mwever: Merge pull request #208 from automl/development

automl · Feb 10, 2025 · a8407da · a8407da
1 parent 7594349
commit a8407da
Show file tree

Hide file tree

Showing 288 changed files with 2,231 additions and 1,597 deletions.
diff --git a/main/.buildinfo b/main/.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: 5f5cc67e9884aa53630cf60444ed0069
+config: 8d78f535a22bbb27fa5c9ca499c12f4a
 tags: 645f666f9bcd5a90fca523b33c5a78b7
diff --git a/main/.doctrees/api/deepcave.evaluators.ablation.doctree b/main/.doctrees/api/deepcave.evaluators.ablation.doctree
diff --git a/main/.doctrees/api/deepcave.evaluators.doctree b/main/.doctrees/api/deepcave.evaluators.doctree
diff --git a/main/.doctrees/api/deepcave.evaluators.epm.doctree b/main/.doctrees/api/deepcave.evaluators.epm.doctree
diff --git a/main/.doctrees/api/deepcave.evaluators.epm.fanova_forest.doctree b/main/.doctrees/api/deepcave.evaluators.epm.fanova_forest.doctree
diff --git a/main/.doctrees/api/deepcave.evaluators.epm.random_forest.doctree b/main/.doctrees/api/deepcave.evaluators.epm.random_forest.doctree
diff --git a/main/.doctrees/api/deepcave.evaluators.epm.random_forest_surrogate.doctree b/main/.doctrees/api/deepcave.evaluators.epm.random_forest_surrogate.doctree
diff --git a/main/.doctrees/api/deepcave.evaluators.epm.utils.doctree b/main/.doctrees/api/deepcave.evaluators.epm.utils.doctree
diff --git a/main/.doctrees/api/deepcave.evaluators.fanova.doctree b/main/.doctrees/api/deepcave.evaluators.fanova.doctree
diff --git a/main/.doctrees/api/deepcave.evaluators.footprint.doctree b/main/.doctrees/api/deepcave.evaluators.footprint.doctree
diff --git a/main/.doctrees/api/deepcave.evaluators.lpi.doctree b/main/.doctrees/api/deepcave.evaluators.lpi.doctree
diff --git a/main/.doctrees/api/deepcave.evaluators.mo_ablation.doctree b/main/.doctrees/api/deepcave.evaluators.mo_ablation.doctree
diff --git a/main/.doctrees/api/deepcave.evaluators.mo_fanova.doctree b/main/.doctrees/api/deepcave.evaluators.mo_fanova.doctree
diff --git a/main/.doctrees/api/deepcave.evaluators.mo_lpi.doctree b/main/.doctrees/api/deepcave.evaluators.mo_lpi.doctree
diff --git a/main/.doctrees/api/deepcave.layouts.doctree b/main/.doctrees/api/deepcave.layouts.doctree
diff --git a/main/.doctrees/api/deepcave.layouts.header.doctree b/main/.doctrees/api/deepcave.layouts.header.doctree
diff --git a/main/.doctrees/api/deepcave.layouts.not_found.doctree b/main/.doctrees/api/deepcave.layouts.not_found.doctree
diff --git a/main/.doctrees/api/deepcave.layouts.sidebar.doctree b/main/.doctrees/api/deepcave.layouts.sidebar.doctree
diff --git a/main/.doctrees/api/deepcave.plugins.budget.doctree b/main/.doctrees/api/deepcave.plugins.budget.doctree
diff --git a/main/.doctrees/api/deepcave.plugins.doctree b/main/.doctrees/api/deepcave.plugins.doctree
diff --git a/main/.doctrees/api/deepcave.plugins.dynamic.doctree b/main/.doctrees/api/deepcave.plugins.dynamic.doctree
diff --git a/main/.doctrees/api/deepcave.plugins.hyperparameter.ablation_paths.doctree b/main/.doctrees/api/deepcave.plugins.hyperparameter.ablation_paths.doctree
diff --git a/main/.doctrees/api/deepcave.plugins.hyperparameter.configuration_cube.doctree b/main/.doctrees/api/deepcave.plugins.hyperparameter.configuration_cube.doctree
diff --git a/main/.doctrees/api/deepcave.plugins.hyperparameter.doctree b/main/.doctrees/api/deepcave.plugins.hyperparameter.doctree
diff --git a/main/.doctrees/api/deepcave.plugins.hyperparameter.importances.doctree b/main/.doctrees/api/deepcave.plugins.hyperparameter.importances.doctree
