Marius Lindauer: Create FUNDING.yml (#1113)

main/_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 4.297 seconds)
+   **Total running time of the script:** (0 minutes 4.134 seconds)
 
 
 .. _sphx_glr_download_examples_1_basics_1_quadratic_function.py:

main/_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 1.506 seconds)
+   **Total running time of the script:** (0 minutes 1.442 seconds)
 
 
 .. _sphx_glr_download_examples_1_basics_2_svm_cv.py:

main/_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 3.954 seconds)
+   **Total running time of the script:** (0 minutes 3.738 seconds)
 
 
 .. _sphx_glr_download_examples_1_basics_3_ask_and_tell.py:

main/_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 0.151 seconds)
+   **Total running time of the script:** (0 minutes 0.152 seconds)
 
 
 .. _sphx_glr_download_examples_1_basics_4_callback.py:

main/_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 1.529 seconds)
+   **Total running time of the script:** (0 minutes 1.422 seconds)
 
 
 .. _sphx_glr_download_examples_1_basics_5_continue.py:

main/_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 21.974 seconds)
+   **Total running time of the script:** (0 minutes 21.257 seconds)
 
 
 .. _sphx_glr_download_examples_1_basics_6_priors.py:

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

@@ -6,7 +6,7 @@
 
 Computation times
 =================
-**00:33.411** total execution time for 6 files **from examples/1_basics**:
+**00:32.145** 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``)
-     - 00:21.974
+     - 00:21.257
      - 0.0
    * - :ref:`sphx_glr_examples_1_basics_1_quadratic_function.py` (``1_quadratic_function.py``)
-     - 00:04.297
+     - 00:04.134
      - 0.0
    * - :ref:`sphx_glr_examples_1_basics_3_ask_and_tell.py` (``3_ask_and_tell.py``)
-     - 00:03.954
-     - 0.0
-   * - :ref:`sphx_glr_examples_1_basics_5_continue.py` (``5_continue.py``)
-     - 00:01.529
+     - 00:03.738
      - 0.0
    * - :ref:`sphx_glr_examples_1_basics_2_svm_cv.py` (``2_svm_cv.py``)
-     - 00:01.506
+     - 00:01.442
+     - 0.0
+   * - :ref:`sphx_glr_examples_1_basics_5_continue.py` (``5_continue.py``)
+     - 00:01.422
      - 0.0
    * - :ref:`sphx_glr_examples_1_basics_4_callback.py` (``4_callback.py``)
-     - 00:00.151
+     - 00:00.152
      - 0.0

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

@@ -66,26 +66,22 @@ 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][smbo.py:319] Finished 50 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][smbo.py:319] Finished 100 trials.
-    [INFO][smbo.py:319] Finished 100 trials.
-    [INFO][smbo.py:319] Finished 100 trials.
-    [INFO][abstract_intensifier.py:594] Added config 3f5df5 and rejected config 938c0d as incumbent because it is not better than the incumbents on 1 instances:
-    [INFO][smbo.py:319] Finished 150 trials.
+    [INFO][abstract_intensifier.py:594] Added config b9b3dc and rejected config 938c0d as incumbent because it is not better than the incumbents on 1 instances:
     [INFO][smbo.py:319] Finished 150 trials.
     [INFO][smbo.py:327] Configuration budget is exhausted:
-    [INFO][smbo.py:328] --- Remaining wallclock time: -0.339127779006958
+    [INFO][smbo.py:328] --- Remaining wallclock time: -0.0836181640625
     [INFO][smbo.py:329] --- Remaining cpu time: inf
-    [INFO][smbo.py:330] --- Remaining trials: 331
+    [INFO][smbo.py:330] --- Remaining trials: 317
+    [INFO][abstract_intensifier.py:594] Added config f452c6 and rejected config b9b3dc as incumbent because it is not better than the incumbents on 1 instances:
     Default cost (SuccessiveHalving): 0.36672856700711853
-    Incumbent cost (SuccessiveHalving): 0.025598885793871817
+    Incumbent cost (SuccessiveHalving): 0.021708449396471652
     [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 33869 instead
+    Hosting the HTTP server on port 37115 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.
@@ -109,18 +105,15 @@ is chosen to optimize the average accuracy on 5-fold cross validation.
     [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 582024 and rejected config 938c0d as incumbent because it is not better than the incumbents on 1 instances:
+    [INFO][abstract_intensifier.py:594] Added config 001690 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][abstract_intensifier.py:594] Added config b61b81 and rejected config 582024 as incumbent because it is not better than the incumbents on 1 instances:
-    [INFO][abstract_intensifier.py:594] Added config cdc109 and rejected config b61b81 as incumbent because it is not better than the incumbents on 1 instances:
-    [INFO][smbo.py:319] Finished 150 trials.
+    [INFO][abstract_intensifier.py:594] Added config 87a6c5 and rejected config 001690 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: -0.04567241668701172
+    [INFO][smbo.py:328] --- Remaining wallclock time: -0.5304005146026611
     [INFO][smbo.py:329] --- Remaining cpu time: inf
-    [INFO][smbo.py:330] --- Remaining trials: 342
-    [INFO][abstract_intensifier.py:594] Added config d9cf69 and rejected config cdc109 as incumbent because it is not better than the incumbents on 1 instances:
+    [INFO][smbo.py:330] --- Remaining trials: 369
     Default cost (Hyperband): 0.36672856700711853
-    Incumbent cost (Hyperband): 0.019486227174249415
+    Incumbent cost (Hyperband): 0.019475394614670405
 
