helegraf: Update stale report to include issues with recent interacti…

…ons (#1025)

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: a6c779dd13788e5c4c9fad78b699d2ff
+config: 35446c5e51ae539d8e3c61ef5113cc00
 tags: 645f666f9bcd5a90fca523b33c5a78b7

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

@@ -167,7 +167,7 @@ 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  4.552 seconds)
+   **Total running time of the script:** ( 0 minutes  3.948 seconds)
 
 
 .. _sphx_glr_download_examples_1_basics_1_quadratic_function.py:

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

@@ -151,7 +151,7 @@ types as well as conditional hyperparameters.
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** ( 0 minutes  2.038 seconds)
+   **Total running time of the script:** ( 0 minutes  1.661 seconds)
 
 
 .. _sphx_glr_download_examples_1_basics_2_svm_cv.py:

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

@@ -152,7 +152,7 @@ This examples show how to use the Ask-and-Tell interface.
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** ( 0 minutes  5.058 seconds)
+   **Total running time of the script:** ( 0 minutes  4.447 seconds)
 
 
 .. _sphx_glr_download_examples_1_basics_3_ask_and_tell.py:

development/_sources/examples/1_basics/4_callback.rst.txt

@@ -144,7 +144,7 @@ Furthermore, we print some stages of the optimization process.
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** ( 0 minutes  0.241 seconds)
+   **Total running time of the script:** ( 0 minutes  0.189 seconds)
 
 
 .. _sphx_glr_download_examples_1_basics_4_callback.py:

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

@@ -173,7 +173,7 @@ function is continued. We use a custom callback, to artificially stop the first
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** ( 0 minutes  1.483 seconds)
+   **Total running time of the script:** ( 0 minutes  1.329 seconds)
 
 
 .. _sphx_glr_download_examples_1_basics_5_continue.py:

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

@@ -239,7 +239,7 @@ optimization, you have to change the acquisition function to ``PriorAcquisitionF
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** ( 0 minutes  42.928 seconds)
+   **Total running time of the script:** ( 0 minutes  38.667 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
 =================
-**00:56.300** total execution time for **examples_1_basics** files:
+**00:50.241** total execution time for **examples_1_basics** files:
 
 +-----------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_examples_1_basics_6_priors.py` (``6_priors.py``)                         | 00:42.928 | 0.0 MB |
+| :ref:`sphx_glr_examples_1_basics_6_priors.py` (``6_priors.py``)                         | 00:38.667 | 0.0 MB |
 +-----------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_examples_1_basics_3_ask_and_tell.py` (``3_ask_and_tell.py``)             | 00:05.058 | 0.0 MB |
+| :ref:`sphx_glr_examples_1_basics_3_ask_and_tell.py` (``3_ask_and_tell.py``)             | 00:04.447 | 0.0 MB |
 +-----------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_examples_1_basics_1_quadratic_function.py` (``1_quadratic_function.py``) | 00:04.552 | 0.0 MB |
+| :ref:`sphx_glr_examples_1_basics_1_quadratic_function.py` (``1_quadratic_function.py``) | 00:03.948 | 0.0 MB |
 +-----------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_examples_1_basics_2_svm_cv.py` (``2_svm_cv.py``)                         | 00:02.038 | 0.0 MB |
+| :ref:`sphx_glr_examples_1_basics_2_svm_cv.py` (``2_svm_cv.py``)                         | 00:01.661 | 0.0 MB |
 +-----------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_examples_1_basics_5_continue.py` (``5_continue.py``)                     | 00:01.483 | 0.0 MB |
+| :ref:`sphx_glr_examples_1_basics_5_continue.py` (``5_continue.py``)                     | 00:01.329 | 0.0 MB |
 +-----------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_examples_1_basics_4_callback.py` (``4_callback.py``)                     | 00:00.241 | 0.0 MB |
+| :ref:`sphx_glr_examples_1_basics_4_callback.py` (``4_callback.py``)                     | 00:00.189 | 0.0 MB |
 +-----------------------------------------------------------------------------------------+-----------+--------+