diff --git a/main/.doctrees/api/deepcave.plugins.hyperparameter.parallel_coordinates.doctree b/main/.doctrees/api/deepcave.plugins.hyperparameter.parallel_coordinates.doctree
diff --git a/main/.doctrees/api/deepcave.plugins.hyperparameter.pdp.doctree b/main/.doctrees/api/deepcave.plugins.hyperparameter.pdp.doctree
diff --git a/main/.doctrees/api/deepcave.plugins.hyperparameter.symbolic_explanations.doctree b/main/.doctrees/api/deepcave.plugins.hyperparameter.symbolic_explanations.doctree
diff --git a/main/.doctrees/api/deepcave.plugins.objective.doctree b/main/.doctrees/api/deepcave.plugins.objective.doctree
diff --git a/main/.doctrees/api/deepcave.plugins.static.doctree b/main/.doctrees/api/deepcave.plugins.static.doctree
diff --git a/main/.doctrees/api/deepcave.plugins.summary.configurations.doctree b/main/.doctrees/api/deepcave.plugins.summary.configurations.doctree
diff --git a/main/.doctrees/api/deepcave.plugins.summary.doctree b/main/.doctrees/api/deepcave.plugins.summary.doctree
diff --git a/main/.doctrees/api/deepcave.plugins.summary.footprint.doctree b/main/.doctrees/api/deepcave.plugins.summary.footprint.doctree
diff --git a/main/.doctrees/api/deepcave.plugins.summary.overview.doctree b/main/.doctrees/api/deepcave.plugins.summary.overview.doctree
diff --git a/main/.doctrees/api/deepcave.runs.converters.amltk.doctree b/main/.doctrees/api/deepcave.runs.converters.amltk.doctree
diff --git a/main/.doctrees/api/deepcave.runs.converters.bohb.doctree b/main/.doctrees/api/deepcave.runs.converters.bohb.doctree
diff --git a/main/.doctrees/api/deepcave.runs.converters.dataframe.doctree b/main/.doctrees/api/deepcave.runs.converters.dataframe.doctree
diff --git a/main/.doctrees/api/deepcave.runs.converters.deepcave.doctree b/main/.doctrees/api/deepcave.runs.converters.deepcave.doctree
diff --git a/main/.doctrees/api/deepcave.runs.converters.doctree b/main/.doctrees/api/deepcave.runs.converters.doctree
diff --git a/main/.doctrees/api/deepcave.runs.converters.optuna.doctree b/main/.doctrees/api/deepcave.runs.converters.optuna.doctree
diff --git a/main/.doctrees/api/deepcave.runs.converters.smac3v1.doctree b/main/.doctrees/api/deepcave.runs.converters.smac3v1.doctree
diff --git a/main/.doctrees/api/deepcave.runs.converters.smac3v2.doctree b/main/.doctrees/api/deepcave.runs.converters.smac3v2.doctree
diff --git a/main/.doctrees/api/deepcave.runs.doctree b/main/.doctrees/api/deepcave.runs.doctree
diff --git a/main/.doctrees/api/deepcave.runs.exceptions.doctree b/main/.doctrees/api/deepcave.runs.exceptions.doctree
diff --git a/main/.doctrees/api/deepcave.runs.group.doctree b/main/.doctrees/api/deepcave.runs.group.doctree
diff --git a/main/.doctrees/api/deepcave.runs.handler.doctree b/main/.doctrees/api/deepcave.runs.handler.doctree
diff --git a/main/.doctrees/api/deepcave.runs.objective.doctree b/main/.doctrees/api/deepcave.runs.objective.doctree
diff --git a/main/.doctrees/api/deepcave.runs.recorder.doctree b/main/.doctrees/api/deepcave.runs.recorder.doctree
diff --git a/main/.doctrees/api/deepcave.runs.run.doctree b/main/.doctrees/api/deepcave.runs.run.doctree
diff --git a/main/.doctrees/api/deepcave.runs.status.doctree b/main/.doctrees/api/deepcave.runs.status.doctree
diff --git a/main/.doctrees/api/deepcave.runs.trial.doctree b/main/.doctrees/api/deepcave.runs.trial.doctree
diff --git a/main/.doctrees/api/deepcave.utils.cache.doctree b/main/.doctrees/api/deepcave.utils.cache.doctree
diff --git a/main/.doctrees/api/deepcave.utils.cast.doctree b/main/.doctrees/api/deepcave.utils.cast.doctree
diff --git a/main/.doctrees/api/deepcave.utils.compression.doctree b/main/.doctrees/api/deepcave.utils.compression.doctree
