C. Benjamins: Update CHANGELOG.md

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 4.158 seconds)
+   **Total running time of the script:** (0 minutes 4.071 seconds)
 
 
 .. _sphx_glr_download_examples_1_basics_1_quadratic_function.py:

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

@@ -260,7 +260,7 @@ types as well as conditional hyperparameters.
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 1.509 seconds)
+   **Total running time of the script:** (0 minutes 1.430 seconds)
 
 
 .. _sphx_glr_download_examples_1_basics_2_svm_cv.py:

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 3.765 seconds)
+   **Total running time of the script:** (0 minutes 3.820 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 0.152 seconds)
+   **Total running time of the script:** (0 minutes 0.151 seconds)
 
 
 .. _sphx_glr_download_examples_1_basics_4_callback.py:

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 1.529 seconds)
+   **Total running time of the script:** (0 minutes 1.526 seconds)
 
 
 .. _sphx_glr_download_examples_1_basics_5_continue.py:

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 37.865 seconds)
+   **Total running time of the script:** (0 minutes 37.637 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
 =================
-**00:48.978** total execution time for 6 files **from examples/1_basics**:
+**00:48.633** 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``)
-     - 00:37.865
+     - 00:37.637
      - 0.0
    * - :ref:`sphx_glr_examples_1_basics_1_quadratic_function.py` (``1_quadratic_function.py``)
-     - 00:04.158
+     - 00:04.071
      - 0.0
    * - :ref:`sphx_glr_examples_1_basics_3_ask_and_tell.py` (``3_ask_and_tell.py``)
-     - 00:03.765
+     - 00:03.820
      - 0.0
    * - :ref:`sphx_glr_examples_1_basics_5_continue.py` (``5_continue.py``)
-     - 00:01.529
+     - 00:01.526
      - 0.0
    * - :ref:`sphx_glr_examples_1_basics_2_svm_cv.py` (``2_svm_cv.py``)
-     - 00:01.509
+     - 00:01.430
      - 0.0
    * - :ref:`sphx_glr_examples_1_basics_4_callback.py` (``4_callback.py``)
-     - 00:00.152
+     - 00:00.151
      - 0.0

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

@@ -66,22 +66,17 @@ is chosen to optimize the average accuracy on 5-fold cross validation.
     [INFO][smbo.py:320] Finished 0 trials.
     [INFO][smbo.py:320] Finished 0 trials.
     [INFO][smbo.py:320] Finished 0 trials.
-    [INFO][smbo.py:320] Finished 50 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: -3.3162622451782227
+    [INFO][smbo.py:329] --- Remaining wallclock time: -0.2666792869567871
     [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/3.10.15/x64/lib/python3.10/site-packages/distributed/node.py:187: UserWarning: Port 8787 is already in use.
     Perhaps you already have a cluster running?
-    Hosting the HTTP server on port 41621 instead
+    Hosting the HTTP server on port 39109 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.
@@ -101,20 +96,18 @@ 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][smbo.py:320] Finished 0 trials.
-    [INFO][abstract_intensifier.py:516] Added config bed598 as new incumbent because there are no incumbents yet.
-    [INFO][abstract_intensifier.py:595] Added config e458ff and rejected config bed598 as incumbent because it is not better than the incumbents on 1 instances:
+    [INFO][abstract_intensifier.py:516] Added config e458ff as new incumbent because there are no incumbents yet.
+    [INFO][abstract_intensifier.py:595] Added config b5e155 and rejected config e458ff 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 a42e18 and rejected config e458ff as incumbent because it is not better than the incumbents on 1 instances:
-    [INFO][abstract_intensifier.py:595] Added config 766041 and rejected config a42e18 as incumbent because it is not better than the incumbents on 1 instances:
-    [INFO][smbo.py:320] Finished 150 trials.
-    [INFO][smbo.py:320] Finished 150 trials.
-    [INFO][smbo.py:320] Finished 150 trials.
+    [INFO][smbo.py:320] Finished 100 trials.
+    [INFO][abstract_intensifier.py:595] Added config 48af35 and rejected config b5e155 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: -3.133448600769043
+    [INFO][smbo.py:329] --- Remaining wallclock time: -0.017377138137817383
     [INFO][smbo.py:330] --- Remaining cpu time: inf
-    [INFO][smbo.py:331] --- Remaining trials: 194
+    [INFO][smbo.py:331] --- Remaining trials: 234
+    [INFO][abstract_intensifier.py:595] Added config ebffad and rejected config 48af35 as incumbent because it is not better than the incumbents on 1 instances:
     Default cost (Hyperband): 0.36672856700711853
-    Incumbent cost (Hyperband): 0.02282420303311672
+    Incumbent cost (Hyperband): 0.023375116063138357
 
