C. Benjamins: Drop torch requirements (#1015)

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: 2b67c98518f20917c03746a37477b9d6
+config: 7c8f7299a36de8d98e2d71ed5ba6a5fb
 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  2.608 seconds)
+   **Total running time of the script:** ( 0 minutes  2.612 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  1.204 seconds)
+   **Total running time of the script:** ( 0 minutes  1.188 seconds)
 
 
 .. _sphx_glr_download_examples_1_basics_2_svm_cv.py:

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

@@ -158,7 +158,7 @@ This examples show how to use the Ask-and-Tell interface.
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** ( 0 minutes  3.037 seconds)
+   **Total running time of the script:** ( 0 minutes  3.049 seconds)
 
 
 .. _sphx_glr_download_examples_1_basics_3_ask_and_tell.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  0.850 seconds)
+   **Total running time of the script:** ( 0 minutes  0.856 seconds)
 
 
 .. _sphx_glr_download_examples_1_basics_5_continue.py:

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

@@ -238,7 +238,7 @@ optimization, you have to change the acquisition function to ``PriorAcquisitionF
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** ( 0 minutes  28.927 seconds)
+   **Total running time of the script:** ( 0 minutes  28.514 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
 =================
-**00:36.772** total execution time for **examples_1_basics** files:
+**00:36.364** total execution time for **examples_1_basics** files:
 
 +-----------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_examples_1_basics_6_priors.py` (``6_priors.py``)                         | 00:28.927 | 0.0 MB |
+| :ref:`sphx_glr_examples_1_basics_6_priors.py` (``6_priors.py``)                         | 00:28.514 | 0.0 MB |
 +-----------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_examples_1_basics_3_ask_and_tell.py` (``3_ask_and_tell.py``)             | 00:03.037 | 0.0 MB |
+| :ref:`sphx_glr_examples_1_basics_3_ask_and_tell.py` (``3_ask_and_tell.py``)             | 00:03.049 | 0.0 MB |
 +-----------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_examples_1_basics_1_quadratic_function.py` (``1_quadratic_function.py``) | 00:02.608 | 0.0 MB |
+| :ref:`sphx_glr_examples_1_basics_1_quadratic_function.py` (``1_quadratic_function.py``) | 00:02.612 | 0.0 MB |
 +-----------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_examples_1_basics_2_svm_cv.py` (``2_svm_cv.py``)                         | 00:01.204 | 0.0 MB |
+| :ref:`sphx_glr_examples_1_basics_2_svm_cv.py` (``2_svm_cv.py``)                         | 00:01.188 | 0.0 MB |
 +-----------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_examples_1_basics_5_continue.py` (``5_continue.py``)                     | 00:00.850 | 0.0 MB |
+| :ref:`sphx_glr_examples_1_basics_5_continue.py` (``5_continue.py``)                     | 00:00.856 | 0.0 MB |
 +-----------------------------------------------------------------------------------------+-----------+--------+
 | :ref:`sphx_glr_examples_1_basics_4_callback.py` (``4_callback.py``)                     | 00:00.146 | 0.0 MB |
 +-----------------------------------------------------------------------------------------+-----------+--------+