diff --git a/main/.doctrees/api/deepcave.utils.configs.doctree b/main/.doctrees/api/deepcave.utils.configs.doctree
diff --git a/main/.doctrees/api/deepcave.utils.configspace.doctree b/main/.doctrees/api/deepcave.utils.configspace.doctree
diff --git a/main/.doctrees/api/deepcave.utils.converters.doctree b/main/.doctrees/api/deepcave.utils.converters.doctree
diff --git a/main/.doctrees/api/deepcave.utils.dash.doctree b/main/.doctrees/api/deepcave.utils.dash.doctree
diff --git a/main/.doctrees/api/deepcave.utils.data_structures.doctree b/main/.doctrees/api/deepcave.utils.data_structures.doctree
diff --git a/main/.doctrees/api/deepcave.utils.docs.doctree b/main/.doctrees/api/deepcave.utils.docs.doctree
diff --git a/main/.doctrees/api/deepcave.utils.doctree b/main/.doctrees/api/deepcave.utils.doctree
diff --git a/main/.doctrees/api/deepcave.utils.files.doctree b/main/.doctrees/api/deepcave.utils.files.doctree
diff --git a/main/.doctrees/api/deepcave.utils.hash.doctree b/main/.doctrees/api/deepcave.utils.hash.doctree
diff --git a/main/.doctrees/api/deepcave.utils.layout.doctree b/main/.doctrees/api/deepcave.utils.layout.doctree
diff --git a/main/.doctrees/api/deepcave.utils.logs.doctree b/main/.doctrees/api/deepcave.utils.logs.doctree
diff --git a/main/.doctrees/api/deepcave.utils.multi_objective_importance.doctree b/main/.doctrees/api/deepcave.utils.multi_objective_importance.doctree
diff --git a/main/.doctrees/api/deepcave.utils.notification.doctree b/main/.doctrees/api/deepcave.utils.notification.doctree
diff --git a/main/.doctrees/api/deepcave.utils.run_caches.doctree b/main/.doctrees/api/deepcave.utils.run_caches.doctree
diff --git a/main/.doctrees/api/deepcave.utils.styled_plotty.doctree b/main/.doctrees/api/deepcave.utils.styled_plotty.doctree
diff --git a/main/.doctrees/api/deepcave.utils.symbolic_regression.doctree b/main/.doctrees/api/deepcave.utils.symbolic_regression.doctree
diff --git a/main/.doctrees/api/deepcave.utils.url.doctree b/main/.doctrees/api/deepcave.utils.url.doctree
diff --git a/main/.doctrees/api/deepcave.utils.util.doctree b/main/.doctrees/api/deepcave.utils.util.doctree
diff --git a/main/.doctrees/converters/bohb.doctree b/main/.doctrees/converters/bohb.doctree
diff --git a/main/.doctrees/converters/custom_converters.doctree b/main/.doctrees/converters/custom_converters.doctree
diff --git a/main/.doctrees/converters/deepcave.doctree b/main/.doctrees/converters/deepcave.doctree
diff --git a/main/.doctrees/converters/optuna.doctree b/main/.doctrees/converters/optuna.doctree
diff --git a/main/.doctrees/converters/smac.doctree b/main/.doctrees/converters/smac.doctree
diff --git a/main/.doctrees/environment.pickle b/main/.doctrees/environment.pickle
diff --git a/main/.doctrees/installation.doctree b/main/.doctrees/installation.doctree
diff --git a/main/.doctrees/plugins/ablation_paths.doctree b/main/.doctrees/plugins/ablation_paths.doctree
diff --git a/main/_downloads/21f8798a167ba643492208cc67bd1e22/minimal.zip b/main/_downloads/21f8798a167ba643492208cc67bd1e22/minimal.zip
diff --git a/main/_downloads/3ad6dd54379f5c5277b43384ae072aa5/ablation_paths.zip b/main/_downloads/3ad6dd54379f5c5277b43384ae072aa5/ablation_paths.zip
diff --git a/main/_downloads/40821b6c90aa18945a4ed76124057823/minimal.ipynb b/main/_downloads/40821b6c90aa18945a4ed76124057823/minimal.ipynb
@@ -35,7 +35,7 @@
       "name": "python",
       "nbconvert_exporter": "python",
       "pygments_lexer": "ipython3",
-      "version": "3.9.19"
+      "version": "3.9.21"
     }
   },
   "nbformat": 4,