 
 
@@ -293,7 +286,7 @@ 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 18.680 seconds)
+   **Total running time of the script:** (2 minutes 16.391 seconds)
 
 
 .. _sphx_glr_download_examples_2_multi_fidelity_1_mlp_epochs.py:

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 9caeb6 and rejected config 85083c 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: -0.029649972915649414
+    [INFO][smbo.py:329] --- Remaining wallclock time: -0.02472543716430664
     [INFO][smbo.py:330] --- Remaining cpu time: inf
-    [INFO][smbo.py:331] --- Remaining trials: 4544
+    [INFO][smbo.py:331] --- Remaining trials: 4538
     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 34.254 seconds)
+   **Total running time of the script:** (0 minutes 34.124 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

@@ -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 7.711 seconds)
+   **Total running time of the script:** (0 minutes 7.358 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
 =================
-**03:00.645** total execution time for 3 files **from examples/2_multi_fidelity**:
+**02:57.873** 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``)
-     - 02:18.680
+     - 02:16.391
      - 0.0
    * - :ref:`sphx_glr_examples_2_multi_fidelity_2_sgd_datasets.py` (``2_sgd_datasets.py``)
-     - 00:34.254
+     - 00:34.124
      - 0.0
    * - :ref:`sphx_glr_examples_2_multi_fidelity_3_specify_HB_via_total_budget.py` (``3_specify_HB_via_total_budget.py``)
-     - 00:07.711
+     - 00:07.358
      - 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 8.354 seconds)
+   **Total running time of the script:** (0 minutes 8.136 seconds)
 
 
 .. _sphx_glr_download_examples_3_multi_objective_1_schaffer.py:

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

@@ -47,28 +47,22 @@ mean accuracy and run-time of each configuration.
     [INFO][abstract_intensifier.py:516] Added config 52ff44 as new incumbent because there are no incumbents yet.
     [INFO][abstract_intensifier.py:603] Config 9158d8 is a new incumbent. Total number of incumbents: 2.
     [INFO][abstract_intensifier.py:603] Config 86d8df is a new incumbent. Total number of incumbents: 3.
-    [INFO][abstract_intensifier.py:595] Added config 7e6adc and rejected config 86d8df as incumbent because it is not better than the incumbents on 2 instances:
-    [INFO][abstract_intensifier.py:603] Config bfc19a is a new incumbent. Total number of incumbents: 4.
-    [INFO][abstract_intensifier.py:603] Config b8ef47 is a new incumbent. Total number of incumbents: 5.
-    [INFO][abstract_intensifier.py:603] Config b7124f is a new incumbent. Total number of incumbents: 6.
-    [INFO][abstract_intensifier.py:595] Added config 1ec88a and rejected config 52ff44 as incumbent because it is not better than the incumbents on 2 instances:
-    [INFO][abstract_intensifier.py:595] Added config bfa3f7 and rejected config 9158d8 as incumbent because it is not better than the incumbents on 2 instances:
-    [INFO][abstract_intensifier.py:603] Config e2e46c is a new incumbent. Total number of incumbents: 7.
+    [INFO][abstract_intensifier.py:603] Config 7ef008 is a new incumbent. Total number of incumbents: 4.
+    [INFO][abstract_intensifier.py:595] Added config 94f6d4 and rejected config 86d8df as incumbent because it is not better than the incumbents on 2 instances:
+    [INFO][abstract_intensifier.py:603] Config 8f3061 is a new incumbent. Total number of incumbents: 5.
     [INFO][smbo.py:328] Configuration budget is exhausted:
-    [INFO][smbo.py:329] --- Remaining wallclock time: -3.016231060028076
+    [INFO][smbo.py:329] --- Remaining wallclock time: -0.006628274917602539
     [INFO][smbo.py:330] --- Remaining cpu time: inf
     [INFO][smbo.py:331] --- Remaining trials: 170
     Validated costs from default config: 
-    --- [0.60155834 0.16007018]
+    --- [0.60155834 0.14702213]
 
