René Sass: Merge pull request #872 from automl/fix_mo_cache

automl · Jul 7, 2022 · e5dc17f · e5dc17f
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diff --git a/development/.doctrees/api/smac.intensification.abstract_racer.doctree b/development/.doctrees/api/smac.intensification.abstract_racer.doctree
diff --git a/development/.doctrees/api/smac.intensification.intensification.doctree b/development/.doctrees/api/smac.intensification.intensification.doctree
diff --git a/development/.doctrees/api/smac.intensification.parallel_scheduling.doctree b/development/.doctrees/api/smac.intensification.parallel_scheduling.doctree
diff --git a/development/.doctrees/api/smac.intensification.simple_intensifier.doctree b/development/.doctrees/api/smac.intensification.simple_intensifier.doctree
diff --git a/...t/.doctrees/api/smac.optimizer.multi_objective.abstract_multi_objective_algorithm.doctree b/...t/.doctrees/api/smac.optimizer.multi_objective.abstract_multi_objective_algorithm.doctree
diff --git a/development/.doctrees/api/smac.optimizer.multi_objective.aggregation_strategy.doctree b/development/.doctrees/api/smac.optimizer.multi_objective.aggregation_strategy.doctree
diff --git a/development/.doctrees/api/smac.optimizer.multi_objective.parego.doctree b/development/.doctrees/api/smac.optimizer.multi_objective.parego.doctree
diff --git a/development/.doctrees/api/smac.runhistory.runhistory.doctree b/development/.doctrees/api/smac.runhistory.runhistory.doctree
diff --git a/development/.doctrees/api/smac.utils.multi_objective.doctree b/development/.doctrees/api/smac.utils.multi_objective.doctree
diff --git a/development/.doctrees/details/arguments.doctree b/development/.doctrees/details/arguments.doctree
diff --git a/development/.doctrees/details/scenario.doctree b/development/.doctrees/details/scenario.doctree
diff --git a/development/.doctrees/environment.pickle b/development/.doctrees/environment.pickle
diff --git a/development/.doctrees/examples/python/plot_gb_non_deterministic.doctree b/development/.doctrees/examples/python/plot_gb_non_deterministic.doctree
diff --git a/development/.doctrees/examples/python/plot_mlp_mf.doctree b/development/.doctrees/examples/python/plot_mlp_mf.doctree
diff --git a/development/.doctrees/examples/python/plot_scalarized_multi_objective.doctree b/development/.doctrees/examples/python/plot_scalarized_multi_objective.doctree
diff --git a/development/.doctrees/examples/python/plot_sgd_instances.doctree b/development/.doctrees/examples/python/plot_sgd_instances.doctree
diff --git a/development/.doctrees/examples/python/plot_simple_multi_objective.doctree b/development/.doctrees/examples/python/plot_simple_multi_objective.doctree
diff --git a/development/.doctrees/examples/python/plot_svm_cv.doctree b/development/.doctrees/examples/python/plot_svm_cv.doctree
diff --git a/development/.doctrees/examples/python/plot_svm_eips.doctree b/development/.doctrees/examples/python/plot_svm_eips.doctree
diff --git a/development/.doctrees/examples/python/plot_synthetic_function.doctree b/development/.doctrees/examples/python/plot_synthetic_function.doctree
diff --git a/development/.doctrees/examples/python/plot_user_prior_mlp.doctree b/development/.doctrees/examples/python/plot_user_prior_mlp.doctree
diff --git a/development/.doctrees/examples/python/sg_execution_times.doctree b/development/.doctrees/examples/python/sg_execution_times.doctree
diff --git a/development/_downloads/a541c8346969a55ae1ff286c365431f6/plot_simple_multi_objective.ipynb b/development/_downloads/a541c8346969a55ae1ff286c365431f6/plot_simple_multi_objective.ipynb
@@ -26,7 +26,7 @@
       },
       "outputs": [],
       "source": [