diff --git a/main/_downloads/6c6c940b7cd82707fbcc01f7df5fd56f/digits_sklearn.zip b/main/_downloads/6c6c940b7cd82707fbcc01f7df5fd56f/digits_sklearn.zip
diff --git a/main/_downloads/7d7a7d51b729cfd5e3d34696ada6b064/importances.zip b/main/_downloads/7d7a7d51b729cfd5e3d34696ada6b064/importances.zip
diff --git a/main/_downloads/99282791bd8a0f766c85ce43b212a6b7/pdp.ipynb b/main/_downloads/99282791bd8a0f766c85ce43b212a6b7/pdp.ipynb
@@ -35,7 +35,7 @@
       "name": "python",
       "nbconvert_exporter": "python",
       "pygments_lexer": "ipython3",
-      "version": "3.9.19"
+      "version": "3.9.21"
     }
   },
   "nbformat": 4,

diff --git a/main/_downloads/99556dba95731a8f804741239f91ea47/mnist_pytorch.zip b/main/_downloads/99556dba95731a8f804741239f91ea47/mnist_pytorch.zip
diff --git a/main/_downloads/aabae18a223fa014a3ff3692699ee5e2/importances.ipynb b/main/_downloads/aabae18a223fa014a3ff3692699ee5e2/importances.ipynb
@@ -35,7 +35,7 @@
       "name": "python",
       "nbconvert_exporter": "python",
       "pygments_lexer": "ipython3",
-      "version": "3.9.19"
+      "version": "3.9.21"
     }
   },
   "nbformat": 4,

diff --git a/main/_downloads/ad79591140408f040bd9f6e2ef83c954/parallel_coordinates.zip b/main/_downloads/ad79591140408f040bd9f6e2ef83c954/parallel_coordinates.zip
diff --git a/main/_downloads/bc82bea3a5dd7bdba60b65220891d9e5/examples_python.zip b/main/_downloads/bc82bea3a5dd7bdba60b65220891d9e5/examples_python.zip
diff --git a/main/_downloads/bdc2709d62468d73e63248ef71ebc760/mnist_pytorch.ipynb b/main/_downloads/bdc2709d62468d73e63248ef71ebc760/mnist_pytorch.ipynb
@@ -35,7 +35,7 @@
       "name": "python",
       "nbconvert_exporter": "python",
       "pygments_lexer": "ipython3",
-      "version": "3.9.19"
+      "version": "3.9.21"
     }
   },
   "nbformat": 4,

