Update docs for dev (build 4014)

Author: Circle CI

dev/.buildinfo

@@ -1,4 +1,4 @@
 # Sphinx build info version 1
 # This file records the configuration used when building these files. When it is not found, a full rebuild will be done.
-config: faf4775a86fa92dc2678830c5729b41f
+config: 1931dc2f9b7d829ec99c1a9253917494
 tags: 645f666f9bcd5a90fca523b33c5a78b7

dev/_downloads/07fcc19ba03226cd3d83d4e40ec44385/auto_examples_python.zip

@@ -67,11 +67,11 @@ To run the benchmark, just execute:
     <span style="color: #000080; text-decoration-color: #000080; font-weight: bold">    |--gd[lr=0.001]:</span> <span style="color: #808000; text-decoration-color: #808000; font-weight: bold">done (not enough run)</span>                                    
     <span style="color: #000080; text-decoration-color: #000080; font-weight: bold">    |--gd[lr=0.01]:</span> <span style="color: #808000; text-decoration-color: #808000; font-weight: bold">done (not enough run)</span>                                     
     <span style="color: #008000; text-decoration-color: #008000; font-weight: bold">Saving result in: </span>
-    <span style="color: #008000; text-decoration-color: #008000; font-weight: bold">/home/circleci/project/examples/minimal_benchmark/outputs/benchopt_run_2025-12</span>
-    <span style="color: #008000; text-decoration-color: #008000; font-weight: bold">-12_21h34m24.parquet</span>
+    <span style="color: #008000; text-decoration-color: #008000; font-weight: bold">/home/circleci/project/examples/minimal_benchmark/outputs/benchopt_run_2026-01</span>
+    <span style="color: #008000; text-decoration-color: #008000; font-weight: bold">-05_13h16m17.parquet</span>
     Processing 
-    /home/circleci/project/examples/minimal_benchmark/outputs/benchopt_run_2025-12
-    -12_21h34m24.parquet
+    /home/circleci/project/examples/minimal_benchmark/outputs/benchopt_run_2026-01
+    -05_13h16m17.parquet
 
 
     </pre></div>
@@ -118,11 +118,11 @@ To get a more precise curve, you can increase ``n`` and ``r``:
     <span style="color: #000080; text-decoration-color: #000080; font-weight: bold">    |--gd[lr=0.001]:</span> <span style="color: #808000; text-decoration-color: #808000; font-weight: bold">done (not enough run)</span>                                    
     <span style="color: #000080; text-decoration-color: #000080; font-weight: bold">    |--gd[lr=0.01]:</span> <span style="color: #008000; text-decoration-color: #008000; font-weight: bold">done</span>                                                      
     <span style="color: #008000; text-decoration-color: #008000; font-weight: bold">Saving result in: </span>
-    <span style="color: #008000; text-decoration-color: #008000; font-weight: bold">/home/circleci/project/examples/minimal_benchmark/outputs/benchopt_run_2025-12</span>
-    <span style="color: #008000; text-decoration-color: #008000; font-weight: bold">-12_21h34m29.parquet</span>
+    <span style="color: #008000; text-decoration-color: #008000; font-weight: bold">/home/circleci/project/examples/minimal_benchmark/outputs/benchopt_run_2026-01</span>
+    <span style="color: #008000; text-decoration-color: #008000; font-weight: bold">-05_13h16m20.parquet</span>
     Processing 
-    /home/circleci/project/examples/minimal_benchmark/outputs/benchopt_run_2025-12
-    -12_21h34m29.parquet
+    /home/circleci/project/examples/minimal_benchmark/outputs/benchopt_run_2026-01
+    -05_13h16m20.parquet
 
 
     </pre></div>
@@ -151,7 +151,7 @@ suboptimality instead of objective value.
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 5.680 seconds)
+   **Total running time of the script:** (0 minutes 3.814 seconds)
 
 
 .. _sphx_glr_download_auto_examples_run_minimal_benchmark.py:

dev/_downloads/586c9ec48a37fd397fb981a992a54250/run_minimal_benchmark.zip

@@ -6,7 +6,7 @@
 
 Computation times
 =================
-**00:05.680** total execution time for 3 files **from auto_examples**:
+**00:03.814** total execution time for 3 files **from auto_examples**:
 
 .. container::
 
@@ -33,7 +33,7 @@ Computation times
      - Time
      - Mem (MB)
    * - :ref:`sphx_glr_auto_examples_run_minimal_benchmark.py` (``run_minimal_benchmark.py``)
-     - 00:05.680
+     - 00:03.814
      - 0.0
    * - :ref:`sphx_glr_auto_examples_plot_run_benchmark.py` (``plot_run_benchmark.py``)
      - 00:00.000

dev/_downloads/6f1e7a639e0699d6164445b55e6c116d/auto_examples_jupyter.zip

@@ -6,7 +6,7 @@
 
 Computation times
 =================
-**00:05.680** total execution time for 3 files **from all galleries**:
+**00:03.814** total execution time for 3 files **from all galleries**:
 
 .. container::
 
@@ -33,7 +33,7 @@ Computation times
      - Time
      - Mem (MB)
    * - :ref:`sphx_glr_auto_examples_run_minimal_benchmark.py` (``../examples/run_minimal_benchmark.py``)
-     - 00:05.680
+     - 00:03.814
      - 0.0
    * - :ref:`sphx_glr_auto_examples_plot_run_benchmark.py` (``../examples/plot_run_benchmark.py``)
      - 00:00.000