CircleCI update of dev docs (2769).

benchopt · Oct 30, 2023 · 476e60a · 476e60a
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diff --git a/_downloads/07fcc19ba03226cd3d83d4e40ec44385/auto_examples_python.zip b/_downloads/07fcc19ba03226cd3d83d4e40ec44385/auto_examples_python.zip
diff --git a/_downloads/6f1e7a639e0699d6164445b55e6c116d/auto_examples_jupyter.zip b/_downloads/6f1e7a639e0699d6164445b55e6c116d/auto_examples_jupyter.zip
diff --git a/_images/console_ridge.png b/_images/console_ridge.png
diff --git a/_images/console_template.png b/_images/console_template.png
diff --git a/_images/screenshot_mytemplate_ridgeloss.png b/_images/screenshot_mytemplate_ridgeloss.png
diff --git a/_images/sphx_glr_plot_run_benchmark_001.png b/_images/sphx_glr_plot_run_benchmark_001.png
diff --git a/_images/sphx_glr_plot_run_benchmark_002.png b/_images/sphx_glr_plot_run_benchmark_002.png
diff --git a/_images/sphx_glr_plot_run_benchmark_003.png b/_images/sphx_glr_plot_run_benchmark_003.png
diff --git a/_images/sphx_glr_plot_run_benchmark_004.png b/_images/sphx_glr_plot_run_benchmark_004.png
diff --git a/_images/sphx_glr_plot_run_benchmark_005.png b/_images/sphx_glr_plot_run_benchmark_005.png
diff --git a/_images/sphx_glr_plot_run_benchmark_python_R_001.png b/_images/sphx_glr_plot_run_benchmark_python_R_001.png
diff --git a/_images/sphx_glr_plot_run_benchmark_python_R_002.png b/_images/sphx_glr_plot_run_benchmark_python_R_002.png
diff --git a/_images/sphx_glr_plot_run_benchmark_python_R_003.png b/_images/sphx_glr_plot_run_benchmark_python_R_003.png
diff --git a/_images/sphx_glr_plot_run_benchmark_python_R_004.png b/_images/sphx_glr_plot_run_benchmark_python_R_004.png
diff --git a/_images/sphx_glr_plot_run_benchmark_python_R_005.png b/_images/sphx_glr_plot_run_benchmark_python_R_005.png
diff --git a/_images/sphx_glr_plot_run_benchmark_python_R_006.png b/_images/sphx_glr_plot_run_benchmark_python_R_006.png
diff --git a/_images/sphx_glr_plot_run_benchmark_python_R_thumb.png b/_images/sphx_glr_plot_run_benchmark_python_R_thumb.png
diff --git a/_images/sphx_glr_plot_run_benchmark_thumb.png b/_images/sphx_glr_plot_run_benchmark_thumb.png
diff --git a/_sources/auto_examples/plot_run_benchmark.rst b/_sources/auto_examples/plot_run_benchmark.rst
diff --git a/_sources/auto_examples/plot_run_benchmark_python_R.rst b/_sources/auto_examples/plot_run_benchmark_python_R.rst
@@ -80,7 +80,7 @@ Demo benchmark with R/Python
       |--Lasso Regression[fit_intercept=False,reg=0.5]
         |--Python-PGD[use_acceleration=False]: done
         |--R-PGD: done (timeout)
-    Saving result in: /home/circleci/project/benchmarks/benchmark_lasso/outputs/benchopt_run_2023-10-10_16h54m43.parquet
+    Saving result in: /home/circleci/project/benchmarks/benchmark_lasso/outputs/benchopt_run_2023-10-30_16h26m47.parquet
     Save objective_curve plot of objective_value for Simulated[n_features=5000,n_samples=100,rho=0] and Lasso Regression[fit_intercept=False,reg=0.5] as: /home/circleci/project/benchmarks/benchmark_lasso/outputs/3ebdde1738d5255ff1b6b4a7ea598289_objective_value_objective_curve.pdf
     Save objective_curve plot of objective_support_size for Simulated[n_features=5000,n_samples=100,rho=0] and Lasso Regression[fit_intercept=False,reg=0.5] as: /home/circleci/project/benchmarks/benchmark_lasso/outputs/3ebdde1738d5255ff1b6b4a7ea598289_objective_support_size_objective_curve.pdf
     Save objective_curve plot of objective_duality_gap for Simulated[n_features=5000,n_samples=100,rho=0] and Lasso Regression[fit_intercept=False,reg=0.5] as: /home/circleci/project/benchmarks/benchmark_lasso/outputs/3ebdde1738d5255ff1b6b4a7ea598289_objective_duality_gap_objective_curve.pdf
@@ -136,7 +136,7 @@ Demo benchmark with R/Python
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (2 minutes 3.614 seconds)
+   **Total running time of the script:** (2 minutes 9.969 seconds)
 