-        "__copyright__ = \"Copyright 2021, AutoML.org Freiburg-Hannover\"\n__license__ = \"3-clause BSD\"\n\nimport numpy as np\nfrom ConfigSpace.hyperparameters import UniformFloatHyperparameter\nfrom matplotlib import pyplot as plt\n\nfrom smac.configspace import ConfigurationSpace\nfrom smac.facade.smac_bb_facade import SMAC4BB\nfrom smac.scenario.scenario import Scenario\n\n\ndef schaffer(x):\n    f1 = np.square(x)\n    f2 = np.square(np.sqrt(f1) - 2)\n\n    return f1, f2\n\n\ndef plot(all_x):\n    plt.figure()\n    for x in all_x:\n        f1, f2 = schaffer(x)\n        plt.scatter(f1, f2, c=\"blue\", alpha=0.1)\n\n    plt.show()\n\n\ndef plot_from_smac(smac):\n    rh = smac.get_runhistory()\n    all_x = []\n    for (config_id, _, _, _) in rh.data.keys():\n        config = rh.ids_config[config_id]\n        all_x.append(config[\"x\"])\n\n    plot(all_x)\n\n\ndef tae(cfg):\n    f1, f2 = schaffer(cfg[\"x\"])\n    return {\"metric1\": f1, \"metric2\": f2}\n\n\nif __name__ == \"__main__\":\n    MIN_V = -2\n    MAX_V = 2\n\n    # Simple configspace\n    cs = ConfigurationSpace()\n    cs.add_hyperparameter(UniformFloatHyperparameter(\"x\", lower=MIN_V, upper=MAX_V))\n\n    # Scenario object\n    scenario = Scenario(\n        {\n            \"run_obj\": \"quality\",  # we optimize quality (alternatively runtime)\n            \"runcount-limit\": 50,  # max. number of function evaluations\n            \"cs\": cs,  # configuration space\n            \"multi_objectives\": \"metric1, metric2\",\n            \"limit_resources\": False,\n        }\n    )\n\n    smac = SMAC4BB(\n        scenario=scenario,\n        rng=np.random.RandomState(5),\n        tae_runner=tae,\n    )\n    incumbent = smac.optimize()\n\n    # Plot the evaluated points\n    plot_from_smac(smac)"
+        "__copyright__ = \"Copyright 2021, AutoML.org Freiburg-Hannover\"\n__license__ = \"3-clause BSD\"\n\nimport numpy as np\nfrom ConfigSpace.hyperparameters import UniformFloatHyperparameter\nfrom matplotlib import pyplot as plt\n\nfrom smac.configspace import ConfigurationSpace\nfrom smac.facade.smac_bb_facade import SMAC4BB\nfrom smac.scenario.scenario import Scenario\n\n\ndef schaffer(x):\n    f1 = np.square(x)\n    f2 = np.square(np.sqrt(f1) - 2)\n\n    return f1, f2\n\n\ndef plot(all_x):\n    plt.figure()\n    for x in all_x:\n        f1, f2 = schaffer(x)\n        plt.scatter(f1, f2, c=\"blue\", alpha=0.1, zorder=3000)\n\n    plt.vlines([1], 0, 4, linestyles=\"dashed\", colors=[\"red\"])\n    plt.hlines([1], 0, 4, linestyles=\"dashed\", colors=[\"red\"])\n\n    plt.show()\n\n\ndef plot_from_smac(smac):\n    rh = smac.get_runhistory()\n    all_x = []\n    for (config_id, _, _, _) in rh.data.keys():\n        config = rh.ids_config[config_id]\n        all_x.append(config[\"x\"])\n\n    plot(all_x)\n\n\ndef tae(cfg):\n    f1, f2 = schaffer(cfg[\"x\"])\n    return {\"metric1\": f1, \"metric2\": f2}\n\n\nif __name__ == \"__main__\":\n    MIN_V = -2\n    MAX_V = 2\n\n    # Simple configspace\n    cs = ConfigurationSpace()\n    cs.add_hyperparameter(UniformFloatHyperparameter(\"x\", lower=MIN_V, upper=MAX_V))\n\n    # Scenario object\n    scenario = Scenario(\n        {\n            \"run_obj\": \"quality\",  # we optimize quality (alternatively runtime)\n            \"runcount-limit\": 50,  # max. number of function evaluations\n            \"cs\": cs,  # configuration space\n            \"multi_objectives\": \"metric1, metric2\",\n            \"limit_resources\": False,\n        }\n    )\n\n    smac = SMAC4BB(\n        scenario=scenario,\n        rng=np.random.RandomState(5),\n        tae_runner=tae,\n    )\n    incumbent = smac.optimize()\n\n    # Plot the evaluated points\n    plot_from_smac(smac)"
       ]
     }
   ],

