Eddie Bergman: fix(RandomForest): Always cast seed to int (#1084)

automl · Nov 21, 2023 · ce522f5 · ce522f5
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diff --git a/development/.buildinfo b/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: 7f068bf04e142c0f8266fc6c671f79f9
+config: 5409e0abde3066122398ce4fe6b15d7e
 tags: 645f666f9bcd5a90fca523b33c5a78b7
diff --git a/development/.doctrees/api/smac.acquisition.function.abstract_acquisition_function.doctree b/development/.doctrees/api/smac.acquisition.function.abstract_acquisition_function.doctree
diff --git a/development/.doctrees/api/smac.acquisition.function.doctree b/development/.doctrees/api/smac.acquisition.function.doctree
diff --git a/development/.doctrees/api/smac.callback.callback.doctree b/development/.doctrees/api/smac.callback.callback.doctree
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diff --git a/development/.doctrees/api/smac.callback.metadata_callback.doctree b/development/.doctrees/api/smac.callback.metadata_callback.doctree
diff --git a/development/.doctrees/api/smac.facade.abstract_facade.doctree b/development/.doctrees/api/smac.facade.abstract_facade.doctree
diff --git a/development/.doctrees/api/smac.facade.algorithm_configuration_facade.doctree b/development/.doctrees/api/smac.facade.algorithm_configuration_facade.doctree
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diff --git a/development/.doctrees/api/smac.model.gaussian_process.kernels.doctree b/development/.doctrees/api/smac.model.gaussian_process.kernels.doctree
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diff --git a/development/.doctrees/api/smac.model.random_forest.random_forest.doctree b/development/.doctrees/api/smac.model.random_forest.random_forest.doctree
diff --git a/development/.doctrees/api/smac.multi_objective.abstract_multi_objective_algorithm.doctree b/development/.doctrees/api/smac.multi_objective.abstract_multi_objective_algorithm.doctree
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diff --git a/development/.doctrees/api/smac.multi_objective.parego.doctree b/development/.doctrees/api/smac.multi_objective.parego.doctree
diff --git a/development/.doctrees/api/smac.random_design.abstract_random_design.doctree b/development/.doctrees/api/smac.random_design.abstract_random_design.doctree
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diff --git a/development/.doctrees/api/smac.runner.target_function_runner.doctree b/development/.doctrees/api/smac.runner.target_function_runner.doctree
diff --git a/development/.doctrees/api/smac.runner.target_function_script_runner.doctree b/development/.doctrees/api/smac.runner.target_function_script_runner.doctree
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diff --git a/development/.doctrees/examples/1_basics/1_quadratic_function.doctree b/development/.doctrees/examples/1_basics/1_quadratic_function.doctree
diff --git a/development/.doctrees/examples/1_basics/2_svm_cv.doctree b/development/.doctrees/examples/1_basics/2_svm_cv.doctree
diff --git a/development/.doctrees/examples/1_basics/3_ask_and_tell.doctree b/development/.doctrees/examples/1_basics/3_ask_and_tell.doctree
diff --git a/development/.doctrees/examples/1_basics/4_callback.doctree b/development/.doctrees/examples/1_basics/4_callback.doctree
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diff --git a/development/.doctrees/examples/3_multi_objective/sg_execution_times.doctree b/development/.doctrees/examples/3_multi_objective/sg_execution_times.doctree
diff --git a/development/.doctrees/examples/5_commandline/1_call_target_function_script.doctree b/development/.doctrees/examples/5_commandline/1_call_target_function_script.doctree
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diff --git a/development/_downloads/bc82bea3a5dd7bdba60b65220891d9e5/examples_python.zip b/development/_downloads/bc82bea3a5dd7bdba60b65220891d9e5/examples_python.zip
diff --git a/development/_downloads/fb625db3c50d423b1b7881136ffdeec8/examples_jupyter.zip b/development/_downloads/fb625db3c50d423b1b7881136ffdeec8/examples_jupyter.zip
diff --git a/development/_images/sphx_glr_1_mlp_epochs_001.png b/development/_images/sphx_glr_1_mlp_epochs_001.png
diff --git a/development/_images/sphx_glr_1_mlp_epochs_thumb.png b/development/_images/sphx_glr_1_mlp_epochs_thumb.png
diff --git a/development/_images/sphx_glr_1_quadratic_function_001.png b/development/_images/sphx_glr_1_quadratic_function_001.png
diff --git a/development/_images/sphx_glr_1_schaffer_001.png b/development/_images/sphx_glr_1_schaffer_001.png
diff --git a/development/_images/sphx_glr_1_schaffer_thumb.png b/development/_images/sphx_glr_1_schaffer_thumb.png
diff --git a/development/_images/sphx_glr_2_parego_001.png b/development/_images/sphx_glr_2_parego_001.png
diff --git a/development/_images/sphx_glr_2_parego_thumb.png b/development/_images/sphx_glr_2_parego_thumb.png
diff --git a/development/_modules/smac/model/random_forest/random_forest.html b/development/_modules/smac/model/random_forest/random_forest.html
@@ -1094,7 +1094,9 @@ <h1>Source code for smac.model.random_forest.random_forest</h1><div class="highl
         <span class="bp">self</span><span class="o">.</span><span class="n">_rf_opts</span><span class="o">.</span><span class="n">compute_law_of_total_variance</span> <span class="o">=</span> <span class="kc">False</span>
         <span class="bp">self</span><span class="o">.</span><span class="n">_rf</span><span class="p">:</span> <span class="n">BinaryForest</span> <span class="o">|</span> <span class="kc">None</span> <span class="o">=</span> <span class="kc">None</span>
         <span class="bp">self</span><span class="o">.</span><span class="n">_log_y</span> <span class="o">=</span> <span class="n">log_y</span>
-        <span class="bp">self</span><span class="o">.</span><span class="n">_rng</span> <span class="o">=</span> <span class="n">regression</span><span class="o">.</span><span class="n">default_random_engine</span><span class="p">(</span><span class="n">seed</span><span class="p">)</span>
+
+        <span class="c1"># Case to `int` incase we get an `np.integer` type</span>
+        <span class="bp">self</span><span class="o">.</span><span class="n">_rng</span> <span class="o">=</span> <span class="n">regression</span><span class="o">.</span><span class="n">default_random_engine</span><span class="p">(</span><span class="nb">int</span><span class="p">(</span><span class="n">seed</span><span class="p">))</span>
 