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

@@ -66,24 +66,27 @@ 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][smbo.py:319] Finished 50 trials.
+    [INFO][smbo.py:319] Finished 50 trials.
+    [INFO][abstract_intensifier.py:515] Added config d3f994 as new incumbent because there are no incumbents yet.
+    [INFO][abstract_intensifier.py:590] Added config 8ea495 and rejected config d3f994 as incumbent because it is not better than the incumbents on 1 instances:
+    [INFO][configspace.py:175] --- batch_size: None -> 214
+    [INFO][configspace.py:175] --- learning_rate_init: None -> 0.005599223654063347
+    [INFO][configspace.py:175] --- n_layer: 3 -> 4
+    [INFO][configspace.py:175] --- n_neurons: 51 -> 66
+    [INFO][configspace.py:175] --- solver: 'lbfgs' -> 'adam'
     [INFO][smbo.py:327] Configuration budget is exhausted:
-    [INFO][smbo.py:328] --- Remaining wallclock time: -0.23387956619262695
+    [INFO][smbo.py:328] --- Remaining wallclock time: -0.1854090690612793
     [INFO][smbo.py:329] --- Remaining cpu time: inf
-    [INFO][smbo.py:330] --- Remaining trials: 430
-    [INFO][abstract_intensifier.py:515] Added config 8ea495 as new incumbent because there are no incumbents yet.
-    [INFO][abstract_intensifier.py:590] Added config 704d44 and rejected config 8ea495 as incumbent because it is not better than the incumbents on 1 instances:
-    [INFO][configspace.py:175] --- activation: 'tanh' -> 'logistic'
-    [INFO][configspace.py:175] --- batch_size: 214 -> 31
-    [INFO][configspace.py:175] --- learning_rate_init: 0.005599223654063347 -> 0.0038549874043245355
-    [INFO][configspace.py:175] --- n_layer: 4 -> 1
-    [INFO][configspace.py:175] --- n_neurons: 66 -> 87
+    [INFO][smbo.py:330] --- Remaining trials: 425
     Default cost (SuccessiveHalving): 0.36672856700711853
-    Incumbent cost (SuccessiveHalving): 0.0178087279480037
+    Incumbent cost (SuccessiveHalving): 0.030055710306406747
     [INFO][abstract_initial_design.py:82] Using `n_configs` and ignoring `n_configs_per_hyperparameter`.
     [INFO][abstract_facade.py:198] Workers are reduced to 8.
     /opt/hostedtoolcache/Python/3.10.11/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 39767 instead
+    Hosting the HTTP server on port 45163 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.
@@ -103,24 +106,33 @@ 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 3e854d as new incumbent because there are no incumbents yet.
-    [INFO][abstract_intensifier.py:590] Added config e27357 and rejected config 3e854d as incumbent because it is not better than the incumbents on 1 instances:
+    [INFO][abstract_intensifier.py:515] Added config 5c6308 as new incumbent because there are no incumbents yet.
+    [INFO][abstract_intensifier.py:590] Added config 82d446 and rejected config 5c6308 as incumbent because it is not better than the incumbents on 1 instances:
+    [INFO][configspace.py:175] --- n_neurons: 39 -> 43
+    [INFO][abstract_intensifier.py:590] Added config d3f994 and rejected config 82d446 as incumbent because it is not better than the incumbents on 1 instances:
+    [INFO][configspace.py:175] --- n_layer: 2 -> 3
+    [INFO][configspace.py:175] --- n_neurons: 43 -> 51
+    [INFO][abstract_intensifier.py:590] Added config 2fc9c3 and rejected config d3f994 as incumbent because it is not better than the incumbents on 1 instances:
+    [INFO][configspace.py:175] --- activation: 'tanh' -> 'relu'
+    [INFO][configspace.py:175] --- n_layer: 3 -> 5
+    [INFO][configspace.py:175] --- n_neurons: 51 -> 89
+    [INFO][abstract_intensifier.py:590] Added config c4dac7 and rejected config 2fc9c3 as incumbent because it is not better than the incumbents on 1 instances:
+    [INFO][configspace.py:175] --- batch_size: None -> 200
+    [INFO][configspace.py:175] --- learning_rate_init: None -> 0.0011353827560578076
+    [INFO][configspace.py:175] --- n_layer: 5 -> 4
+    [INFO][configspace.py:175] --- n_neurons: 89 -> 48
+    [INFO][configspace.py:175] --- solver: 'lbfgs' -> 'adam'
+    [INFO][abstract_intensifier.py:590] Added config b288cd and rejected config c4dac7 as incumbent because it is not better than the incumbents on 1 instances:
     [INFO][configspace.py:175] --- activation: 'relu' -> 'logistic'
-    [INFO][configspace.py:175] --- batch_size: None -> 103
-    [INFO][configspace.py:175] --- learning_rate_init: None -> 0.02113934324402315
+    [INFO][configspace.py:175] --- batch_size: 200 -> 45
+    [INFO][configspace.py:175] --- learning_rate_init: 0.0011353827560578076 -> 0.011536885435845159
     [INFO][configspace.py:175] --- n_layer: 4 -> 1
-    [INFO][configspace.py:175] --- n_neurons: 9 -> 19
-    [INFO][configspace.py:175] --- solver: 'lbfgs' -> 'adam'
-    [INFO][abstract_intensifier.py:590] Added config 704d44 and rejected config e27357 as incumbent because it is not better than the incumbents on 1 instances:
-    [INFO][configspace.py:175] --- batch_size: 103 -> 31
-    [INFO][configspace.py:175] --- learning_rate_init: 0.02113934324402315 -> 0.0038549874043245355
-    [INFO][configspace.py:175] --- n_neurons: 19 -> 87
     [INFO][smbo.py:327] Configuration budget is exhausted:
-    [INFO][smbo.py:328] --- Remaining wallclock time: -3.8625354766845703
+    [INFO][smbo.py:328] --- Remaining wallclock time: -2.45420503616333
     [INFO][smbo.py:329] --- Remaining cpu time: inf
-    [INFO][smbo.py:330] --- Remaining trials: 457
+    [INFO][smbo.py:330] --- Remaining trials: 450
     Default cost (Hyperband): 0.36672856700711853
-    Incumbent cost (Hyperband): 0.0178087279480037
+    Incumbent cost (Hyperband): 0.023375116063138357
 
