diff --git a/.buildinfo b/.buildinfo
index 94b51b28..4fb1660e 100644
--- a/.buildinfo
+++ b/.buildinfo
@@ -1,4 +1,4 @@
 # Sphinx build info version 1
 # This file hashes the configuration used when building these files. When it is not found, a full rebuild will be done.
-config: 522a05b7fdb95b59c9c29f7fd16a5f63
+config: d9acc13e9691210e5cc8465f24aaea12
 tags: 645f666f9bcd5a90fca523b33c5a78b7
diff --git a/.doctrees/environment.pickle b/.doctrees/environment.pickle
index 616b79cc..75fc5ef1 100644
Binary files a/.doctrees/environment.pickle and b/.doctrees/environment.pickle differ
diff --git a/.doctrees/gallery/plot_cgls.doctree b/.doctrees/gallery/plot_cgls.doctree
index eda0ba33..27f00985 100644
Binary files a/.doctrees/gallery/plot_cgls.doctree and b/.doctrees/gallery/plot_cgls.doctree differ
diff --git a/.doctrees/gallery/plot_derivative.doctree b/.doctrees/gallery/plot_derivative.doctree
index 0a0bca02..8f82a6a4 100644
Binary files a/.doctrees/gallery/plot_derivative.doctree and b/.doctrees/gallery/plot_derivative.doctree differ
diff --git a/.doctrees/gallery/plot_distributed_array.doctree b/.doctrees/gallery/plot_distributed_array.doctree
index 81bdd956..1ec4feae 100644
Binary files a/.doctrees/gallery/plot_distributed_array.doctree and b/.doctrees/gallery/plot_distributed_array.doctree differ
diff --git a/.doctrees/gallery/plot_mpilinop.doctree b/.doctrees/gallery/plot_mpilinop.doctree
index 6b169b68..732a1336 100644
Binary files a/.doctrees/gallery/plot_mpilinop.doctree and b/.doctrees/gallery/plot_mpilinop.doctree differ
diff --git a/.doctrees/gallery/plot_stacked_array.doctree b/.doctrees/gallery/plot_stacked_array.doctree
index 8d3ba68b..c6718e5a 100644
Binary files a/.doctrees/gallery/plot_stacked_array.doctree and b/.doctrees/gallery/plot_stacked_array.doctree differ
diff --git a/.doctrees/gallery/plot_stacking.doctree b/.doctrees/gallery/plot_stacking.doctree
index 6591eb49..89f85338 100644
Binary files a/.doctrees/gallery/plot_stacking.doctree and b/.doctrees/gallery/plot_stacking.doctree differ
diff --git a/.doctrees/gallery/sg_execution_times.doctree b/.doctrees/gallery/sg_execution_times.doctree
index 7c6a3ebd..a9e3f317 100644
Binary files a/.doctrees/gallery/sg_execution_times.doctree and b/.doctrees/gallery/sg_execution_times.doctree differ
diff --git a/.doctrees/sg_execution_times.doctree b/.doctrees/sg_execution_times.doctree
index 40207e43..560e3e91 100644
Binary files a/.doctrees/sg_execution_times.doctree and b/.doctrees/sg_execution_times.doctree differ
diff --git a/.doctrees/tutorials/lsm.doctree b/.doctrees/tutorials/lsm.doctree
index 72db4d26..d6927f7e 100644
Binary files a/.doctrees/tutorials/lsm.doctree and b/.doctrees/tutorials/lsm.doctree differ
diff --git a/.doctrees/tutorials/poststack.doctree b/.doctrees/tutorials/poststack.doctree
index 5123e171..543e3af3 100644
Binary files a/.doctrees/tutorials/poststack.doctree and b/.doctrees/tutorials/poststack.doctree differ
diff --git a/.doctrees/tutorials/sg_execution_times.doctree b/.doctrees/tutorials/sg_execution_times.doctree
index 649bfe6f..0f515193 100644
Binary files a/.doctrees/tutorials/sg_execution_times.doctree and b/.doctrees/tutorials/sg_execution_times.doctree differ
diff --git a/_sources/gallery/plot_cgls.rst.txt b/_sources/gallery/plot_cgls.rst.txt
index 3e61df97..45ff8099 100644
--- a/_sources/gallery/plot_cgls.rst.txt
+++ b/_sources/gallery/plot_cgls.rst.txt
@@ -157,7 +157,7 @@ function of the DistributedArray as shown below.
         14        9.9946e-01         3.9693e-03     3.9693e-03
         15        1.0000e+00         2.0763e-10     2.0763e-10
 