diff --git a/development/_downloads/bc82bea3a5dd7bdba60b65220891d9e5/examples_python.zip b/development/_downloads/bc82bea3a5dd7bdba60b65220891d9e5/examples_python.zip
diff --git a/development/_downloads/d66541a3654d036d063c82cb5ca07b94/plot_simple_multi_objective.py b/development/_downloads/d66541a3654d036d063c82cb5ca07b94/plot_simple_multi_objective.py
@@ -27,7 +27,10 @@ def plot(all_x):
     plt.figure()
     for x in all_x:
         f1, f2 = schaffer(x)
-        plt.scatter(f1, f2, c="blue", alpha=0.1)
+        plt.scatter(f1, f2, c="blue", alpha=0.1, zorder=3000)
+
+    plt.vlines([1], 0, 4, linestyles="dashed", colors=["red"])
+    plt.hlines([1], 0, 4, linestyles="dashed", colors=["red"])
 
     plt.show()
 

diff --git a/development/_downloads/fb625db3c50d423b1b7881136ffdeec8/examples_jupyter.zip b/development/_downloads/fb625db3c50d423b1b7881136ffdeec8/examples_jupyter.zip
diff --git a/development/_images/sphx_glr_plot_scalarized_multi_objective_001.png b/development/_images/sphx_glr_plot_scalarized_multi_objective_001.png
diff --git a/development/_images/sphx_glr_plot_scalarized_multi_objective_thumb.png b/development/_images/sphx_glr_plot_scalarized_multi_objective_thumb.png
diff --git a/development/_images/sphx_glr_plot_simple_multi_objective_001.png b/development/_images/sphx_glr_plot_simple_multi_objective_001.png
diff --git a/development/_images/sphx_glr_plot_simple_multi_objective_thumb.png b/development/_images/sphx_glr_plot_simple_multi_objective_thumb.png
diff --git a/development/_modules/index.html b/development/_modules/index.html
@@ -110,7 +110,7 @@
 
 
             <!-- Only show if we have sidebars configured, else just a small margin  -->
-            <div class="col-12 col-md-3 bd-sidebar"><h4 class="mt-0 mb-0">SMAC3 Documentation</h4>
+            <div class="col-12 col-md-3 bd-sidebar"><h4 class="mt-0 mb-0"><a href="../index.html">SMAC3 Documentation</a></h4>
 <div class="mb-3">v1.3.4</div><nav class="bd-links" id="bd-docs-nav" aria-label="Main navigation">
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diff --git a/development/_modules/smac/callbacks.html b/development/_modules/smac/callbacks.html
@@ -110,7 +110,7 @@
 
 
             <!-- Only show if we have sidebars configured, else just a small margin  -->
-            <div class="col-12 col-md-3 bd-sidebar"><h4 class="mt-0 mb-0">SMAC3 Documentation</h4>
+            <div class="col-12 col-md-3 bd-sidebar"><h4 class="mt-0 mb-0"><a href="../../index.html">SMAC3 Documentation</a></h4>
 <div class="mb-3">v1.3.4</div><nav class="bd-links" id="bd-docs-nav" aria-label="Main navigation">
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diff --git a/development/_modules/smac/epm/base_epm.html b/development/_modules/smac/epm/base_epm.html
@@ -110,7 +110,7 @@
 