diff --git a/main/_downloads/ca45e64eb26e32125a4561a719e13205/pdp.zip b/main/_downloads/ca45e64eb26e32125a4561a719e13205/pdp.zip
diff --git a/main/_downloads/d1732d869fba86e022de98932899c009/ablation_paths.ipynb b/main/_downloads/d1732d869fba86e022de98932899c009/ablation_paths.ipynb
@@ -35,7 +35,7 @@
       "name": "python",
       "nbconvert_exporter": "python",
       "pygments_lexer": "ipython3",
-      "version": "3.9.19"
+      "version": "3.9.21"
     }
   },
   "nbformat": 4,

diff --git a/main/_downloads/e9c545ae14a903164c9a627d1b3a375a/parallel_coordinates.ipynb b/main/_downloads/e9c545ae14a903164c9a627d1b3a375a/parallel_coordinates.ipynb
@@ -35,7 +35,7 @@
       "name": "python",
       "nbconvert_exporter": "python",
       "pygments_lexer": "ipython3",
-      "version": "3.9.19"
+      "version": "3.9.21"
     }
   },
   "nbformat": 4,

diff --git a/main/_downloads/f17079aa123e756d5eb37459dfeb46a2/digits_sklearn.ipynb b/main/_downloads/f17079aa123e756d5eb37459dfeb46a2/digits_sklearn.ipynb
@@ -35,7 +35,7 @@
       "name": "python",
       "nbconvert_exporter": "python",
       "pygments_lexer": "ipython3",
-      "version": "3.9.19"
+      "version": "3.9.21"
     }
   },
   "nbformat": 4,

diff --git a/main/_downloads/fb625db3c50d423b1b7881136ffdeec8/examples_jupyter.zip b/main/_downloads/fb625db3c50d423b1b7881136ffdeec8/examples_jupyter.zip
diff --git a/main/_modules/deepcave/evaluators/ablation.html b/main/_modules/deepcave/evaluators/ablation.html
@@ -21,7 +21,7 @@
 
 
 
-    <link rel="stylesheet" type="text/css" href="../../../_static/pygments.css?v=a746c00c" />
+    <link rel="stylesheet" type="text/css" href="../../../_static/pygments.css?v=8f2a1f02" />
     <link rel="stylesheet" type="text/css" href="../../../_static/css/custom.css?v=2eb4fb78" />
     <link rel="stylesheet" type="text/css" href="../../../_static/sg_gallery.css?v=d2d258e8" />
     <link rel="stylesheet" type="text/css" href="../../../_static/sg_gallery-binder.css?v=f4aeca0c" />
@@ -827,22 +827,22 @@ <h1>Source code for deepcave.evaluators.ablation</h1><div class="highlight"><pre
 <span class="sd">    - Ablation: Provide an evaluator of the ablation paths.</span>
 <span class="sd">&quot;&quot;&quot;</span>
 
-<span class="kn">from</span> <span class="nn">typing</span> <span class="kn">import</span> <span class="n">Any</span><span class="p">,</span> <span class="n">Dict</span><span class="p">,</span> <span class="n">List</span><span class="p">,</span> <span class="n">Optional</span><span class="p">,</span> <span class="n">Tuple</span><span class="p">,</span> <span class="n">Union</span>
+<span class="kn">from</span><span class="w"> </span><span class="nn">typing</span><span class="w"> </span><span class="kn">import</span> <span class="n">Any</span><span class="p">,</span> <span class="n">Dict</span><span class="p">,</span> <span class="n">List</span><span class="p">,</span> <span class="n">Optional</span><span class="p">,</span> <span class="n">Tuple</span><span class="p">,</span> <span class="n">Union</span>
 
-<span class="kn">import</span> <span class="nn">copy</span>
-<span class="kn">from</span> <span class="nn">collections</span> <span class="kn">import</span> <span class="n">OrderedDict</span>
+<span class="kn">import</span><span class="w"> </span><span class="nn">copy</span>
+<span class="kn">from</span><span class="w"> </span><span class="nn">collections</span><span class="w"> </span><span class="kn">import</span> <span class="n">OrderedDict</span>
 