-    Iterations = 15        Total time (s) = 0.03
+    Iterations = 15        Total time (s) = 0.02
     -----------------------------------------------------------------
 
     CGLS Solution xinv=[1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.]
@@ -168,7 +168,7 @@ function of the DistributedArray as shown below.
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 0.218 seconds)
+   **Total running time of the script:** (0 minutes 0.213 seconds)
 
 
 .. _sphx_glr_download_gallery_plot_cgls.py:
diff --git a/_sources/gallery/plot_derivative.rst.txt b/_sources/gallery/plot_derivative.rst.txt
index 4944cc6c..f381c600 100644
--- a/_sources/gallery/plot_derivative.rst.txt
+++ b/_sources/gallery/plot_derivative.rst.txt
@@ -262,7 +262,7 @@ dimensions and concatenates them.
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 1.448 seconds)
+   **Total running time of the script:** (0 minutes 1.445 seconds)
 
 
 .. _sphx_glr_download_gallery_plot_derivative.py:
diff --git a/_sources/gallery/plot_distributed_array.rst.txt b/_sources/gallery/plot_distributed_array.rst.txt
index 17ba5374..1c3c7c4f 100644
--- a/_sources/gallery/plot_distributed_array.rst.txt
+++ b/_sources/gallery/plot_distributed_array.rst.txt
@@ -308,7 +308,7 @@ of the array and multiplies the corresponding elements together.
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 1.865 seconds)
+   **Total running time of the script:** (0 minutes 1.857 seconds)
 
 
 .. _sphx_glr_download_gallery_plot_distributed_array.py:
diff --git a/_sources/gallery/plot_mpilinop.rst.txt b/_sources/gallery/plot_mpilinop.rst.txt
index 79dda0ae..37afb80e 100644
--- a/_sources/gallery/plot_mpilinop.rst.txt
+++ b/_sources/gallery/plot_mpilinop.rst.txt
@@ -214,7 +214,7 @@ to ensure that the operators align appropriately with their corresponding
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 0.413 seconds)
+   **Total running time of the script:** (0 minutes 0.406 seconds)
 
 
 .. _sphx_glr_download_gallery_plot_mpilinop.py:
diff --git a/_sources/gallery/plot_stacked_array.rst.txt b/_sources/gallery/plot_stacked_array.rst.txt
index d06cfb0c..ccf84bf8 100644
--- a/_sources/gallery/plot_stacked_array.rst.txt
+++ b/_sources/gallery/plot_stacked_array.rst.txt
@@ -403,7 +403,7 @@ of distributed arrays
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 0.016 seconds)
+   **Total running time of the script:** (0 minutes 0.015 seconds)
 
 
 .. _sphx_glr_download_gallery_plot_stacked_array.py:
diff --git a/_sources/gallery/plot_stacking.rst.txt b/_sources/gallery/plot_stacking.rst.txt
index 973df9ca..29ff78b0 100644
--- a/_sources/gallery/plot_stacking.rst.txt
+++ b/_sources/gallery/plot_stacking.rst.txt
@@ -279,7 +279,7 @@ corresponding vector :math:`x`.
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 0.518 seconds)
+   **Total running time of the script:** (0 minutes 0.510 seconds)
 