 
             <!-- Only show if we have sidebars configured, else just a small margin  -->
-            <div class="col-12 col-md-3 bd-sidebar"><h4 class="mt-0 mb-0">SMAC3 Documentation</h4>
+            <div class="col-12 col-md-3 bd-sidebar"><h4 class="mt-0 mb-0"><a href="../../../index.html">SMAC3 Documentation</a></h4>
 <div class="mb-3">v1.3.4</div><nav class="bd-links" id="bd-docs-nav" aria-label="Main navigation">
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diff --git a/development/_modules/smac/epm/base_gp.html b/development/_modules/smac/epm/base_gp.html
@@ -110,7 +110,7 @@
 
 
             <!-- Only show if we have sidebars configured, else just a small margin  -->
-            <div class="col-12 col-md-3 bd-sidebar"><h4 class="mt-0 mb-0">SMAC3 Documentation</h4>
+            <div class="col-12 col-md-3 bd-sidebar"><h4 class="mt-0 mb-0"><a href="../../../index.html">SMAC3 Documentation</a></h4>
 <div class="mb-3">v1.3.4</div><nav class="bd-links" id="bd-docs-nav" aria-label="Main navigation">
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diff --git a/development/_modules/smac/epm/base_imputor.html b/development/_modules/smac/epm/base_imputor.html
@@ -110,7 +110,7 @@
 
 
             <!-- Only show if we have sidebars configured, else just a small margin  -->
-            <div class="col-12 col-md-3 bd-sidebar"><h4 class="mt-0 mb-0">SMAC3 Documentation</h4>
+            <div class="col-12 col-md-3 bd-sidebar"><h4 class="mt-0 mb-0"><a href="../../../index.html">SMAC3 Documentation</a></h4>
 <div class="mb-3">v1.3.4</div><nav class="bd-links" id="bd-docs-nav" aria-label="Main navigation">
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diff --git a/development/_modules/smac/epm/base_rf.html b/development/_modules/smac/epm/base_rf.html
@@ -110,7 +110,7 @@
 
 
             <!-- Only show if we have sidebars configured, else just a small margin  -->
-            <div class="col-12 col-md-3 bd-sidebar"><h4 class="mt-0 mb-0">SMAC3 Documentation</h4>
+            <div class="col-12 col-md-3 bd-sidebar"><h4 class="mt-0 mb-0"><a href="../../../index.html">SMAC3 Documentation</a></h4>
 <div class="mb-3">v1.3.4</div><nav class="bd-links" id="bd-docs-nav" aria-label="Main navigation">
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diff --git a/development/_modules/smac/epm/base_uncorrelated_mo_model.html b/development/_modules/smac/epm/base_uncorrelated_mo_model.html
@@ -110,7 +110,7 @@
 
 
             <!-- Only show if we have sidebars configured, else just a small margin  -->
-            <div class="col-12 col-md-3 bd-sidebar"><h4 class="mt-0 mb-0">SMAC3 Documentation</h4>
+            <div class="col-12 col-md-3 bd-sidebar"><h4 class="mt-0 mb-0"><a href="../../../index.html">SMAC3 Documentation</a></h4>
 <div class="mb-3">v1.3.4</div><nav class="bd-links" id="bd-docs-nav" aria-label="Main navigation">
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diff --git a/development/_modules/smac/epm/gaussian_process.html b/development/_modules/smac/epm/gaussian_process.html
@@ -110,7 +110,7 @@
 