 
 .. _sphx_glr_download_auto_examples_plot_run_benchmark_python_R.py:

diff --git a/_sources/auto_examples/sg_execution_times.rst b/_sources/auto_examples/sg_execution_times.rst
@@ -6,10 +6,10 @@
 
 Computation times
 =================
-**02:49.187** total execution time for **auto_examples** files:
+**02:52.418** total execution time for **auto_examples** files:
 
 +---------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_auto_examples_plot_run_benchmark_python_R.py` (``plot_run_benchmark_python_R.py``) | 02:03.614 | 0.0 MB |
+| :ref:`sphx_glr_auto_examples_plot_run_benchmark_python_R.py` (``plot_run_benchmark_python_R.py``) | 02:09.969 | 0.0 MB |
 +---------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_auto_examples_plot_run_benchmark.py` (``plot_run_benchmark.py``)                   | 00:45.573 | 0.0 MB |
+| :ref:`sphx_glr_auto_examples_plot_run_benchmark.py` (``plot_run_benchmark.py``)                   | 00:42.449 | 0.0 MB |
 +---------------------------------------------------------------------------------------------------+-----------+--------+
diff --git a/_sources/tutorials/build_benchmark.rst b/_sources/tutorials/build_benchmark.rst
diff --git a/_sources/tutorials/index.rst b/_sources/tutorials/index.rst
@@ -1,11 +1,9 @@
-.. _tutorials:
-
 
 Tutorials
 =========
 
-
 .. toctree::
     :maxdepth: 1
 
+    build_benchmark
     add_solver
diff --git a/_static/documentation_options.js b/_static/documentation_options.js
@@ -1,6 +1,6 @@
 var DOCUMENTATION_OPTIONS = {
     URL_ROOT: document.getElementById("documentation_options").getAttribute('data-url_root'),
-    VERSION: '1.5.2.dev4',
+    VERSION: '1.5.2.dev5',
     LANGUAGE: 'None',
     COLLAPSE_INDEX: false,
     BUILDER: 'html',

diff --git a/_static/style.css b/_static/style.css
@@ -11,6 +11,59 @@ h2, h4 {
     height: 100%;
 }
 
+blockquote {
+    margin: 0 0 4px !important;
+}
+
+code {
+    color: #49759c !important;
+    background-color: #f3f5f9 !important;
+}
+
+section {
+    text-align: justify;
+}
+
+.alert-info {
+    background-color: #adb8cb !important;
+    border-color: #adb8cb !important;
+    color: #2c3e50 !important;
+}
+
+.method {
+    border-top: 3px solid #d0d0d0;
+    padding-top: 10px;
+}
+
+.function dt {
+    padding-top: 150px;
+    margin-top: -150px;
+    -webkit-background-clip: content-box;
+    background-clip: content-box;
+}
+
+#sidebar {
+    text-overflow: ellipsis;
+    max-height: 80%;
+    overflow-y: auto;
+}
+
+/* Make the sidebar table of content more compact and with larger indent */
+.bs-sidenav .nav .nav > li > a {
+    padding-left: 30px;
+    padding-top: 1px;
+    padding-bottom: 1px;
+}
+.bs-sidenav .nav .nav .nav > li > a {
+    padding-left: 50px;
+    padding-top: 1px;
+    padding-bottom: 1px;
+}
+.bs-sidenav .nav .nav .nav .nav > li > a {
+    padding-left: 70px;
+    padding-top: 1px;
+    padding-bottom: 1px;
+}
 .pre {
     color: #D05336;
 }

diff --git a/auto_examples/index.html b/auto_examples/index.html
@@ -9,7 +9,7 @@
     <meta charset="utf-8" />
     <meta name="viewport" content="width=device-width, initial-scale=1.0" /><meta name="generator" content="Docutils 0.17.1: http://docutils.sourceforge.net/" />
 
-    <title>Examples Gallery &#8212; benchopt 1.5.2.dev4 documentation</title>
+    <title>Examples Gallery &#8212; benchopt 1.5.2.dev5 documentation</title>
 
 
 