     Validated costs from the Pareto front (incumbents):
-    --- [0.0770783  0.30207443]
-    --- [0.05787914 0.30971396]
-    --- [0.07123104 0.30848241]
-    --- [0.07067549 0.31423569]
-    --- [0.34083488 0.09432805]
-    --- [0.04813835 0.48031378]
-    --- [0.1964415  0.13070095]
+    --- [0.72761606 0.18265176]
+    --- [0.05092309 0.66840339]
+    --- [0.02699242 1.3022989 ]
+    --- [0.27435237 0.56215453]
+    --- [0.06706206 0.56913674]
 
 
 
@@ -249,7 +243,7 @@ mean accuracy and run-time of each configuration.
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 37.369 seconds)
+   **Total running time of the script:** (0 minutes 37.008 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
 =================
-**00:45.724** total execution time for 2 files **from examples/3_multi_objective**:
+**00:45.145** 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``)
-     - 00:37.369
+     - 00:37.008
      - 0.0
    * - :ref:`sphx_glr_examples_3_multi_objective_1_schaffer.py` (``1_schaffer.py``)
-     - 00:08.354
+     - 00:08.136
      - 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 18.329 seconds)
+   **Total running time of the script:** (0 minutes 18.154 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
 =================
-**00:18.329** total execution time for 1 file **from examples/5_commandline**:
+**00:18.154** 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``)
-     - 00:18.329
+     - 00:18.154
      - 0.0

development/_sources/sg_execution_times.rst.txt

@@ -6,7 +6,7 @@
 
 Computation times
 =================
-**04:53.675** total execution time for 12 files **from all galleries**:
+**04:49.805** 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``)
-     - 02:18.680
+     - 02:16.391
      - 0.0
    * - :ref:`sphx_glr_examples_1_basics_6_priors.py` (``../examples/1_basics/6_priors.py``)
-     - 00:37.865
+     - 00:37.637
      - 0.0
    * - :ref:`sphx_glr_examples_3_multi_objective_2_parego.py` (``../examples/3_multi_objective/2_parego.py``)
-     - 00:37.369
+     - 00:37.008
      - 0.0
    * - :ref:`sphx_glr_examples_2_multi_fidelity_2_sgd_datasets.py` (``../examples/2_multi_fidelity/2_sgd_datasets.py``)
-     - 00:34.254
+     - 00:34.124
      - 0.0
    * - :ref:`sphx_glr_examples_5_commandline_1_call_target_function_script.py` (``../examples/5_commandline/1_call_target_function_script.py``)
-     - 00:18.329
+     - 00:18.154
      - 0.0
    * - :ref:`sphx_glr_examples_3_multi_objective_1_schaffer.py` (``../examples/3_multi_objective/1_schaffer.py``)
-     - 00:08.354
+     - 00:08.136
      - 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``)
-     - 00:07.711
+     - 00:07.358
      - 0.0
    * - :ref:`sphx_glr_examples_1_basics_1_quadratic_function.py` (``../examples/1_basics/1_quadratic_function.py``)
-     - 00:04.158
+     - 00:04.071
      - 0.0
    * - :ref:`sphx_glr_examples_1_basics_3_ask_and_tell.py` (``../examples/1_basics/3_ask_and_tell.py``)
-     - 00:03.765
+     - 00:03.820
      - 0.0
    * - :ref:`sphx_glr_examples_1_basics_5_continue.py` (``../examples/1_basics/5_continue.py``)
-     - 00:01.529
+     - 00:01.526
      - 0.0
    * - :ref:`sphx_glr_examples_1_basics_2_svm_cv.py` (``../examples/1_basics/2_svm_cv.py``)
-     - 00:01.509
+     - 00:01.430
      - 0.0
    * - :ref:`sphx_glr_examples_1_basics_4_callback.py` (``../examples/1_basics/4_callback.py``)
-     - 00:00.152
+     - 00:00.151
      - 0.0

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 4.158 seconds)</p>
+<p class="sphx-glr-timing"><strong>Total running time of the script:</strong> (0 minutes 4.071 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

@@ -1263,7 +1263,7 @@
     <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 1.509 seconds)</p>
+<p class="sphx-glr-timing"><strong>Total running time of the script:</strong> (0 minutes 1.430 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;" />

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 3.765 seconds)</p>
+<p class="sphx-glr-timing"><strong>Total running time of the script:</strong> (0 minutes 3.820 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;" />