 
             <!-- Only show if we have sidebars configured, else just a small margin  -->
-            <div class="col-12 col-md-3 bd-sidebar"><h4 class="mt-0 mb-0">SMAC3 Documentation</h4>
+            <div class="col-12 col-md-3 bd-sidebar"><h4 class="mt-0 mb-0"><a href="../../../index.html">SMAC3 Documentation</a></h4>
 <div class="mb-3">v1.3.4</div><nav class="bd-links" id="bd-docs-nav" aria-label="Main navigation">
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diff --git a/development/_modules/smac/epm/gaussian_process_mcmc.html b/development/_modules/smac/epm/gaussian_process_mcmc.html
@@ -110,7 +110,7 @@
 
 
             <!-- Only show if we have sidebars configured, else just a small margin  -->
-            <div class="col-12 col-md-3 bd-sidebar"><h4 class="mt-0 mb-0">SMAC3 Documentation</h4>
+            <div class="col-12 col-md-3 bd-sidebar"><h4 class="mt-0 mb-0"><a href="../../../index.html">SMAC3 Documentation</a></h4>
 <div class="mb-3">v1.3.4</div><nav class="bd-links" id="bd-docs-nav" aria-label="Main navigation">
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diff --git a/development/_modules/smac/epm/gp_base_prior.html b/development/_modules/smac/epm/gp_base_prior.html
@@ -110,7 +110,7 @@
 
 
             <!-- Only show if we have sidebars configured, else just a small margin  -->
-            <div class="col-12 col-md-3 bd-sidebar"><h4 class="mt-0 mb-0">SMAC3 Documentation</h4>
+            <div class="col-12 col-md-3 bd-sidebar"><h4 class="mt-0 mb-0"><a href="../../../index.html">SMAC3 Documentation</a></h4>
 <div class="mb-3">v1.3.4</div><nav class="bd-links" id="bd-docs-nav" aria-label="Main navigation">
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     <ul class="nav bd-sidenav">

diff --git a/development/_modules/smac/epm/gp_kernels.html b/development/_modules/smac/epm/gp_kernels.html
@@ -110,7 +110,7 @@
 
 
             <!-- Only show if we have sidebars configured, else just a small margin  -->
-            <div class="col-12 col-md-3 bd-sidebar"><h4 class="mt-0 mb-0">SMAC3 Documentation</h4>
+            <div class="col-12 col-md-3 bd-sidebar"><h4 class="mt-0 mb-0"><a href="../../../index.html">SMAC3 Documentation</a></h4>
 <div class="mb-3">v1.3.4</div><nav class="bd-links" id="bd-docs-nav" aria-label="Main navigation">
   <div class="bd-toc-item active">
     <ul class="nav bd-sidenav">

diff --git a/development/_modules/smac/epm/random_epm.html b/development/_modules/smac/epm/random_epm.html
@@ -110,7 +110,7 @@
 
 
             <!-- Only show if we have sidebars configured, else just a small margin  -->
-            <div class="col-12 col-md-3 bd-sidebar"><h4 class="mt-0 mb-0">SMAC3 Documentation</h4>
+            <div class="col-12 col-md-3 bd-sidebar"><h4 class="mt-0 mb-0"><a href="../../../index.html">SMAC3 Documentation</a></h4>
 <div class="mb-3">v1.3.4</div><nav class="bd-links" id="bd-docs-nav" aria-label="Main navigation">
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diff --git a/development/_modules/smac/epm/rf_with_instances.html b/development/_modules/smac/epm/rf_with_instances.html
@@ -110,7 +110,7 @@
 
 
             <!-- Only show if we have sidebars configured, else just a small margin  -->
-            <div class="col-12 col-md-3 bd-sidebar"><h4 class="mt-0 mb-0">SMAC3 Documentation</h4>
+            <div class="col-12 col-md-3 bd-sidebar"><h4 class="mt-0 mb-0"><a href="../../../index.html">SMAC3 Documentation</a></h4>
 <div class="mb-3">v1.3.4</div><nav class="bd-links" id="bd-docs-nav" aria-label="Main navigation">
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     <ul class="nav bd-sidenav">

diff --git a/development/_modules/smac/epm/rfr_imputator.html b/development/_modules/smac/epm/rfr_imputator.html
@@ -110,7 +110,7 @@
 