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

@@ -66,27 +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][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:319] Finished 100 trials.
     [INFO][smbo.py:319] Finished 100 trials.
     [INFO][smbo.py:327] Configuration budget is exhausted:
-    [INFO][smbo.py:328] --- Remaining wallclock time: -0.09807491302490234
+    [INFO][smbo.py:328] --- Remaining wallclock time: -0.3840937614440918
     [INFO][smbo.py:329] --- Remaining cpu time: inf
-    [INFO][smbo.py:330] --- Remaining trials: 393
+    [INFO][smbo.py:330] --- Remaining trials: 372
+    [INFO][abstract_intensifier.py:590] Added config eac397 and rejected config 8ea495 as incumbent because it is not better than the incumbents on 1 instances:
+    [INFO][configspace.py:175] --- batch_size: 214 -> 243
+    [INFO][configspace.py:175] --- learning_rate: None -> 'adaptive'
+    [INFO][configspace.py:175] --- learning_rate_init: 0.005599223654063347 -> 0.019318481257105263
+    [INFO][configspace.py:175] --- n_layer: 4 -> 2
+    [INFO][configspace.py:175] --- n_neurons: 66 -> 183
+    [INFO][configspace.py:175] --- solver: 'adam' -> 'sgd'
     Default cost (SuccessiveHalving): 0.36672856700711853
-    Incumbent cost (SuccessiveHalving): 0.0178087279480037
+    Incumbent cost (SuccessiveHalving): 0.020595790776849254
     [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 33967 instead
+    Hosting the HTTP server on port 34261 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.
@@ -121,9 +121,9 @@ is chosen to optimize the average accuracy on 5-fold cross validation.
     [INFO][smbo.py:319] Finished 50 trials.
     [INFO][smbo.py:319] Finished 50 trials.
     [INFO][smbo.py:327] Configuration budget is exhausted:
-    [INFO][smbo.py:328] --- Remaining wallclock time: -1.8553111553192139
+    [INFO][smbo.py:328] --- Remaining wallclock time: -0.1160273551940918
     [INFO][smbo.py:329] --- Remaining cpu time: inf
-    [INFO][smbo.py:330] --- Remaining trials: 416
+    [INFO][smbo.py:330] --- Remaining trials: 420
     Default cost (Hyperband): 0.36672856700711853
     Incumbent cost (Hyperband): 0.0178087279480037
 
@@ -304,7 +304,7 @@ 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  30.553 seconds)
+   **Total running time of the script:** ( 2 minutes  29.912 seconds)
 
 
 .. _sphx_glr_download_examples_2_multi_fidelity_1_mlp_epochs.py:

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

@@ -73,11 +73,10 @@ 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: -0.029857873916625977
+    [INFO][smbo.py:328] --- Remaining wallclock time: -0.04432988166809082
     [INFO][smbo.py:329] --- Remaining cpu time: inf
-    [INFO][smbo.py:330] --- Remaining trials: 4652
+    [INFO][smbo.py:330] --- Remaining trials: 4725
     Default cost: 0.15489347419148672
     Incumbent cost: 0.006249006102246613
 
@@ -219,7 +218,7 @@ the target function now is required to have an instance argument.
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** ( 0 minutes  38.884 seconds)
+   **Total running time of the script:** ( 0 minutes  39.490 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
 =================
-**03:09.437** total execution time for **examples_2_multi_fidelity** files:
+**03:09.402** total execution time for **examples_2_multi_fidelity** files:
 
 +-------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_examples_2_multi_fidelity_1_mlp_epochs.py` (``1_mlp_epochs.py``)     | 02:30.553 | 0.0 MB |
+| :ref:`sphx_glr_examples_2_multi_fidelity_1_mlp_epochs.py` (``1_mlp_epochs.py``)     | 02:29.912 | 0.0 MB |
 +-------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_examples_2_multi_fidelity_2_sgd_datasets.py` (``2_sgd_datasets.py``) | 00:38.884 | 0.0 MB |
+| :ref:`sphx_glr_examples_2_multi_fidelity_2_sgd_datasets.py` (``2_sgd_datasets.py``) | 00:39.490 | 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  10.250 seconds)
+   **Total running time of the script:** ( 0 minutes  11.645 seconds)
 
 
 .. _sphx_glr_download_examples_3_multi_objective_1_schaffer.py:

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

@@ -46,30 +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 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:598] Config d77b40 is a new incumbent. Total number of incumbents: 4.
-    [INFO][abstract_intensifier.py:598] Config 0ff715 is a new incumbent. Total number of incumbents: 5.
-    [INFO][abstract_intensifier.py:598] Config 429c43 is a new incumbent. Total number of incumbents: 6.
-    [INFO][abstract_intensifier.py:598] Config 59f5ac is a new incumbent. Total number of incumbents: 7.
-    [INFO][abstract_intensifier.py:590] Added config 53a3b0 and rejected config 59f5ac as incumbent because it is not better than the incumbents on 2 instances:
-    [INFO][configspace.py:175] --- batch_size: 201 -> 211
-    [INFO][configspace.py:175] --- learning_rate_init: 0.0009638957818340346 -> 0.001244415480039115
-    [INFO][configspace.py:175] --- n_neurons: 218 -> 204
+    [INFO][abstract_intensifier.py:598] Config d77b40 is a new incumbent. Total number of incumbents: 3.
+    [INFO][abstract_intensifier.py:598] Config a09280 is a new incumbent. Total number of incumbents: 4.
+    [INFO][abstract_intensifier.py:598] Config 2cab2a is a new incumbent. Total number of incumbents: 4.
+    [INFO][abstract_intensifier.py:598] Config c879f0 is a new incumbent. Total number of incumbents: 5.
     [INFO][smbo.py:327] Configuration budget is exhausted:
-    [INFO][smbo.py:328] --- Remaining wallclock time: -1.2417519092559814
+    [INFO][smbo.py:328] --- Remaining wallclock time: -0.03227972984313965
     [INFO][smbo.py:329] --- Remaining cpu time: inf
-    [INFO][smbo.py:330] --- Remaining trials: 180
+    [INFO][smbo.py:330] --- Remaining trials: 176
     Validated costs from default config: 
-    --- [0.60155834 0.22803581]
+    --- [0.60155834 0.28185558]
 
     Validated costs from the Pareto front (incumbents):
-    --- [0.88924791 0.25213516]
-    --- [0.04813757 0.78961754]
-    --- [0.80494274 0.9067992 ]
-    --- [0.03561281 0.96793699]
-    --- [0.0250472  2.23505247]
-    --- [0.02783117 2.16687429]
-    --- [0.02866527 1.80110848]
+    --- [0.88924791 0.35905719]
+    --- [0.08543098 0.78769481]
+    --- [0.03255958 1.03378141]
+    --- [0.1842069  0.79104865]
+    --- [0.06595172 0.99826181]
 
 
 
@@ -250,7 +243,7 @@ mean accuracy and run-time of each configuration.
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** ( 0 minutes  50.206 seconds)
+   **Total running time of the script:** ( 0 minutes  38.878 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
 =================
-**01:00.457** total execution time for **examples_3_multi_objective** files:
+**00:50.523** total execution time for **examples_3_multi_objective** files:
 
 +------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_examples_3_multi_objective_2_parego.py` (``2_parego.py``)     | 00:50.206 | 0.0 MB |
+| :ref:`sphx_glr_examples_3_multi_objective_2_parego.py` (``2_parego.py``)     | 00:38.878 | 0.0 MB |
 +------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_examples_3_multi_objective_1_schaffer.py` (``1_schaffer.py``) | 00:10.250 | 0.0 MB |
+| :ref:`sphx_glr_examples_3_multi_objective_1_schaffer.py` (``1_schaffer.py``) | 00:11.645 | 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  5.660 seconds)
+   **Total running time of the script:** ( 0 minutes  5.666 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
 =================
-**00:05.660** total execution time for **examples_5_commandline** files:
+**00:05.666** 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``) | 00:05.660 | 0.0 MB |
+| :ref:`sphx_glr_examples_5_commandline_1_call_target_function_script.py` (``1_call_target_function_script.py``) | 00:05.666 | 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  2.608 seconds)</p>
+<p class="sphx-glr-timing"><strong>Total running time of the script:</strong> ( 0 minutes  2.612 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  1.204 seconds)</p>
+<p class="sphx-glr-timing"><strong>Total running time of the script:</strong> ( 0 minutes  1.188 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

@@ -1145,7 +1145,7 @@
     <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  3.037 seconds)</p>
+<p class="sphx-glr-timing"><strong>Total running time of the script:</strong> ( 0 minutes  3.049 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/5_continue.html

@@ -1160,7 +1160,7 @@
     <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  0.850 seconds)</p>
+<p class="sphx-glr-timing"><strong>Total running time of the script:</strong> ( 0 minutes  0.856 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>

development/examples/1_basics/6_priors.html

@@ -1225,7 +1225,7 @@
     <span class="nb">print</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;Default 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  28.927 seconds)</p>
+<p class="sphx-glr-timing"><strong>Total running time of the script:</strong> ( 0 minutes  28.514 seconds)</p>
 <div class="sphx-glr-footer sphx-glr-footer-example docutils container" id="sphx-glr-download-examples-1-basics-6-priors-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/6_priors.ipynb"><img alt="Launch binder" src="../../_images/binder_badge_logo.svg" width="150px" /></a>