 
 .. _sphx_glr_download_gallery_plot_stacking.py:
diff --git a/_sources/gallery/sg_execution_times.rst.txt b/_sources/gallery/sg_execution_times.rst.txt
index a3689fce..87839159 100644
--- a/_sources/gallery/sg_execution_times.rst.txt
+++ b/_sources/gallery/sg_execution_times.rst.txt
@@ -6,7 +6,7 @@
 
 Computation times
 =================
-**00:04.478** total execution time for 6 files **from gallery**:
+**00:04.447** total execution time for 6 files **from gallery**:
 
 .. container::
 
@@ -33,20 +33,20 @@ Computation times
      - Time
      - Mem (MB)
    * - :ref:`sphx_glr_gallery_plot_distributed_array.py` (``plot_distributed_array.py``)
-     - 00:01.865
+     - 00:01.857
      - 0.0
    * - :ref:`sphx_glr_gallery_plot_derivative.py` (``plot_derivative.py``)
-     - 00:01.448
+     - 00:01.445
      - 0.0
    * - :ref:`sphx_glr_gallery_plot_stacking.py` (``plot_stacking.py``)
-     - 00:00.518
+     - 00:00.510
      - 0.0
    * - :ref:`sphx_glr_gallery_plot_mpilinop.py` (``plot_mpilinop.py``)
-     - 00:00.413
+     - 00:00.406
      - 0.0
    * - :ref:`sphx_glr_gallery_plot_cgls.py` (``plot_cgls.py``)
-     - 00:00.218
+     - 00:00.213
      - 0.0
    * - :ref:`sphx_glr_gallery_plot_stacked_array.py` (``plot_stacked_array.py``)
-     - 00:00.016
+     - 00:00.015
      - 0.0
diff --git a/_sources/sg_execution_times.rst.txt b/_sources/sg_execution_times.rst.txt
index fe1b5533..78ba485f 100644
--- a/_sources/sg_execution_times.rst.txt
+++ b/_sources/sg_execution_times.rst.txt
@@ -6,7 +6,7 @@
 
 Computation times
 =================
-**02:30.574** total execution time for 8 files **from all galleries**:
+**02:24.816** total execution time for 8 files **from all galleries**:
 
 .. container::
 
@@ -33,26 +33,26 @@ Computation times
      - Time
      - Mem (MB)
    * - :ref:`sphx_glr_tutorials_poststack.py` (``../../tutorials/poststack.py``)
-     - 02:22.702
+     - 02:17.131
      - 0.0
    * - :ref:`sphx_glr_tutorials_lsm.py` (``../../tutorials/lsm.py``)
-     - 00:03.394
+     - 00:03.237
      - 0.0
    * - :ref:`sphx_glr_gallery_plot_distributed_array.py` (``../../examples/plot_distributed_array.py``)
-     - 00:01.865
+     - 00:01.857
      - 0.0
    * - :ref:`sphx_glr_gallery_plot_derivative.py` (``../../examples/plot_derivative.py``)
-     - 00:01.448
+     - 00:01.445
      - 0.0
    * - :ref:`sphx_glr_gallery_plot_stacking.py` (``../../examples/plot_stacking.py``)
-     - 00:00.518
+     - 00:00.510
      - 0.0
    * - :ref:`sphx_glr_gallery_plot_mpilinop.py` (``../../examples/plot_mpilinop.py``)
-     - 00:00.413
+     - 00:00.406
      - 0.0
    * - :ref:`sphx_glr_gallery_plot_cgls.py` (``../../examples/plot_cgls.py``)
-     - 00:00.218
+     - 00:00.213
      - 0.0
    * - :ref:`sphx_glr_gallery_plot_stacked_array.py` (``../../examples/plot_stacked_array.py``)
-     - 00:00.016
+     - 00:00.015
      - 0.0
diff --git a/_sources/tutorials/lsm.rst.txt b/_sources/tutorials/lsm.rst.txt
index c2d800ac..bd94a4af 100644
--- a/_sources/tutorials/lsm.rst.txt
+++ b/_sources/tutorials/lsm.rst.txt
@@ -304,7 +304,7 @@ solver.
         99       -1.2546e-02         2.8528e+00     2.8528e+00
        100       -1.2389e-02         2.8342e+00     2.8342e+00
 
