Update docs for dev (build 4197)

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: c01b44e7d8ba8f226a86cc2139e13084
+config: 1f09ef5088c562aae7273f3a1348bacd
 tags: 645f666f9bcd5a90fca523b33c5a78b7

dev/_downloads/07fcc19ba03226cd3d83d4e40ec44385/auto_examples_python.zip

@@ -75,10 +75,10 @@ To run the benchmark, just execute:
     <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_2026-02</span>
-    <span style="color: #008000; text-decoration-color: #008000; font-weight: bold">-16_17h05m11.parquet</span>
+    <span style="color: #008000; text-decoration-color: #008000; font-weight: bold">-16_17h25m20.parquet</span>
     Processing 
     /home/circleci/project/examples/minimal_benchmark/outputs/benchopt_run_2026-02
-    -16_17h05m11.parquet
+    -16_17h25m20.parquet
 
 
     </pre></div>
@@ -133,10 +133,10 @@ 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=0.01]:</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_2026-02</span>
-    <span style="color: #008000; text-decoration-color: #008000; font-weight: bold">-16_17h05m21.parquet</span>
+    <span style="color: #008000; text-decoration-color: #008000; font-weight: bold">-16_17h25m33.parquet</span>
     Processing 
     /home/circleci/project/examples/minimal_benchmark/outputs/benchopt_run_2026-02
-    -16_17h05m21.parquet
+    -16_17h25m33.parquet
 
 
     </pre></div>
@@ -165,7 +165,7 @@ suboptimality instead of objective value.
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 14.225 seconds)
+   **Total running time of the script:** (0 minutes 17.523 seconds)
 
 
 .. _sphx_glr_download_auto_examples_run_minimal_benchmark.py:

dev/_downloads/586c9ec48a37fd397fb981a992a54250/run_minimal_benchmark.zip

@@ -6,7 +6,7 @@
 
 Computation times
 =================
-**00:14.225** total execution time for 3 files **from auto_examples**:
+**00:17.523** 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``)
-     - 00:14.225
+     - 00:17.523
      - 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
 =================
-**00:14.225** total execution time for 3 files **from all galleries**:
+**00:17.523** 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``)
-     - 00:14.225
+     - 00:17.523
      - 0.0
    * - :ref:`sphx_glr_auto_examples_plot_run_benchmark.py` (``../examples/plot_run_benchmark.py``)
      - 00:00.000

dev/_downloads/a3747ad75224b0e1c78c72c3113052a8/plot_run_benchmark_python_R.zip

@@ -5,10 +5,10 @@ What's new
 
 .. currentmodule:: benchopt
 
-.. _changes_1_9:
+.. _changes_1_8_1:
 
-Version 1.9 - In development
-----------------------------
+Version 1.8.1 - 16/02/2026
+--------------------------
 
 API
 ---
@@ -24,7 +24,7 @@ FIX
 ---
 
 - Add ``minimize`` option for the default bar-chart, to allow visualising solvers
-  which are minimizing or maximizing the objective. 
+  which are minimizing or maximizing the objective.
   By `Hippolyte Verninas`_ (:gh:`881`)
 
 - ``benchopt install`` now uses the ``conda-forge`` channel by default