 
             <!-- Only show if we have sidebars configured, else just a small margin  -->
-            <div class="col-12 col-md-3 bd-sidebar"><h4 class="mt-0 mb-0">SMAC3 Documentation</h4>
+            <div class="col-12 col-md-3 bd-sidebar"><h4 class="mt-0 mb-0"><a href="../../../index.html">SMAC3 Documentation</a></h4>
 <div class="mb-3">v1.3.4</div><nav class="bd-links" id="bd-docs-nav" aria-label="Main navigation">
   <div class="bd-toc-item active">
     <ul class="nav bd-sidenav">

diff --git a/development/_modules/smac/epm/uncorrelated_mo_rf_with_instances.html b/development/_modules/smac/epm/uncorrelated_mo_rf_with_instances.html
@@ -110,7 +110,7 @@
 
 
             <!-- Only show if we have sidebars configured, else just a small margin  -->
-            <div class="col-12 col-md-3 bd-sidebar"><h4 class="mt-0 mb-0">SMAC3 Documentation</h4>
+            <div class="col-12 col-md-3 bd-sidebar"><h4 class="mt-0 mb-0"><a href="../../../index.html">SMAC3 Documentation</a></h4>
 <div class="mb-3">v1.3.4</div><nav class="bd-links" id="bd-docs-nav" aria-label="Main navigation">
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diff --git a/development/_modules/smac/epm/util_funcs.html b/development/_modules/smac/epm/util_funcs.html
@@ -110,7 +110,7 @@
 
 
             <!-- Only show if we have sidebars configured, else just a small margin  -->
-            <div class="col-12 col-md-3 bd-sidebar"><h4 class="mt-0 mb-0">SMAC3 Documentation</h4>
+            <div class="col-12 col-md-3 bd-sidebar"><h4 class="mt-0 mb-0"><a href="../../../index.html">SMAC3 Documentation</a></h4>
 <div class="mb-3">v1.3.4</div><nav class="bd-links" id="bd-docs-nav" aria-label="Main navigation">
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diff --git a/development/_modules/smac/facade/experimental/hydra_facade.html b/development/_modules/smac/facade/experimental/hydra_facade.html
@@ -110,7 +110,7 @@
 
 
             <!-- Only show if we have sidebars configured, else just a small margin  -->
-            <div class="col-12 col-md-3 bd-sidebar"><h4 class="mt-0 mb-0">SMAC3 Documentation</h4>
+            <div class="col-12 col-md-3 bd-sidebar"><h4 class="mt-0 mb-0"><a href="../../../../index.html">SMAC3 Documentation</a></h4>
 <div class="mb-3">v1.3.4</div><nav class="bd-links" id="bd-docs-nav" aria-label="Main navigation">
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diff --git a/development/_modules/smac/facade/experimental/psmac_facade.html b/development/_modules/smac/facade/experimental/psmac_facade.html
@@ -110,7 +110,7 @@
 
 
             <!-- Only show if we have sidebars configured, else just a small margin  -->
-            <div class="col-12 col-md-3 bd-sidebar"><h4 class="mt-0 mb-0">SMAC3 Documentation</h4>
+            <div class="col-12 col-md-3 bd-sidebar"><h4 class="mt-0 mb-0"><a href="../../../../index.html">SMAC3 Documentation</a></h4>
 <div class="mb-3">v1.3.4</div><nav class="bd-links" id="bd-docs-nav" aria-label="Main navigation">
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diff --git a/development/_modules/smac/facade/func_facade.html b/development/_modules/smac/facade/func_facade.html
@@ -110,7 +110,7 @@
 