-    Iterations = 100        Total time (s) = 1.23
+    Iterations = 100        Total time (s) = 1.16
     -----------------------------------------------------------------
 
 
@@ -385,7 +385,7 @@ solver.
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 3.394 seconds)
+   **Total running time of the script:** (0 minutes 3.237 seconds)
 
 
 .. _sphx_glr_download_tutorials_lsm.py:
diff --git a/_sources/tutorials/poststack.rst.txt b/_sources/tutorials/poststack.rst.txt
index fbbd1ef9..32e03688 100644
--- a/_sources/tutorials/poststack.rst.txt
+++ b/_sources/tutorials/poststack.rst.txt
@@ -284,7 +284,7 @@ normal equations, and :math:`\mathbf{d}^{Norm}` is the data of the normal equati
         99        6.1544e-01         6.5026e-01     6.5026e-01
        100        6.1561e-01         6.4212e-01     6.4212e-01
 
-    Iterations = 100        Total time (s) = 29.98
+    Iterations = 100        Total time (s) = 28.98
     -----------------------------------------------------------------
 
 
@@ -349,7 +349,7 @@ normal equations, and :math:`\mathbf{d}^{Norm}` is the data of the normal equati
         99         6.3033e-01         1.9903e+02
        100         6.3026e-01         1.9777e+02
 
-    Iterations = 100        Total time (s) = 46.80
+    Iterations = 100        Total time (s) = 44.13
     -------------------------------------------------------
 
 
@@ -481,7 +481,7 @@ Finally, we display the modeling and inversion results
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (2 minutes 22.702 seconds)
+   **Total running time of the script:** (2 minutes 17.131 seconds)
 
 
 .. _sphx_glr_download_tutorials_poststack.py:
diff --git a/_sources/tutorials/sg_execution_times.rst.txt b/_sources/tutorials/sg_execution_times.rst.txt
index ae8eb83f..5957b5cc 100644
--- a/_sources/tutorials/sg_execution_times.rst.txt
+++ b/_sources/tutorials/sg_execution_times.rst.txt
@@ -6,7 +6,7 @@
 
 Computation times
 =================
-**02:26.096** total execution time for 2 files **from tutorials**:
+**02:20.369** total execution time for 2 files **from tutorials**:
 
 .. container::
 
@@ -33,8 +33,8 @@ Computation times
      - Time
      - Mem (MB)
    * - :ref:`sphx_glr_tutorials_poststack.py` (``poststack.py``)
-     - 02:22.702
+     - 02:17.131
      - 0.0
    * - :ref:`sphx_glr_tutorials_lsm.py` (``lsm.py``)
-     - 00:03.394
+     - 00:03.237
      - 0.0
diff --git a/gallery/plot_cgls.html b/gallery/plot_cgls.html
index b6c9c271..e62d710f 100644
--- a/gallery/plot_cgls.html
+++ b/gallery/plot_cgls.html
@@ -549,13 +549,13 @@
     14        9.9946e-01         3.9693e-03     3.9693e-03
     15        1.0000e+00         2.0763e-10     2.0763e-10
 
-Iterations = 15        Total time (s) = 0.03
+Iterations = 15        Total time (s) = 0.02
 -----------------------------------------------------------------
 