-<span class="kn">import</span> <span class="nn">numpy</span> <span class="k">as</span> <span class="nn">np</span>
+<span class="kn">import</span><span class="w"> </span><span class="nn">numpy</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="nn">np</span>
 
-<span class="kn">from</span> <span class="nn">deepcave.evaluators.epm.random_forest_surrogate</span> <span class="kn">import</span> <span class="n">RandomForestSurrogate</span>
-<span class="kn">from</span> <span class="nn">deepcave.runs</span> <span class="kn">import</span> <span class="n">AbstractRun</span>
-<span class="kn">from</span> <span class="nn">deepcave.runs.objective</span> <span class="kn">import</span> <span class="n">Objective</span>
-<span class="kn">from</span> <span class="nn">deepcave.utils.logs</span> <span class="kn">import</span> <span class="n">get_logger</span>
+<span class="kn">from</span><span class="w"> </span><span class="nn">deepcave.evaluators.epm.random_forest_surrogate</span><span class="w"> </span><span class="kn">import</span> <span class="n">RandomForestSurrogate</span>
+<span class="kn">from</span><span class="w"> </span><span class="nn">deepcave.runs</span><span class="w"> </span><span class="kn">import</span> <span class="n">AbstractRun</span>
+<span class="kn">from</span><span class="w"> </span><span class="nn">deepcave.runs.objective</span><span class="w"> </span><span class="kn">import</span> <span class="n">Objective</span>
+<span class="kn">from</span><span class="w"> </span><span class="nn">deepcave.utils.logs</span><span class="w"> </span><span class="kn">import</span> <span class="n">get_logger</span>
 
 
 <div class="viewcode-block" id="Ablation">
 <a class="viewcode-back" href="../../../api/deepcave.evaluators.ablation.html#deepcave.evaluators.ablation.Ablation">[docs]</a>
-<span class="k">class</span> <span class="nc">Ablation</span><span class="p">:</span>
+<span class="k">class</span><span class="w"> </span><span class="nc">Ablation</span><span class="p">:</span>
 <span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
 <span class="sd">    Provide an evaluator of the ablation paths.</span>
 
@@ -865,7 +865,7 @@ <h1>Source code for deepcave.evaluators.ablation</h1><div class="highlight"><pre
 <span class="sd">        Gets changed step by step towards the incumbent configuration.</span>
 <span class="sd">    &quot;&quot;&quot;</span>
 
-    <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">run</span><span class="p">:</span> <span class="n">AbstractRun</span><span class="p">):</span>
+    <span class="k">def</span><span class="w"> </span><span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">run</span><span class="p">:</span> <span class="n">AbstractRun</span><span class="p">):</span>
         <span class="bp">self</span><span class="o">.</span><span class="n">run</span> <span class="o">=</span> <span class="n">run</span>
         <span class="bp">self</span><span class="o">.</span><span class="n">cs</span> <span class="o">=</span> <span class="n">run</span><span class="o">.</span><span class="n">configspace</span>
         <span class="bp">self</span><span class="o">.</span><span class="n">hp_names</span> <span class="o">=</span> <span class="nb">list</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">cs</span><span class="o">.</span><span class="n">keys</span><span class="p">())</span>
@@ -875,7 +875,7 @@ <h1>Source code for deepcave.evaluators.ablation</h1><div class="highlight"><pre
 
 <div class="viewcode-block" id="Ablation.calculate">
 <a class="viewcode-back" href="../../../api/deepcave.evaluators.ablation.html#deepcave.evaluators.ablation.Ablation.calculate">[docs]</a>
-    <span class="k">def</span> <span class="nf">calculate</span><span class="p">(</span>
+    <span class="k">def</span><span class="w"> </span><span class="nf">calculate</span><span class="p">(</span>
         <span class="bp">self</span><span class="p">,</span>
         <span class="n">objectives</span><span class="p">:</span> <span class="n">Optional</span><span class="p">[</span><span class="n">Union</span><span class="p">[</span><span class="n">Objective</span><span class="p">,</span> <span class="n">List</span><span class="p">[</span><span class="n">Objective</span><span class="p">]]],</span>  <span class="c1"># noqa</span>
         <span class="n">budget</span><span class="p">:</span> <span class="n">Optional</span><span class="p">[</span><span class="n">Union</span><span class="p">[</span><span class="nb">int</span><span class="p">,</span> <span class="nb">float</span><span class="p">]]</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span>  <span class="c1"># noqa</span>
@@ -982,7 +982,7 @@ <h1>Source code for deepcave.evaluators.ablation</h1><div class="highlight"><pre
 