         <span class="bp">self</span><span class="o">.</span><span class="n">_n_trees</span> <span class="o">=</span> <span class="n">n_trees</span>
         <span class="bp">self</span><span class="o">.</span><span class="n">_n_points_per_tree</span> <span class="o">=</span> <span class="n">n_points_per_tree</span>

diff --git a/development/_sources/examples/1_basics/1_quadratic_function.rst.txt b/development/_sources/examples/1_basics/1_quadratic_function.rst.txt
@@ -75,7 +75,7 @@ be applied to problems with large evaluation budgets (up to 1000 evaluations).
 
 |
 
-.. code-block:: default
+.. code-block:: Python
 
 
     import numpy as np
@@ -154,7 +154,7 @@ 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 2.986 seconds)
+   **Total running time of the script:** (0 minutes 2.398 seconds)
 
 
 .. _sphx_glr_download_examples_1_basics_1_quadratic_function.py:
@@ -163,20 +163,17 @@ be applied to problems with large evaluation budgets (up to 1000 evaluations).
 
   .. container:: sphx-glr-footer sphx-glr-footer-example
 
-
     .. container:: binder-badge
 
       .. image:: images/binder_badge_logo.svg
         :target: https://mybinder.org/v2/gh/automl/SMAC3/main?urlpath=lab/tree/notebooks/examples/1_basics/1_quadratic_function.ipynb
         :alt: Launch binder
         :width: 150 px
 
+    .. container:: sphx-glr-download sphx-glr-download-jupyter
 
+      :download:`Download Jupyter notebook: 1_quadratic_function.ipynb <1_quadratic_function.ipynb>`
 