 CGLS Solution xinv=[1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1. 1.]
 </pre></div>
 </div>
-<p class="sphx-glr-timing"><strong>Total running time of the script:</strong> (0 minutes 0.218 seconds)</p>
+<p class="sphx-glr-timing"><strong>Total running time of the script:</strong> (0 minutes 0.213 seconds)</p>
 <div class="sphx-glr-footer sphx-glr-footer-example docutils container" id="sphx-glr-download-gallery-plot-cgls-py">
 <div class="sphx-glr-download sphx-glr-download-jupyter docutils container">
 <p><a class="reference download internal" download="" href="../_downloads/59790902f856f463297d6568e11254ee/plot_cgls.ipynb"><code class="xref download docutils literal notranslate"><span class="pre">Download</span> <span class="pre">Jupyter</span> <span class="pre">notebook:</span> <span class="pre">plot_cgls.ipynb</span></code></a></p>
diff --git a/gallery/plot_derivative.html b/gallery/plot_derivative.html
index ba71910f..e7af45e8 100644
--- a/gallery/plot_derivative.html
+++ b/gallery/plot_derivative.html
@@ -625,7 +625,7 @@
     <a href="https://matplotlib.org/stable/api/_as_gen/matplotlib.pyplot.tight_layout.html#matplotlib.pyplot.tight_layout" title="matplotlib.pyplot.tight_layout" 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">tight_layout</span></a><span class="p">()</span>
 </pre></div>
 </div>
-<img src="../_images/sphx_glr_plot_derivative_004.png" srcset="../_images/sphx_glr_plot_derivative_004.png" alt="Gradient, x, y - 1st direction, xadj, y - 2nd direction" class = "sphx-glr-single-img"/><p class="sphx-glr-timing"><strong>Total running time of the script:</strong> (0 minutes 1.448 seconds)</p>
+<img src="../_images/sphx_glr_plot_derivative_004.png" srcset="../_images/sphx_glr_plot_derivative_004.png" alt="Gradient, x, y - 1st direction, xadj, y - 2nd direction" class = "sphx-glr-single-img"/><p class="sphx-glr-timing"><strong>Total running time of the script:</strong> (0 minutes 1.445 seconds)</p>
 <div class="sphx-glr-footer sphx-glr-footer-example docutils container" id="sphx-glr-download-gallery-plot-derivative-py">
 <div class="sphx-glr-download sphx-glr-download-jupyter docutils container">
 <p><a class="reference download internal" download="" href="../_downloads/ead31515400e409f5d089473defad207/plot_derivative.ipynb"><code class="xref download docutils literal notranslate"><span class="pre">Download</span> <span class="pre">Jupyter</span> <span class="pre">notebook:</span> <span class="pre">plot_derivative.ipynb</span></code></a></p>
diff --git a/gallery/plot_distributed_array.html b/gallery/plot_distributed_array.html
index 3035c387..51a5eb7b 100644
--- a/gallery/plot_distributed_array.html
+++ b/gallery/plot_distributed_array.html
@@ -572,7 +572,7 @@
 <span class="n">pylops_mpi</span><span class="o">.</span><span class="n">plot_local_arrays</span><span class="p">(</span><span class="n">mult_arr</span><span class="p">,</span> <span class="s2">&quot;Multiplication&quot;</span><span class="p">,</span> <span class="n">vmin</span><span class="o">=</span><span class="mi">0</span><span class="p">,</span> <span class="n">vmax</span><span class="o">=</span><span class="mi">1</span><span class="p">)</span>
 </pre></div>
 </div>
-<img src="../_images/sphx_glr_plot_distributed_array_010.png" srcset="../_images/sphx_glr_plot_distributed_array_010.png" alt="Multiplication, Rank-0" class = "sphx-glr-single-img"/><p class="sphx-glr-timing"><strong>Total running time of the script:</strong> (0 minutes 1.865 seconds)</p>
+<img src="../_images/sphx_glr_plot_distributed_array_010.png" srcset="../_images/sphx_glr_plot_distributed_array_010.png" alt="Multiplication, Rank-0" class = "sphx-glr-single-img"/><p class="sphx-glr-timing"><strong>Total running time of the script:</strong> (0 minutes 1.857 seconds)</p>
 <div class="sphx-glr-footer sphx-glr-footer-example docutils container" id="sphx-glr-download-gallery-plot-distributed-array-py">
 <div class="sphx-glr-download sphx-glr-download-jupyter docutils container">
 <p><a class="reference download internal" download="" href="../_downloads/82a21537237fa28c9fd15bc39c8c4644/plot_distributed_array.ipynb"><code class="xref download docutils literal notranslate"><span class="pre">Download</span> <span class="pre">Jupyter</span> <span class="pre">notebook:</span> <span class="pre">plot_distributed_array.ipynb</span></code></a></p>