 
 
@@ -299,7 +311,7 @@ is chosen to optimize the average accuracy on 5-fold cross validation.
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** ( 3 minutes  0.341 seconds)
+   **Total running time of the script:** ( 2 minutes  45.213 seconds)
 
 
 .. _sphx_glr_download_examples_2_multi_fidelity_1_mlp_epochs.py:

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

@@ -70,10 +70,11 @@ the target function now is required to have an instance argument.
     [INFO][configspace.py:175] --- l1_ratio: 0.5865129348100832 -> 0.06414749634878436
     [INFO][configspace.py:175] --- learning_rate: 'invscaling' -> 'adaptive'
     [INFO][smbo.py:319] Finished 100 trials.
+    [INFO][smbo.py:319] Finished 150 trials.
     [INFO][smbo.py:327] Configuration budget is exhausted:
-    [INFO][smbo.py:328] --- Remaining wallclock time: -0.40163159370422363
+    [INFO][smbo.py:328] --- Remaining wallclock time: -0.13138222694396973
     [INFO][smbo.py:329] --- Remaining cpu time: inf
-    [INFO][smbo.py:330] --- Remaining trials: 4868
+    [INFO][smbo.py:330] --- Remaining trials: 4829
     Default cost: 0.15489347419148672
     Incumbent cost: 0.006249006102246613
 
@@ -215,7 +216,7 @@ the target function now is required to have an instance argument.
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** ( 0 minutes  50.208 seconds)
+   **Total running time of the script:** ( 0 minutes  45.753 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
 =================
-**03:50.549** total execution time for **examples_2_multi_fidelity** files:
+**03:30.966** total execution time for **examples_2_multi_fidelity** files:
 
 +-------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_examples_2_multi_fidelity_1_mlp_epochs.py` (``1_mlp_epochs.py``)     | 03:00.341 | 0.0 MB |
+| :ref:`sphx_glr_examples_2_multi_fidelity_1_mlp_epochs.py` (``1_mlp_epochs.py``)     | 02:45.213 | 0.0 MB |
 +-------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_examples_2_multi_fidelity_2_sgd_datasets.py` (``2_sgd_datasets.py``) | 00:50.208 | 0.0 MB |
+| :ref:`sphx_glr_examples_2_multi_fidelity_2_sgd_datasets.py` (``2_sgd_datasets.py``) | 00:45.753 | 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  21.562 seconds)
+   **Total running time of the script:** ( 0 minutes  15.190 seconds)
 