     .. container:: sphx-glr-download sphx-glr-download-python
 
       :download:`Download Python source code: 1_quadratic_function.py <1_quadratic_function.py>`
-
-    .. container:: sphx-glr-download sphx-glr-download-jupyter
-
-      :download:`Download Jupyter notebook: 1_quadratic_function.ipynb <1_quadratic_function.ipynb>`
diff --git a/development/_sources/examples/1_basics/2_svm_cv.rst.txt b/development/_sources/examples/1_basics/2_svm_cv.rst.txt
diff --git a/development/_sources/examples/1_basics/3_ask_and_tell.rst.txt b/development/_sources/examples/1_basics/3_ask_and_tell.rst.txt
@@ -36,21 +36,19 @@ This examples show how to use the Ask-and-Tell interface.
     [INFO][abstract_intensifier.py:515] Added config 38310a as new incumbent because there are no incumbents yet.
     [INFO][abstract_intensifier.py:594] Added config a840bc and rejected config 38310a as incumbent because it is not better than the incumbents on 1 instances:
     [INFO][abstract_intensifier.py:594] Added config e8ddec and rejected config a840bc as incumbent because it is not better than the incumbents on 1 instances:
-    [INFO][abstract_intensifier.py:594] Added config a9b60d and rejected config e8ddec as incumbent because it is not better than the incumbents on 1 instances:
-    [INFO][abstract_intensifier.py:594] Added config 96f88f and rejected config a9b60d as incumbent because it is not better than the incumbents on 1 instances:
-    [INFO][abstract_intensifier.py:594] Added config 0d4e03 and rejected config 96f88f as incumbent because it is not better than the incumbents on 1 instances:
+    [INFO][abstract_intensifier.py:594] Added config e74ba7 and rejected config e8ddec 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 737ab9 and rejected config 0d4e03 as incumbent because it is not better than the incumbents on 1 instances:
-    [INFO][abstract_intensifier.py:594] Added config eeebb9 and rejected config 737ab9 as incumbent because it is not better than the incumbents on 1 instances:
-    [INFO][abstract_intensifier.py:594] Added config 6d9074 and rejected config eeebb9 as incumbent because it is not better than the incumbents on 1 instances:
-    [INFO][abstract_intensifier.py:594] Added config a0e706 and rejected config 6d9074 as incumbent because it is not better than the incumbents on 1 instances:
+    [INFO][abstract_intensifier.py:594] Added config 1eebbc and rejected config e74ba7 as incumbent because it is not better than the incumbents on 1 instances:
+    [INFO][abstract_intensifier.py:594] Added config f01c34 and rejected config 1eebbc as incumbent because it is not better than the incumbents on 1 instances:
+    [INFO][abstract_intensifier.py:594] Added config 1df946 and rejected config f01c34 as incumbent because it is not better than the incumbents on 1 instances:
+    [INFO][abstract_intensifier.py:594] Added config 535c5d and rejected config 1df946 as incumbent because it is not better than the incumbents on 1 instances:
     [INFO][smbo.py:319] Finished 100 trials.
     [INFO][smbo.py:327] Configuration budget is exhausted:
     [INFO][smbo.py:328] --- Remaining wallclock time: inf
     [INFO][smbo.py:329] --- Remaining cpu time: inf
     [INFO][smbo.py:330] --- Remaining trials: 0
     Default cost: 16916.0
-    Incumbent cost: 0.8499771879028607
+    Incumbent cost: 1.1183978687059386
 
 
 
@@ -59,7 +57,7 @@ This examples show how to use the Ask-and-Tell interface.
 
 |
 
-.. code-block:: default
+.. code-block:: Python
 
 
     from ConfigSpace import Configuration, ConfigurationSpace, Float
@@ -140,7 +138,7 @@ This examples show how to use the Ask-and-Tell interface.
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 3.533 seconds)
+   **Total running time of the script:** (0 minutes 2.636 seconds)
 
 
 .. _sphx_glr_download_examples_1_basics_3_ask_and_tell.py:
@@ -149,20 +147,17 @@ This examples show how to use the Ask-and-Tell interface.
 
   .. container:: sphx-glr-footer sphx-glr-footer-example
 
-
     .. container:: binder-badge
 
       .. image:: images/binder_badge_logo.svg
         :target: https://mybinder.org/v2/gh/automl/SMAC3/main?urlpath=lab/tree/notebooks/examples/1_basics/3_ask_and_tell.ipynb
         :alt: Launch binder
         :width: 150 px
 
+    .. container:: sphx-glr-download sphx-glr-download-jupyter
 
+      :download:`Download Jupyter notebook: 3_ask_and_tell.ipynb <3_ask_and_tell.ipynb>`
 
     .. container:: sphx-glr-download sphx-glr-download-python
 
       :download:`Download Python source code: 3_ask_and_tell.py <3_ask_and_tell.py>`
-
-    .. container:: sphx-glr-download sphx-glr-download-jupyter
-
-      :download:`Download Jupyter notebook: 3_ask_and_tell.ipynb <3_ask_and_tell.ipynb>`
diff --git a/development/_sources/examples/1_basics/4_callback.rst.txt b/development/_sources/examples/1_basics/4_callback.rst.txt
@@ -67,7 +67,7 @@ Furthermore, we print some stages of the optimization process.
 
 |
 
-.. code-block:: default
+.. code-block:: Python
 
 
     from __future__ import annotations
@@ -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 0.180 seconds)
+   **Total running time of the script:** (0 minutes 0.147 seconds)
 
 
 .. _sphx_glr_download_examples_1_basics_4_callback.py:
@@ -155,20 +155,17 @@ Furthermore, we print some stages of the optimization process.
 