diff --git a/gallery/plot_mpilinop.html b/gallery/plot_mpilinop.html
index 39affe16..c2483a61 100644
--- a/gallery/plot_mpilinop.html
+++ b/gallery/plot_mpilinop.html
@@ -568,7 +568,7 @@
     <a href="https://matplotlib.org/stable/api/figure_api.html#matplotlib.figure.Figure.suptitle" title="matplotlib.figure.Figure.suptitle" class="sphx-glr-backref-module-matplotlib-figure sphx-glr-backref-type-py-method"><span class="n">fig</span><span class="o">.</span><span class="n">suptitle</span></a><span class="p">(</span><span class="s2">&quot;Adjoint&quot;</span><span class="p">,</span> <span class="n">fontsize</span><span class="o">=</span><span class="mi">14</span><span class="p">,</span> <span class="n">fontweight</span><span class="o">=</span><span class="s2">&quot;bold&quot;</span><span class="p">)</span>
 </pre></div>
 </div>
-<img src="../_images/sphx_glr_plot_mpilinop_002.png" srcset="../_images/sphx_glr_plot_mpilinop_002.png" alt="Adjoint, $x$, $y$" class = "sphx-glr-single-img"/><p class="sphx-glr-timing"><strong>Total running time of the script:</strong> (0 minutes 0.413 seconds)</p>
+<img src="../_images/sphx_glr_plot_mpilinop_002.png" srcset="../_images/sphx_glr_plot_mpilinop_002.png" alt="Adjoint, $x$, $y$" class = "sphx-glr-single-img"/><p class="sphx-glr-timing"><strong>Total running time of the script:</strong> (0 minutes 0.406 seconds)</p>
 <div class="sphx-glr-footer sphx-glr-footer-example docutils container" id="sphx-glr-download-gallery-plot-mpilinop-py">
 <div class="sphx-glr-download sphx-glr-download-jupyter docutils container">
 <p><a class="reference download internal" download="" href="../_downloads/0b4d85cb5a39193f837f6a6fecf2e623/plot_mpilinop.ipynb"><code class="xref download docutils literal notranslate"><span class="pre">Download</span> <span class="pre">Jupyter</span> <span class="pre">notebook:</span> <span class="pre">plot_mpilinop.ipynb</span></code></a></p>
diff --git a/gallery/plot_stacked_array.html b/gallery/plot_stacked_array.html
index 834b6426..4f3cd952 100644
--- a/gallery/plot_stacked_array.html
+++ b/gallery/plot_stacked_array.html
@@ -664,7 +664,7 @@
 <div class="sphx-glr-script-out highlight-none notranslate"><div class="highlight"><pre><span></span>xinv_array [1. 1. 1. 1. 1. 1. 1. 1. 1. 1.]
 </pre></div>
 </div>
-<p class="sphx-glr-timing"><strong>Total running time of the script:</strong> (0 minutes 0.016 seconds)</p>
+<p class="sphx-glr-timing"><strong>Total running time of the script:</strong> (0 minutes 0.015 seconds)</p>
 <div class="sphx-glr-footer sphx-glr-footer-example docutils container" id="sphx-glr-download-gallery-plot-stacked-array-py">
 <div class="sphx-glr-download sphx-glr-download-jupyter docutils container">
 <p><a class="reference download internal" download="" href="../_downloads/ebaf2650b017800d8a38733a44fc1d32/plot_stacked_array.ipynb"><code class="xref download docutils literal notranslate"><span class="pre">Download</span> <span class="pre">Jupyter</span> <span class="pre">notebook:</span> <span class="pre">plot_stacked_array.ipynb</span></code></a></p>
diff --git a/gallery/plot_stacking.html b/gallery/plot_stacking.html
index ec70f125..32ab23af 100644
--- a/gallery/plot_stacking.html
+++ b/gallery/plot_stacking.html
@@ -641,7 +641,7 @@
     <a href="https://matplotlib.org/stable/api/figure_api.html#matplotlib.figure.Figure.suptitle" title="matplotlib.figure.Figure.suptitle" class="sphx-glr-backref-module-matplotlib-figure sphx-glr-backref-type-py-method"><span class="n">fig</span><span class="o">.</span><span class="n">suptitle</span></a><span class="p">(</span><span class="s2">&quot;Block Diagonal&quot;</span><span class="p">,</span> <span class="n">fontsize</span><span class="o">=</span><span class="mi">14</span><span class="p">,</span> <span class="n">fontweight</span><span class="o">=</span><span class="s2">&quot;bold&quot;</span><span class="p">)</span>
 </pre></div>
 </div>
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diff --git a/gallery/sg_execution_times.html b/gallery/sg_execution_times.html
index 6d8337a0..fe870a90 100644
--- a/gallery/sg_execution_times.html
+++ b/gallery/sg_execution_times.html
@@ -443,7 +443,7 @@
                   