@@ -134,7 +134,7 @@
     <script>document.write(`<img src="../_static/logo_benchopt.png" class="logo__image only-dark" alt="benchopt logo"/>`);</script>
 
 
-    <p class="title logo__title">1.5.2.dev4</p>
+    <p class="title logo__title">1.5.2.dev5</p>
 
 </a></div>
         <div class="sidebar-primary-item">
@@ -175,6 +175,7 @@
 </ul>
 </li>
 <li class="toctree-l1 has-children"><a class="reference internal" href="../tutorials/index.html">Tutorials</a><input class="toctree-checkbox" id="toctree-checkbox-2" name="toctree-checkbox-2" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-2"><i class="fa-solid fa-chevron-down"></i></label><ul>
+<li class="toctree-l2"><a class="reference internal" href="../tutorials/build_benchmark.html">Understanding and building a simple benchmark</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../tutorials/add_solver.html">Add a solver to an existing benchmark</a></li>
 </ul>
 </li>

diff --git a/auto_examples/plot_run_benchmark.html b/auto_examples/plot_run_benchmark.html
@@ -9,7 +9,7 @@
     <meta charset="utf-8" />
     <meta name="viewport" content="width=device-width, initial-scale=1.0" /><meta name="generator" content="Docutils 0.17.1: http://docutils.sourceforge.net/" />
 
-    <title>Run benchmark from a script &#8212; benchopt 1.5.2.dev4 documentation</title>
+    <title>Run benchmark from a script &#8212; benchopt 1.5.2.dev5 documentation</title>
 
 
 
@@ -134,7 +134,7 @@
     <script>document.write(`<img src="../_static/logo_benchopt.png" class="logo__image only-dark" alt="benchopt logo"/>`);</script>
 
 
-    <p class="title logo__title">1.5.2.dev4</p>
+    <p class="title logo__title">1.5.2.dev5</p>
 
 </a></div>
         <div class="sidebar-primary-item">
@@ -175,6 +175,7 @@
 </ul>
 </li>
 <li class="toctree-l1 has-children"><a class="reference internal" href="../tutorials/index.html">Tutorials</a><input class="toctree-checkbox" id="toctree-checkbox-2" name="toctree-checkbox-2" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-2"><i class="fa-solid fa-chevron-down"></i></label><ul>
+<li class="toctree-l2"><a class="reference internal" href="../tutorials/build_benchmark.html">Understanding and building a simple benchmark</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../tutorials/add_solver.html">Add a solver to an existing benchmark</a></li>
 </ul>
 </li>
@@ -325,6 +326,7 @@ <h1>Run benchmark from a script</h1>
     |--Lightning:  35.8% (1 / 15 reps)
     |--Lightning:  43.2% (1 / 15 reps)
     |--Lightning:  50.9% (1 / 15 reps)
+    |--Lightning:  61.6% (1 / 15 reps)
     |--Lightning: initialization (2 / 15 reps)
     |--Lightning:   0.0% (2 / 15 reps)
     |--Lightning:   1.0% (2 / 15 reps)
@@ -402,6 +404,7 @@ <h1>Run benchmark from a script</h1>
     |--Lightning:  35.8% (7 / 15 reps)
     |--Lightning:  43.2% (7 / 15 reps)
     |--Lightning:  50.9% (7 / 15 reps)
+    |--Lightning:  61.6% (7 / 15 reps)