   .. container:: sphx-glr-footer sphx-glr-footer-example
 
-
     .. container:: binder-badge
 
       .. image:: images/binder_badge_logo.svg
         :target: https://mybinder.org/v2/gh/automl/SMAC3/main?urlpath=lab/tree/notebooks/examples/1_basics/4_callback.ipynb
         :alt: Launch binder
         :width: 150 px
 
+    .. container:: sphx-glr-download sphx-glr-download-jupyter
 
+      :download:`Download Jupyter notebook: 4_callback.ipynb <4_callback.ipynb>`
 
     .. container:: sphx-glr-download sphx-glr-download-python
 
       :download:`Download Python source code: 4_callback.py <4_callback.py>`
-
-    .. container:: sphx-glr-download sphx-glr-download-jupyter
-
-      :download:`Download Jupyter notebook: 4_callback.ipynb <4_callback.ipynb>`
diff --git a/development/_sources/examples/1_basics/5_continue.rst.txt b/development/_sources/examples/1_basics/5_continue.rst.txt
@@ -79,7 +79,7 @@ there already is a previous run with the same meta data, this run will be contin
 
 |
 
-.. code-block:: default
+.. code-block:: Python
 
 
     from __future__ import annotations
@@ -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 0.982 seconds)
+   **Total running time of the script:** (0 minutes 0.814 seconds)
 
 
 .. _sphx_glr_download_examples_1_basics_5_continue.py:
@@ -179,20 +179,17 @@ there already is a previous run with the same meta data, this run will be contin
 
   .. container:: sphx-glr-footer sphx-glr-footer-example
 
-
     .. container:: binder-badge
 
       .. image:: images/binder_badge_logo.svg
         :target: https://mybinder.org/v2/gh/automl/SMAC3/main?urlpath=lab/tree/notebooks/examples/1_basics/5_continue.ipynb
         :alt: Launch binder
         :width: 150 px
 
+    .. container:: sphx-glr-download sphx-glr-download-jupyter
 
+      :download:`Download Jupyter notebook: 5_continue.ipynb <5_continue.ipynb>`
 
     .. container:: sphx-glr-download sphx-glr-download-python
 
       :download:`Download Python source code: 5_continue.py <5_continue.py>`
-
-    .. container:: sphx-glr-download sphx-glr-download-jupyter
-
-      :download:`Download Jupyter notebook: 5_continue.ipynb <5_continue.ipynb>`
diff --git a/development/_sources/examples/1_basics/6_priors.rst.txt b/development/_sources/examples/1_basics/6_priors.rst.txt
@@ -42,15 +42,15 @@ optimization, you have to change the acquisition function to ``PriorAcquisitionF
     [WARNING][prior_acqusition_function.py:107] Discretizing the prior for random forest models.
     [INFO][abstract_intensifier.py:515] Added config 7ec7fe as new incumbent because there are no incumbents yet.
     [INFO][abstract_intensifier.py:594] Added config 6acb23 and rejected config 7ec7fe as incumbent because it is not better than the incumbents on 1 instances:
-    [INFO][abstract_intensifier.py:594] Added config 95309e and rejected config 6acb23 as incumbent because it is not better than the incumbents on 1 instances:
-    [INFO][abstract_intensifier.py:594] Added config 87ba17 and rejected config 95309e as incumbent because it is not better than the incumbents on 1 instances:
-    [INFO][abstract_intensifier.py:594] Added config a3d1bd and rejected config 87ba17 as incumbent because it is not better than the incumbents on 1 instances:
+    [INFO][abstract_intensifier.py:594] Added config 37a8e7 and rejected config 6acb23 as incumbent because it is not better than the incumbents on 1 instances:
+    [INFO][abstract_intensifier.py:594] Added config 5b96ec and rejected config 37a8e7 as incumbent because it is not better than the incumbents on 1 instances:
+    [INFO][abstract_intensifier.py:594] Added config 35cf09 and rejected config 5b96ec 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: inf
     [INFO][smbo.py:329] --- Remaining cpu time: inf
     [INFO][smbo.py:330] --- Remaining trials: 0
     Default cost: 0.038952336737852145
-    Default cost: 0.026719281956050667
+    Default cost: 0.02727174249458364
 
 
 
@@ -59,7 +59,7 @@ optimization, you have to change the acquisition function to ``PriorAcquisitionF
 
 |
 
-.. code-block:: default
+.. code-block:: Python
 
 
     import warnings
@@ -225,7 +225,7 @@ optimization, you have to change the acquisition function to ``PriorAcquisitionF
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 29.828 seconds)
+   **Total running time of the script:** (0 minutes 24.000 seconds)
 