 
 
@@ -299,7 +292,7 @@ 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 31.052 seconds)
+   **Total running time of the script:** (2 minutes 29.830 seconds)
 
 
 .. _sphx_glr_download_examples_2_multi_fidelity_1_mlp_epochs.py:

main/_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: -0.0248873233795166
+    [INFO][smbo.py:328] --- Remaining wallclock time: -0.006226062774658203
     [INFO][smbo.py:329] --- Remaining cpu time: inf
-    [INFO][smbo.py:330] --- Remaining trials: 4509
+    [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 34.062 seconds)
+   **Total running time of the script:** (0 minutes 34.232 seconds)
 
 
 .. _sphx_glr_download_examples_2_multi_fidelity_2_sgd_datasets.py:

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

@@ -6,7 +6,7 @@
 
 Computation times
 =================
-**03:05.114** total execution time for 2 files **from examples/2_multi_fidelity**:
+**03:04.062** total execution time for 2 files **from examples/2_multi_fidelity**:
 
 .. container::
 
@@ -33,8 +33,8 @@ Computation times
      - Time
      - Mem (MB)
    * - :ref:`sphx_glr_examples_2_multi_fidelity_1_mlp_epochs.py` (``1_mlp_epochs.py``)
-     - 02:31.052
+     - 02:29.830
      - 0.0
    * - :ref:`sphx_glr_examples_2_multi_fidelity_2_sgd_datasets.py` (``2_sgd_datasets.py``)
-     - 00:34.062
+     - 00:34.232
      - 0.0

main/_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 8.435 seconds)
+   **Total running time of the script:** (0 minutes 8.198 seconds)
 
 
 .. _sphx_glr_download_examples_3_multi_objective_1_schaffer.py:

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

@@ -48,28 +48,23 @@ 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:594] Added config 2e257a and rejected config 0c9159 as incumbent because it is not better than the incumbents on 2 instances:
-    [INFO][abstract_intensifier.py:602] Config 0db03f is a new incumbent. Total number of incumbents: 4.
-    [INFO][abstract_intensifier.py:602] Config 69de7d is a new incumbent. Total number of incumbents: 5.
-    [INFO][abstract_intensifier.py:594] Added config 8f22ab and rejected config 0db03f as incumbent because it is not better than the incumbents on 2 instances:
-    [INFO][abstract_intensifier.py:602] Config 3b4431 is a new incumbent. Total number of incumbents: 6.
-    [INFO][abstract_intensifier.py:602] Config 322c18 is a new incumbent. Total number of incumbents: 7.
-    [INFO][abstract_intensifier.py:602] Config 1ee85c is a new incumbent. Total number of incumbents: 8.
-    [INFO][abstract_intensifier.py:602] Config 62825a is a new incumbent. Total number of incumbents: 5.
-    [INFO][abstract_intensifier.py:602] Config 242269 is a new incumbent. Total number of incumbents: 4.
-    [INFO][abstract_intensifier.py:602] Config 5a363f is a new incumbent. Total number of incumbents: 5.
-    [INFO][smbo.py:319] Finished 50 trials.
+    [INFO][abstract_intensifier.py:594] Added config a52051 and rejected config 0c9159 as incumbent because it is not better than the incumbents on 2 instances:
+    [INFO][abstract_intensifier.py:602] Config 2619ca is a new incumbent. Total number of incumbents: 4.
+    [INFO][abstract_intensifier.py:602] Config 9dbbc5 is a new incumbent. Total number of incumbents: 5.
+    [INFO][abstract_intensifier.py:602] Config 7a8491 is a new incumbent. Total number of incumbents: 6.
     [INFO][smbo.py:327] Configuration budget is exhausted:
-    [INFO][smbo.py:328] --- Remaining wallclock time: -0.2787330150604248
+    [INFO][smbo.py:328] --- Remaining wallclock time: -0.5527753829956055
     [INFO][smbo.py:329] --- Remaining cpu time: inf
-    [INFO][smbo.py:330] --- Remaining trials: 146
+    [INFO][smbo.py:330] --- Remaining trials: 155
     Validated costs from default config: 
-    --- [0.60155834 0.15590167]
+    --- [0.60155834 0.15253484]
 
     Validated costs from the Pareto front (incumbents):
-    --- [0.48551996 0.20876372]
-    --- [0.24042324 0.22389865]
-    --- [0.03505571 0.24810028]
+    --- [0.88924791 0.20401144]
+    --- [0.10072037 0.27147245]
+    --- [0.07040699 0.37187016]
+    --- [0.90038997 0.1950109 ]
+    --- [0.02783271 0.55148005]
 