 
 .. _sphx_glr_download_examples_3_multi_objective_1_schaffer.py:

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

@@ -46,17 +46,22 @@ 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 97ef22 as new incumbent because there are no incumbents yet.
     [INFO][abstract_intensifier.py:598] Config f88a6b is a new incumbent. Total number of incumbents: 2.
-    [INFO][abstract_intensifier.py:598] Config 8e1252 is a new incumbent. Total number of incumbents: 3.
+    [INFO][abstract_intensifier.py:590] Added config d77b40 and rejected config f88a6b as incumbent because it is not better than the incumbents on 2 instances:
+    [INFO][configspace.py:175] --- activation: 'tanh' -> 'logistic'
+    [INFO][configspace.py:175] --- batch_size: 77 -> 175
+    [INFO][configspace.py:175] --- learning_rate_init: 0.000534923804864797 -> 0.004156370184967407
+    [INFO][configspace.py:175] --- n_layer: 1 -> 2
+    [INFO][configspace.py:175] --- n_neurons: 146 -> 90
     [INFO][smbo.py:327] Configuration budget is exhausted:
-    [INFO][smbo.py:328] --- Remaining wallclock time: -6.454545021057129
+    [INFO][smbo.py:328] --- Remaining wallclock time: -1.7476754188537598
     [INFO][smbo.py:329] --- Remaining cpu time: inf
-    [INFO][smbo.py:330] --- Remaining trials: 190
+    [INFO][smbo.py:330] --- Remaining trials: 189
     Validated costs from default config: 
-    --- [0.60155834 0.7032721 ]
+    --- [0.60155834 0.58128858]
 
     Validated costs from the Pareto front (incumbents):
-    --- [0.88924791 0.71955013]
-    --- [0.03561281 2.33211708]
+    --- [0.88924791 0.6146524 ]
+    --- [0.03561281 2.12714672]
 
 
 
@@ -237,7 +242,7 @@ mean accuracy and run-time of each configuration.
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** ( 0 minutes  44.390 seconds)
+   **Total running time of the script:** ( 0 minutes  38.663 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
 =================
-**01:05.953** total execution time for **examples_3_multi_objective** files:
+**00:53.852** total execution time for **examples_3_multi_objective** files:
 
 +------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_examples_3_multi_objective_2_parego.py` (``2_parego.py``)     | 00:44.390 | 0.0 MB |
+| :ref:`sphx_glr_examples_3_multi_objective_2_parego.py` (``2_parego.py``)     | 00:38.663 | 0.0 MB |
 +------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_examples_3_multi_objective_1_schaffer.py` (``1_schaffer.py``) | 00:21.562 | 0.0 MB |
+| :ref:`sphx_glr_examples_3_multi_objective_1_schaffer.py` (``1_schaffer.py``) | 00:15.190 | 0.0 MB |
 +------------------------------------------------------------------------------+-----------+--------+

development/_sources/examples/5_commandline/1_call_target_function_script.rst.txt

@@ -115,7 +115,7 @@ 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  9.040 seconds)
+   **Total running time of the script:** ( 0 minutes  6.571 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
 =================
-**00:09.040** total execution time for **examples_5_commandline** files:
+**00:06.571** 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``) | 00:09.040 | 0.0 MB |
+| :ref:`sphx_glr_examples_5_commandline_1_call_target_function_script.py` (``1_call_target_function_script.py``) | 00:06.571 | 0.0 MB |
 +----------------------------------------------------------------------------------------------------------------+-----------+--------+

development/examples/1_basics/1_quadratic_function.html

@@ -1148,7 +1148,7 @@
     <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  4.552 seconds)</p>
+<p class="sphx-glr-timing"><strong>Total running time of the script:</strong> ( 0 minutes  3.948 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

@@ -1138,7 +1138,7 @@
     <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  2.038 seconds)</p>
+<p class="sphx-glr-timing"><strong>Total running time of the script:</strong> ( 0 minutes  1.661 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>