 
 .. _sphx_glr_download_examples_1_basics_6_priors.py:
@@ -234,20 +234,17 @@ optimization, you have to change the acquisition function to ``PriorAcquisitionF
 
   .. container:: sphx-glr-footer sphx-glr-footer-example
 
-
     .. container:: binder-badge
 
       .. image:: images/binder_badge_logo.svg
         :target: https://mybinder.org/v2/gh/automl/SMAC3/main?urlpath=lab/tree/notebooks/examples/1_basics/6_priors.ipynb
         :alt: Launch binder
         :width: 150 px
 
+    .. container:: sphx-glr-download sphx-glr-download-jupyter
 
+      :download:`Download Jupyter notebook: 6_priors.ipynb <6_priors.ipynb>`
 
     .. container:: sphx-glr-download sphx-glr-download-python
 
       :download:`Download Python source code: 6_priors.py <6_priors.py>`
-
-    .. container:: sphx-glr-download sphx-glr-download-jupyter
-
-      :download:`Download Jupyter notebook: 6_priors.ipynb <6_priors.ipynb>`
diff --git a/development/_sources/examples/1_basics/sg_execution_times.rst.txt b/development/_sources/examples/1_basics/sg_execution_times.rst.txt
@@ -6,18 +6,47 @@
 
 Computation times
 =================
-**00:38.526** total execution time for **examples_1_basics** files:
-
-+-----------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_examples_1_basics_6_priors.py` (``6_priors.py``)                         | 00:29.828 | 0.0 MB |
-+-----------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_examples_1_basics_3_ask_and_tell.py` (``3_ask_and_tell.py``)             | 00:03.533 | 0.0 MB |
-+-----------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_examples_1_basics_1_quadratic_function.py` (``1_quadratic_function.py``) | 00:02.986 | 0.0 MB |
-+-----------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_examples_1_basics_2_svm_cv.py` (``2_svm_cv.py``)                         | 00:01.017 | 0.0 MB |
-+-----------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_examples_1_basics_5_continue.py` (``5_continue.py``)                     | 00:00.982 | 0.0 MB |
-+-----------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_examples_1_basics_4_callback.py` (``4_callback.py``)                     | 00:00.180 | 0.0 MB |
-+-----------------------------------------------------------------------------------------+-----------+--------+
+**00:30.783** total execution time for 6 files **from examples/1_basics**:
+
+.. container::
+
+  .. raw:: html
+
+    <style scoped>
+    <link href="https://cdnjs.cloudflare.com/ajax/libs/twitter-bootstrap/5.3.0/css/bootstrap.min.css" rel="stylesheet" />
+    <link href="https://cdn.datatables.net/1.13.6/css/dataTables.bootstrap5.min.css" rel="stylesheet" />
+    </style>
+    <script src="https://code.jquery.com/jquery-3.7.0.js"></script>
+    <script src="https://cdn.datatables.net/1.13.6/js/jquery.dataTables.min.js"></script>
+    <script src="https://cdn.datatables.net/1.13.6/js/dataTables.bootstrap5.min.js"></script>
+    <script type="text/javascript" class="init">
+    $(document).ready( function () {
+        $('table.sg-datatable').DataTable({order: [[1, 'desc']]});
+    } );
+    </script>
+
+  .. list-table::
+   :header-rows: 1
+   :class: table table-striped sg-datatable
+
+   * - Example
+     - Time
+     - Mem (MB)
+   * - :ref:`sphx_glr_examples_1_basics_6_priors.py` (``6_priors.py``)
+     - 00:24.000
+     - 0.0
+   * - :ref:`sphx_glr_examples_1_basics_3_ask_and_tell.py` (``3_ask_and_tell.py``)
+     - 00:02.636
+     - 0.0
+   * - :ref:`sphx_glr_examples_1_basics_1_quadratic_function.py` (``1_quadratic_function.py``)
+     - 00:02.398
+     - 0.0
+   * - :ref:`sphx_glr_examples_1_basics_5_continue.py` (``5_continue.py``)
+     - 00:00.814
+     - 0.0
+   * - :ref:`sphx_glr_examples_1_basics_2_svm_cv.py` (``2_svm_cv.py``)
+     - 00:00.788
+     - 0.0
+   * - :ref:`sphx_glr_examples_1_basics_4_callback.py` (``4_callback.py``)
+     - 00:00.147
+     - 0.0