 
 
@@ -250,7 +245,7 @@ mean accuracy and run-time of each configuration.
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 32.093 seconds)
+   **Total running time of the script:** (0 minutes 34.185 seconds)
 
 
 .. _sphx_glr_download_examples_3_multi_objective_2_parego.py:

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

@@ -6,7 +6,7 @@
 
 Computation times
 =================
-**00:40.528** total execution time for 2 files **from examples/3_multi_objective**:
+**00:42.383** 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``)
-     - 00:32.093
+     - 00:34.185
      - 0.0
    * - :ref:`sphx_glr_examples_3_multi_objective_1_schaffer.py` (``1_schaffer.py``)
-     - 00:08.435
+     - 00:08.198
      - 0.0

main/_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 19.946 seconds)
+   **Total running time of the script:** (0 minutes 19.439 seconds)
 
 
 .. _sphx_glr_download_examples_5_commandline_1_call_target_function_script.py:

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

@@ -6,7 +6,7 @@
 
 Computation times
 =================
-**00:19.946** total execution time for 1 file **from examples/5_commandline**:
+**00:19.439** 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``)
-     - 00:19.946
+     - 00:19.439
      - 0.0

main/_sources/sg_execution_times.rst.txt

@@ -6,7 +6,7 @@
 
 Computation times
 =================
-**04:38.999** total execution time for 11 files **from all galleries**:
+**04:38.028** total execution time for 11 files **from all galleries**:
 
 .. container::
 
@@ -33,35 +33,35 @@ Computation times
      - Time
      - Mem (MB)
    * - :ref:`sphx_glr_examples_2_multi_fidelity_1_mlp_epochs.py` (``../examples/2_multi_fidelity/1_mlp_epochs.py``)
-     - 02:31.052
+     - 02:29.830
      - 0.0
    * - :ref:`sphx_glr_examples_2_multi_fidelity_2_sgd_datasets.py` (``../examples/2_multi_fidelity/2_sgd_datasets.py``)
-     - 00:34.062
+     - 00:34.232
      - 0.0
    * - :ref:`sphx_glr_examples_3_multi_objective_2_parego.py` (``../examples/3_multi_objective/2_parego.py``)
-     - 00:32.093
+     - 00:34.185
      - 0.0
    * - :ref:`sphx_glr_examples_1_basics_6_priors.py` (``../examples/1_basics/6_priors.py``)
-     - 00:21.974
+     - 00:21.257
      - 0.0
    * - :ref:`sphx_glr_examples_5_commandline_1_call_target_function_script.py` (``../examples/5_commandline/1_call_target_function_script.py``)
-     - 00:19.946
+     - 00:19.439
      - 0.0
    * - :ref:`sphx_glr_examples_3_multi_objective_1_schaffer.py` (``../examples/3_multi_objective/1_schaffer.py``)
-     - 00:08.435
+     - 00:08.198
      - 0.0
    * - :ref:`sphx_glr_examples_1_basics_1_quadratic_function.py` (``../examples/1_basics/1_quadratic_function.py``)
-     - 00:04.297
+     - 00:04.134
      - 0.0
    * - :ref:`sphx_glr_examples_1_basics_3_ask_and_tell.py` (``../examples/1_basics/3_ask_and_tell.py``)
-     - 00:03.954
-     - 0.0
-   * - :ref:`sphx_glr_examples_1_basics_5_continue.py` (``../examples/1_basics/5_continue.py``)
-     - 00:01.529
+     - 00:03.738
      - 0.0
    * - :ref:`sphx_glr_examples_1_basics_2_svm_cv.py` (``../examples/1_basics/2_svm_cv.py``)
-     - 00:01.506
+     - 00:01.442
+     - 0.0
+   * - :ref:`sphx_glr_examples_1_basics_5_continue.py` (``../examples/1_basics/5_continue.py``)
+     - 00:01.422
      - 0.0
    * - :ref:`sphx_glr_examples_1_basics_4_callback.py` (``../examples/1_basics/4_callback.py``)
-     - 00:00.151
+     - 00:00.152
      - 0.0

main/examples/1_basics/1_quadratic_function.html

@@ -1146,7 +1146,7 @@
     <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 4.297 seconds)</p>
+<p class="sphx-glr-timing"><strong>Total running time of the script:</strong> (0 minutes 4.134 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>

main/examples/1_basics/2_svm_cv.html

@@ -2318,7 +2318,7 @@
     <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 1.506 seconds)</p>
+<p class="sphx-glr-timing"><strong>Total running time of the script:</strong> (0 minutes 1.442 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>

main/examples/1_basics/3_ask_and_tell.html

@@ -1128,7 +1128,7 @@
     <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 3.954 seconds)</p>
+<p class="sphx-glr-timing"><strong>Total running time of the script:</strong> (0 minutes 3.738 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>

main/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 0.151 seconds)</p>
+<p class="sphx-glr-timing"><strong>Total running time of the script:</strong> (0 minutes 0.152 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>