each configuration.
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 34.155 seconds)
+   **Total running time of the script:** (0 minutes 35.958 seconds)
 
 
 .. _sphx_glr_download_examples_3_multi_objective_2_parego.py:

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

@@ -6,7 +6,7 @@
 
 Computation times
 =================
-**00:42.727** total execution time for 2 files **from examples/3_multi_objective**:
+**00:44.834** 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``)
-     - 00:34.155
+     - 00:35.958
      - 0.0
    * - :ref:`sphx_glr_examples_3_multi_objective_1_schaffer.py` (``1_schaffer.py``)
-     - 00:08.572
+     - 00:08.876
      - 0.0

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 19.417 seconds)
+   **Total running time of the script:** (0 minutes 19.866 seconds)
 
 
 .. _sphx_glr_download_examples_5_commandline_1_call_target_function_script.py:

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

@@ -6,7 +6,7 @@
 
 Computation times
 =================
-**00:19.417** total execution time for 1 file **from examples/5_commandline**:
+**00:19.866** 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``)
-     - 00:19.417
+     - 00:19.866
      - 0.0

development/_sources/sg_execution_times.rst.txt

@@ -6,7 +6,7 @@
 
 Computation times
 =================
-**05:12.425** total execution time for 12 files **from all galleries**:
+**05:19.262** 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``)
-     - 02:54.536
-     - 0.0
-   * - :ref:`sphx_glr_examples_2_multi_fidelity_2_sgd_datasets.py` (``../examples/2_multi_fidelity/2_sgd_datasets.py``)
-     - 00:34.175
+     - 02:58.740
      - 0.0
    * - :ref:`sphx_glr_examples_3_multi_objective_2_parego.py` (``../examples/3_multi_objective/2_parego.py``)
-     - 00:34.155
+     - 00:35.958
+     - 0.0
+   * - :ref:`sphx_glr_examples_2_multi_fidelity_2_sgd_datasets.py` (``../examples/2_multi_fidelity/2_sgd_datasets.py``)
+     - 00:34.329
      - 0.0
    * - :ref:`sphx_glr_examples_1_basics_6_priors.py` (``../examples/1_basics/6_priors.py``)
-     - 00:22.196
+     - 00:21.926
      - 0.0
    * - :ref:`sphx_glr_examples_5_commandline_1_call_target_function_script.py` (``../examples/5_commandline/1_call_target_function_script.py``)
-     - 00:19.417
+     - 00:19.866
      - 0.0
    * - :ref:`sphx_glr_examples_3_multi_objective_1_schaffer.py` (``../examples/3_multi_objective/1_schaffer.py``)
-     - 00:08.572
+     - 00:08.876
      - 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``)
-     - 00:07.958
+     - 00:08.210
      - 0.0
    * - :ref:`sphx_glr_examples_1_basics_1_quadratic_function.py` (``../examples/1_basics/1_quadratic_function.py``)
-     - 00:04.234
+     - 00:04.262
      - 0.0
    * - :ref:`sphx_glr_examples_1_basics_3_ask_and_tell.py` (``../examples/1_basics/3_ask_and_tell.py``)
-     - 00:03.931
-     - 0.0
-   * - :ref:`sphx_glr_examples_1_basics_5_continue.py` (``../examples/1_basics/5_continue.py``)
-     - 00:01.582
+     - 00:03.933
      - 0.0
    * - :ref:`sphx_glr_examples_1_basics_2_svm_cv.py` (``../examples/1_basics/2_svm_cv.py``)
-     - 00:01.520
+     - 00:01.514
+     - 0.0
+   * - :ref:`sphx_glr_examples_1_basics_5_continue.py` (``../examples/1_basics/5_continue.py``)
+     - 00:01.503
      - 0.0
    * - :ref:`sphx_glr_examples_1_basics_4_callback.py` (``../examples/1_basics/4_callback.py``)
-     - 00:00.149
+     - 00:00.145
      - 0.0

development/examples/1_basics/1_quadratic_function.html

@@ -1156,7 +1156,7 @@
     <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 4.234 seconds)</p>
+<p class="sphx-glr-timing"><strong>Total running time of the script:</strong> (0 minutes 4.262 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;" />

development/examples/1_basics/2_svm_cv.html

@@ -2328,7 +2328,7 @@
     <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 1.520 seconds)</p>
+<p class="sphx-glr-timing"><strong>Total running time of the script:</strong> (0 minutes 1.514 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;" />