     |--Lightning: initialization (8 / 15 reps)
     |--Lightning:   0.0% (8 / 15 reps)
     |--Lightning:   1.0% (8 / 15 reps)
@@ -479,6 +482,7 @@ <h1>Run benchmark from a script</h1>
     |--Lightning:  35.8% (13 / 15 reps)
     |--Lightning:  43.2% (13 / 15 reps)
     |--Lightning:  50.9% (13 / 15 reps)
+    |--Lightning:  61.6% (13 / 15 reps)
     |--Lightning: initialization (14 / 15 reps)
     |--Lightning:   0.0% (14 / 15 reps)
     |--Lightning:   1.0% (14 / 15 reps)
@@ -823,7 +827,7 @@ <h1>Run benchmark from a script</h1>
     |--sklearn[newton-cg]:  41.0% (15 / 15 reps)
     |--sklearn[newton-cg]:  67.7% (15 / 15 reps)
     |--sklearn[newton-cg]: done
-Saving result in: /home/circleci/project/benchmarks/benchmark_logreg_l2/outputs/benchopt_run_2023-10-10_16h55m29.parquet
+Saving result in: /home/circleci/project/benchmarks/benchmark_logreg_l2/outputs/benchopt_run_2023-10-30_16h27m31.parquet
 Save objective_curve plot of objective_value for Simulated[n_features=500,n_samples=200] and L2 Logistic Regression[lmbd=1.0] as: /home/circleci/project/benchmarks/benchmark_logreg_l2/outputs/d1772497002e28b14c604350392ce9f7_objective_value_objective_curve.pdf
 Save objective_curve plot of objective_Test loss for Simulated[n_features=500,n_samples=200] and L2 Logistic Regression[lmbd=1.0] as: /home/circleci/project/benchmarks/benchmark_logreg_l2/outputs/d1772497002e28b14c604350392ce9f7_objective_Test loss_objective_curve.pdf
 Save suboptimality_curve plot of objective_value for Simulated[n_features=500,n_samples=200] and L2 Logistic Regression[lmbd=1.0] as: /home/circleci/project/benchmarks/benchmark_logreg_l2/outputs/d1772497002e28b14c604350392ce9f7_objective_value_suboptimality_curve.pdf
@@ -873,7 +877,7 @@ <h1>Run benchmark from a script</h1>
 <a href="https://matplotlib.org/stable/api/_as_gen/matplotlib.pyplot.show.html#matplotlib.pyplot.show" title="matplotlib.pyplot.show" class="sphx-glr-backref-module-matplotlib-pyplot sphx-glr-backref-type-py-function"><span class="n">plt</span><span class="o">.</span><span class="n">show</span></a><span class="p">()</span>
 </pre></div>
 </div>
-<p class="sphx-glr-timing"><strong>Total running time of the script:</strong> (0 minutes 45.573 seconds)</p>
+<p class="sphx-glr-timing"><strong>Total running time of the script:</strong> (0 minutes 42.449 seconds)</p>
 <div class="sphx-glr-footer sphx-glr-footer-example docutils container" id="sphx-glr-download-auto-examples-plot-run-benchmark-py">
 <div class="sphx-glr-download sphx-glr-download-python docutils container">
 <p><a class="reference download internal" download="" href="../_downloads/d0a19eddcd9b5cc19e309134ae758ece/plot_run_benchmark.py"><code class="xref download docutils literal notranslate"><span class="pre">Download</span> <span class="pre">Python</span> <span class="pre">source</span> <span class="pre">code:</span> <span class="pre">plot_run_benchmark.py</span></code></a></p>

