Update docs for dev (build 4325)

Author: Circle CI

dev/_downloads/07fcc19ba03226cd3d83d4e40ec44385/auto_examples_python.zip

@@ -69,10 +69,10 @@ 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_2026-03</span>
-    <span style="color: #008000; text-decoration-color: #008000; font-weight: bold">-15_23h03m26.parquet</span>
+    <span style="color: #008000; text-decoration-color: #008000; font-weight: bold">-22_21h17m07.parquet</span>
        Processing 
     /home/circleci/project/examples/minimal_benchmark/outputs/benchopt_run_2026-03
-    -15_23h03m26.parquet
+    -22_21h17m07.parquet
 
 
     </pre></div>
@@ -121,10 +121,10 @@ 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_2026-03</span>
-    <span style="color: #008000; text-decoration-color: #008000; font-weight: bold">-15_23h03m36.parquet</span>
+    <span style="color: #008000; text-decoration-color: #008000; font-weight: bold">-22_21h17m19.parquet</span>
        Processing 
     /home/circleci/project/examples/minimal_benchmark/outputs/benchopt_run_2026-03
-    -15_23h03m36.parquet
+    -22_21h17m19.parquet
 
 
     </pre></div>
@@ -153,7 +153,7 @@ suboptimality instead of objective value.
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 13.962 seconds)
+   **Total running time of the script:** (0 minutes 16.098 seconds)
 
 
 .. _sphx_glr_download_auto_examples_run_minimal_benchmark.py:

dev/_downloads/586c9ec48a37fd397fb981a992a54250/run_minimal_benchmark.zip

@@ -6,7 +6,7 @@
 
 Computation times
 =================
-**00:13.962** total execution time for 3 files **from auto_examples**:
+**00:16.098** 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``)
-     - 00:13.962
+     - 00:16.098
      - 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
 =================
-**00:13.962** total execution time for 3 files **from all galleries**:
+**00:16.098** 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``)
-     - 00:13.962
+     - 00:16.098
      - 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

@@ -7,6 +7,14 @@ What's new
 
 .. _changes_1_9:
 
+FIX
+---
+
+- Fix quantile display with suboptimality and relative plots.
+  Also fix median computation for objective curve, to ensure the same
+  number of points for all solvers even when one stops earlier.
+  By `Thomas Moreau`_ (:gh:`904`)
+
 Version 1.9 - 15/03/2026
 ------------------------