 <div class="viewcode-block" id="Ablation.get_ablation_performances">
 <a class="viewcode-back" href="../../../api/deepcave.evaluators.ablation.html#deepcave.evaluators.ablation.Ablation.get_ablation_performances">[docs]</a>
-    <span class="k">def</span> <span class="nf">get_ablation_performances</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">Optional</span><span class="p">[</span><span class="n">Dict</span><span class="p">[</span><span class="n">Any</span><span class="p">,</span> <span class="n">Any</span><span class="p">]]:</span>
+    <span class="k">def</span><span class="w"> </span><span class="nf">get_ablation_performances</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">Optional</span><span class="p">[</span><span class="n">Dict</span><span class="p">[</span><span class="n">Any</span><span class="p">,</span> <span class="n">Any</span><span class="p">]]:</span>
 <span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
 <span class="sd">        Get the ablation performances.</span>
 
@@ -1003,7 +1003,7 @@ <h1>Source code for deepcave.evaluators.ablation</h1><div class="highlight"><pre
 
 <div class="viewcode-block" id="Ablation.get_ablation_improvements">
 <a class="viewcode-back" href="../../../api/deepcave.evaluators.ablation.html#deepcave.evaluators.ablation.Ablation.get_ablation_improvements">[docs]</a>
-    <span class="k">def</span> <span class="nf">get_ablation_improvements</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">Optional</span><span class="p">[</span><span class="n">Dict</span><span class="p">[</span><span class="n">Any</span><span class="p">,</span> <span class="n">Any</span><span class="p">]]:</span>
+    <span class="k">def</span><span class="w"> </span><span class="nf">get_ablation_improvements</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">Optional</span><span class="p">[</span><span class="n">Dict</span><span class="p">[</span><span class="n">Any</span><span class="p">,</span> <span class="n">Any</span><span class="p">]]:</span>
 <span class="w">        </span><span class="sd">&quot;&quot;&quot;</span>
 <span class="sd">        Get the ablation improvements.</span>
 
@@ -1023,7 +1023,7 @@ <h1>Source code for deepcave.evaluators.ablation</h1><div class="highlight"><pre
         <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">improvements</span></div>
 
 
-    <span class="k">def</span> <span class="nf">_ablation</span><span class="p">(</span>
+    <span class="k">def</span><span class="w"> </span><span class="nf">_ablation</span><span class="p">(</span>
         <span class="bp">self</span><span class="p">,</span>
         <span class="n">objective</span><span class="p">:</span> <span class="n">Objective</span><span class="p">,</span>
         <span class="n">budget</span><span class="p">:</span> <span class="n">Optional</span><span class="p">[</span><span class="n">Union</span><span class="p">[</span><span class="nb">int</span><span class="p">,</span> <span class="nb">float</span><span class="p">]],</span>
@@ -1111,7 +1111,7 @@ <h1>Source code for deepcave.evaluators.ablation</h1><div class="highlight"><pre
 
     <div class="footer-item">
       <p class="copyright">
-    &copy; Copyright Copyright 2024, S. Segel and H. Graf and E. Bergman and K. Thieme and L. Fehring and A. Tornede and R. Sass and A. Biedenkapp and F. Hutter and M. Lindauer.<br>
+    &copy; Copyright Copyright 2025, S. Segel and H. Graf and E. Bergman and K. Thieme and L. Fehring and A. Tornede and R. Sass and A. Biedenkapp and F. Hutter and M. Lindauer.<br>
 </p>
     </div>