diff --git a/auto_examples/plot_run_benchmark_python_R.html b/auto_examples/plot_run_benchmark_python_R.html
@@ -9,7 +9,7 @@
     <meta charset="utf-8" />
     <meta name="viewport" content="width=device-width, initial-scale=1.0" /><meta name="generator" content="Docutils 0.17.1: http://docutils.sourceforge.net/" />
 
-    <title>Demo benchmark with R/Python &#8212; benchopt 1.5.2.dev4 documentation</title>
+    <title>Demo benchmark with R/Python &#8212; benchopt 1.5.2.dev5 documentation</title>
 
 
 
@@ -134,7 +134,7 @@
     <script>document.write(`<img src="../_static/logo_benchopt.png" class="logo__image only-dark" alt="benchopt logo"/>`);</script>
 
 
-    <p class="title logo__title">1.5.2.dev4</p>
+    <p class="title logo__title">1.5.2.dev5</p>
 
 </a></div>
         <div class="sidebar-primary-item">
@@ -175,6 +175,7 @@
 </ul>
 </li>
 <li class="toctree-l1 has-children"><a class="reference internal" href="../tutorials/index.html">Tutorials</a><input class="toctree-checkbox" id="toctree-checkbox-2" name="toctree-checkbox-2" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-2"><i class="fa-solid fa-chevron-down"></i></label><ul>
+<li class="toctree-l2"><a class="reference internal" href="../tutorials/build_benchmark.html">Understanding and building a simple benchmark</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../tutorials/add_solver.html">Add a solver to an existing benchmark</a></li>
 </ul>
 </li>
@@ -316,7 +317,7 @@ <h1>Demo benchmark with R/Python</h1>
   |--Lasso Regression[fit_intercept=False,reg=0.5]
     |--Python-PGD[use_acceleration=False]: done
     |--R-PGD: done (timeout)
-Saving result in: /home/circleci/project/benchmarks/benchmark_lasso/outputs/benchopt_run_2023-10-10_16h54m43.parquet
+Saving result in: /home/circleci/project/benchmarks/benchmark_lasso/outputs/benchopt_run_2023-10-30_16h26m47.parquet
 Save objective_curve plot of objective_value for Simulated[n_features=5000,n_samples=100,rho=0] and Lasso Regression[fit_intercept=False,reg=0.5] as: /home/circleci/project/benchmarks/benchmark_lasso/outputs/3ebdde1738d5255ff1b6b4a7ea598289_objective_value_objective_curve.pdf
 Save objective_curve plot of objective_support_size for Simulated[n_features=5000,n_samples=100,rho=0] and Lasso Regression[fit_intercept=False,reg=0.5] as: /home/circleci/project/benchmarks/benchmark_lasso/outputs/3ebdde1738d5255ff1b6b4a7ea598289_objective_support_size_objective_curve.pdf
 Save objective_curve plot of objective_duality_gap for Simulated[n_features=5000,n_samples=100,rho=0] and Lasso Regression[fit_intercept=False,reg=0.5] as: /home/circleci/project/benchmarks/benchmark_lasso/outputs/3ebdde1738d5255ff1b6b4a7ea598289_objective_duality_gap_objective_curve.pdf
@@ -364,7 +365,7 @@ <h1>Demo benchmark with R/Python</h1>
 <a href="https://matplotlib.org/stable/api/_as_gen/matplotlib.pyplot.show.html#matplotlib.pyplot.show" title="matplotlib.pyplot.show" class="sphx-glr-backref-module-matplotlib-pyplot sphx-glr-backref-type-py-function"><span class="n">plt</span><span class="o">.</span><span class="n">show</span></a><span class="p">()</span>
 </pre></div>
 </div>
-<p class="sphx-glr-timing"><strong>Total running time of the script:</strong> (2 minutes 3.614 seconds)</p>
+<p class="sphx-glr-timing"><strong>Total running time of the script:</strong> (2 minutes 9.969 seconds)</p>
 <div class="sphx-glr-footer sphx-glr-footer-example docutils container" id="sphx-glr-download-auto-examples-plot-run-benchmark-python-r-py">
 <div class="sphx-glr-download sphx-glr-download-python docutils container">
 <p><a class="reference download internal" download="" href="../_downloads/46d3545d2de3fcee6756b7d2ee7fb39f/plot_run_benchmark_python_R.py"><code class="xref download docutils literal notranslate"><span class="pre">Download</span> <span class="pre">Python</span> <span class="pre">source</span> <span class="pre">code:</span> <span class="pre">plot_run_benchmark_python_R.py</span></code></a></p>

diff --git a/auto_examples/sg_execution_times.html b/auto_examples/sg_execution_times.html
@@ -9,7 +9,7 @@
     <meta charset="utf-8" />
     <meta name="viewport" content="width=device-width, initial-scale=1.0" /><meta name="generator" content="Docutils 0.17.1: http://docutils.sourceforge.net/" />
 
-    <title>Computation times &#8212; benchopt 1.5.2.dev4 documentation</title>
+    <title>Computation times &#8212; benchopt 1.5.2.dev5 documentation</title>
 
 
 
@@ -134,7 +134,7 @@
     <script>document.write(`<img src="../_static/logo_benchopt.png" class="logo__image only-dark" alt="benchopt logo"/>`);</script>
 
 
-    <p class="title logo__title">1.5.2.dev4</p>
+    <p class="title logo__title">1.5.2.dev5</p>
 
 </a></div>
         <div class="sidebar-primary-item">
@@ -175,6 +175,7 @@
 </ul>
 </li>
 <li class="toctree-l1 has-children"><a class="reference internal" href="../tutorials/index.html">Tutorials</a><input class="toctree-checkbox" id="toctree-checkbox-2" name="toctree-checkbox-2" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-2"><i class="fa-solid fa-chevron-down"></i></label><ul>
+<li class="toctree-l2"><a class="reference internal" href="../tutorials/build_benchmark.html">Understanding and building a simple benchmark</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../tutorials/add_solver.html">Add a solver to an existing benchmark</a></li>
 </ul>
 </li>
@@ -299,7 +300,7 @@ <h1>Computation times</h1>
 