 
             <!-- Only show if we have sidebars configured, else just a small margin  -->
-            <div class="col-12 col-md-3 bd-sidebar"><h4 class="mt-0 mb-0">SMAC3 Documentation</h4>
+            <div class="col-12 col-md-3 bd-sidebar"><h4 class="mt-0 mb-0"><a href="../../../index.html">SMAC3 Documentation</a></h4>
 <div class="mb-3">v1.3.4</div><nav class="bd-links" id="bd-docs-nav" aria-label="Main navigation">
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diff --git a/development/_modules/smac/facade/hyperband_facade.html b/development/_modules/smac/facade/hyperband_facade.html
@@ -110,7 +110,7 @@
 
 
             <!-- Only show if we have sidebars configured, else just a small margin  -->
-            <div class="col-12 col-md-3 bd-sidebar"><h4 class="mt-0 mb-0">SMAC3 Documentation</h4>
+            <div class="col-12 col-md-3 bd-sidebar"><h4 class="mt-0 mb-0"><a href="../../../index.html">SMAC3 Documentation</a></h4>
 <div class="mb-3">v1.3.4</div><nav class="bd-links" id="bd-docs-nav" aria-label="Main navigation">
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diff --git a/development/_modules/smac/facade/roar_facade.html b/development/_modules/smac/facade/roar_facade.html
@@ -110,7 +110,7 @@
 
 
             <!-- Only show if we have sidebars configured, else just a small margin  -->
-            <div class="col-12 col-md-3 bd-sidebar"><h4 class="mt-0 mb-0">SMAC3 Documentation</h4>
+            <div class="col-12 col-md-3 bd-sidebar"><h4 class="mt-0 mb-0"><a href="../../../index.html">SMAC3 Documentation</a></h4>
 <div class="mb-3">v1.3.4</div><nav class="bd-links" id="bd-docs-nav" aria-label="Main navigation">
   <div class="bd-toc-item active">
     <ul class="nav bd-sidenav">

diff --git a/development/_modules/smac/facade/smac_ac_facade.html b/development/_modules/smac/facade/smac_ac_facade.html
@@ -110,7 +110,7 @@
 
 
             <!-- Only show if we have sidebars configured, else just a small margin  -->
-            <div class="col-12 col-md-3 bd-sidebar"><h4 class="mt-0 mb-0">SMAC3 Documentation</h4>
+            <div class="col-12 col-md-3 bd-sidebar"><h4 class="mt-0 mb-0"><a href="../../../index.html">SMAC3 Documentation</a></h4>
 <div class="mb-3">v1.3.4</div><nav class="bd-links" id="bd-docs-nav" aria-label="Main navigation">
   <div class="bd-toc-item active">
     <ul class="nav bd-sidenav">
@@ -937,7 +937,7 @@ <h1>Source code for smac.facade.smac_ac_facade</h1><div class="highlight"><pre>
 
         <span class="k">if</span> <span class="n">scenario</span><span class="o">.</span><span class="n">multi_objectives</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span> <span class="ow">and</span> <span class="n">num_obj</span> <span class="o">&gt;</span> <span class="mi">1</span><span class="p">:</span>  <span class="c1"># type: ignore[attr-defined] # noqa F821</span>
             <span class="c1"># define any defaults here</span>
-            <span class="n">_multi_objective_kwargs</span> <span class="o">=</span> <span class="p">{</span><span class="s2">&quot;rng&quot;</span><span class="p">:</span> <span class="n">rng</span><span class="p">,</span> <span class="s2">&quot;num_obj&quot;</span><span class="p">:</span> <span class="n">num_obj</span><span class="p">}</span>
+            <span class="n">_multi_objective_kwargs</span> <span class="o">=</span> <span class="p">{</span><span class="s2">&quot;rng&quot;</span><span class="p">:</span> <span class="n">rng</span><span class="p">}</span>
 
             <span class="k">if</span> <span class="n">multi_objective_kwargs</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span><span class="p">:</span>
                 <span class="n">_multi_objective_kwargs</span><span class="o">.</span><span class="n">update</span><span class="p">(</span><span class="n">multi_objective_kwargs</span><span class="p">)</span>

diff --git a/development/_modules/smac/facade/smac_bb_facade.html b/development/_modules/smac/facade/smac_bb_facade.html
@@ -110,7 +110,7 @@
 