   <section id="computation-times">
 <span id="sphx-glr-auto-examples-sg-execution-times"></span><h1>Computation times<a class="headerlink" href="#computation-times" title="Permalink to this headline">#</a></h1>
-<p><strong>02:49.187</strong> total execution time for <strong>auto_examples</strong> files:</p>
+<p><strong>02:52.418</strong> total execution time for <strong>auto_examples</strong> files:</p>
 <table class="table">
 <colgroup>
 <col style="width: 84%" />
@@ -308,11 +309,11 @@ <h1>Computation times</h1>
 </colgroup>
 <tbody>
 <tr class="row-odd"><td><p><a class="reference internal" href="plot_run_benchmark_python_R.html#sphx-glr-auto-examples-plot-run-benchmark-python-r-py"><span class="std std-ref">Demo benchmark with R/Python</span></a> (<code class="docutils literal notranslate"><span class="pre">plot_run_benchmark_python_R.py</span></code>)</p></td>
-<td><p>02:03.614</p></td>
+<td><p>02:09.969</p></td>
 <td><p>0.0 MB</p></td>
 </tr>
 <tr class="row-even"><td><p><a class="reference internal" href="plot_run_benchmark.html#sphx-glr-auto-examples-plot-run-benchmark-py"><span class="std std-ref">Run benchmark from a script</span></a> (<code class="docutils literal notranslate"><span class="pre">plot_run_benchmark.py</span></code>)</p></td>
-<td><p>00:45.573</p></td>
+<td><p>00:42.449</p></td>
 <td><p>0.0 MB</p></td>
 </tr>
 </tbody>

diff --git a/available_benchmarks.html b/available_benchmarks.html
@@ -9,7 +9,7 @@
     <meta charset="utf-8" />
     <meta name="viewport" content="width=device-width, initial-scale=1.0" /><meta name="generator" content="Docutils 0.17.1: http://docutils.sourceforge.net/" />
 
-    <title>Available benchmarks &#8212; benchopt 1.5.2.dev4 documentation</title>
+    <title>Available benchmarks &#8212; benchopt 1.5.2.dev5 documentation</title>
 
 
 
@@ -137,7 +137,7 @@
     <script>document.write(`<img src="_static/logo_benchopt.png" class="logo__image only-dark" alt="benchopt logo"/>`);</script>
 
 
-    <p class="title logo__title">1.5.2.dev4</p>
+    <p class="title logo__title">1.5.2.dev5</p>
 
 </a></div>
         <div class="sidebar-primary-item">
@@ -178,6 +178,7 @@
 </ul>
 </li>
 <li class="toctree-l1 has-children"><a class="reference internal" href="tutorials/index.html">Tutorials</a><input class="toctree-checkbox" id="toctree-checkbox-2" name="toctree-checkbox-2" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-2"><i class="fa-solid fa-chevron-down"></i></label><ul>
+<li class="toctree-l2"><a class="reference internal" href="tutorials/build_benchmark.html">Understanding and building a simple benchmark</a></li>
 <li class="toctree-l2"><a class="reference internal" href="tutorials/add_solver.html">Add a solver to an existing benchmark</a></li>
 </ul>
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diff --git a/benchmark_workflow/config_benchopt.html b/benchmark_workflow/config_benchopt.html
@@ -9,7 +9,7 @@
     <meta charset="utf-8" />
     <meta name="viewport" content="width=device-width, initial-scale=1.0" /><meta name="generator" content="Docutils 0.17.1: http://docutils.sourceforge.net/" />
 
-    <title>Configure Benchopt &#8212; benchopt 1.5.2.dev4 documentation</title>
+    <title>Configure Benchopt &#8212; benchopt 1.5.2.dev5 documentation</title>
 
 
 
@@ -136,7 +136,7 @@
     <script>document.write(`<img src="../_static/logo_benchopt.png" class="logo__image only-dark" alt="benchopt logo"/>`);</script>
 
 
-    <p class="title logo__title">1.5.2.dev4</p>
+    <p class="title logo__title">1.5.2.dev5</p>
 
 </a></div>
         <div class="sidebar-primary-item">
@@ -177,6 +177,7 @@
 </ul>
 </li>
 <li class="toctree-l1 has-children"><a class="reference internal" href="../tutorials/index.html">Tutorials</a><input class="toctree-checkbox" id="toctree-checkbox-2" name="toctree-checkbox-2" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-2"><i class="fa-solid fa-chevron-down"></i></label><ul>
+<li class="toctree-l2"><a class="reference internal" href="../tutorials/build_benchmark.html">Understanding and building a simple benchmark</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../tutorials/add_solver.html">Add a solver to an existing benchmark</a></li>
 </ul>
 </li>