 
             <!-- Only show if we have sidebars configured, else just a small margin  -->
-            <div class="col-12 col-md-3 bd-sidebar"><h4 class="mt-0 mb-0">SMAC3 Documentation</h4>
+            <div class="col-12 col-md-3 bd-sidebar"><h4 class="mt-0 mb-0"><a href="../../../index.html">SMAC3 Documentation</a></h4>
 <div class="mb-3">v1.3.4</div><nav class="bd-links" id="bd-docs-nav" aria-label="Main navigation">
   <div class="bd-toc-item active">
     <ul class="nav bd-sidenav">

diff --git a/development/_modules/smac/facade/smac_hpo_facade.html b/development/_modules/smac/facade/smac_hpo_facade.html
@@ -110,7 +110,7 @@
 
 
             <!-- Only show if we have sidebars configured, else just a small margin  -->
-            <div class="col-12 col-md-3 bd-sidebar"><h4 class="mt-0 mb-0">SMAC3 Documentation</h4>
+            <div class="col-12 col-md-3 bd-sidebar"><h4 class="mt-0 mb-0"><a href="../../../index.html">SMAC3 Documentation</a></h4>
 <div class="mb-3">v1.3.4</div><nav class="bd-links" id="bd-docs-nav" aria-label="Main navigation">
   <div class="bd-toc-item active">
     <ul class="nav bd-sidenav">

diff --git a/development/_modules/smac/facade/smac_mf_facade.html b/development/_modules/smac/facade/smac_mf_facade.html
@@ -110,7 +110,7 @@
 
 
             <!-- Only show if we have sidebars configured, else just a small margin  -->
-            <div class="col-12 col-md-3 bd-sidebar"><h4 class="mt-0 mb-0">SMAC3 Documentation</h4>
+            <div class="col-12 col-md-3 bd-sidebar"><h4 class="mt-0 mb-0"><a href="../../../index.html">SMAC3 Documentation</a></h4>
 <div class="mb-3">v1.3.4</div><nav class="bd-links" id="bd-docs-nav" aria-label="Main navigation">
   <div class="bd-toc-item active">
     <ul class="nav bd-sidenav">

diff --git a/development/_modules/smac/initial_design/default_configuration_design.html b/development/_modules/smac/initial_design/default_configuration_design.html
@@ -110,7 +110,7 @@
 
 
             <!-- Only show if we have sidebars configured, else just a small margin  -->
-            <div class="col-12 col-md-3 bd-sidebar"><h4 class="mt-0 mb-0">SMAC3 Documentation</h4>
+            <div class="col-12 col-md-3 bd-sidebar"><h4 class="mt-0 mb-0"><a href="../../../index.html">SMAC3 Documentation</a></h4>
 <div class="mb-3">v1.3.4</div><nav class="bd-links" id="bd-docs-nav" aria-label="Main navigation">
   <div class="bd-toc-item active">
     <ul class="nav bd-sidenav">

diff --git a/development/_modules/smac/initial_design/factorial_design.html b/development/_modules/smac/initial_design/factorial_design.html
@@ -110,7 +110,7 @@
 
 
             <!-- Only show if we have sidebars configured, else just a small margin  -->
-            <div class="col-12 col-md-3 bd-sidebar"><h4 class="mt-0 mb-0">SMAC3 Documentation</h4>
+            <div class="col-12 col-md-3 bd-sidebar"><h4 class="mt-0 mb-0"><a href="../../../index.html">SMAC3 Documentation</a></h4>
 <div class="mb-3">v1.3.4</div><nav class="bd-links" id="bd-docs-nav" aria-label="Main navigation">
   <div class="bd-toc-item active">
     <ul class="nav bd-sidenav">