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index 278c23e3..f02da9e9 100644
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\ No newline at end of file
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diff --git a/sg_execution_times.html b/sg_execution_times.html
index 5039ee94..7ac1991e 100644
--- a/sg_execution_times.html
+++ b/sg_execution_times.html
@@ -443,7 +443,7 @@
                   
   <section id="computation-times">
 <span id="sphx-glr-sg-execution-times"></span><h1>Computation times<a class="headerlink" href="#computation-times" title="Link to this heading">#</a></h1>
-<p><strong>02:30.574</strong> total execution time for 8 files <strong>from all galleries</strong>:</p>
+<p><strong>02:24.816</strong> total execution time for 8 files <strong>from all galleries</strong>:</p>
 <div class="docutils container">
 <style scoped>
 <link href="https://cdnjs.cloudflare.com/ajax/libs/twitter-bootstrap/5.3.0/css/bootstrap.min.css" rel="stylesheet" />
@@ -465,35 +465,35 @@
 </thead>
 <tbody>
 <tr class="row-even"><td><p><a class="reference internal" href="tutorials/poststack.html#sphx-glr-tutorials-poststack-py"><span class="std std-ref">Post Stack Inversion - 3D</span></a> (<code class="docutils literal notranslate"><span class="pre">../../tutorials/poststack.py</span></code>)</p></td>
-<td><p>02:22.702</p></td>
+<td><p>02:17.131</p></td>
 <td><p>0.0</p></td>
 </tr>
 <tr class="row-odd"><td><p><a class="reference internal" href="tutorials/lsm.html#sphx-glr-tutorials-lsm-py"><span class="std std-ref">Least-squares Migration</span></a> (<code class="docutils literal notranslate"><span class="pre">../../tutorials/lsm.py</span></code>)</p></td>
-<td><p>00:03.394</p></td>
+<td><p>00:03.237</p></td>
 <td><p>0.0</p></td>
 </tr>
 <tr class="row-even"><td><p><a class="reference internal" href="gallery/plot_distributed_array.html#sphx-glr-gallery-plot-distributed-array-py"><span class="std std-ref">Distributed Array</span></a> (<code class="docutils literal notranslate"><span class="pre">../../examples/plot_distributed_array.py</span></code>)</p></td>
-<td><p>00:01.865</p></td>
+<td><p>00:01.857</p></td>
 <td><p>0.0</p></td>
 </tr>
 <tr class="row-odd"><td><p><a class="reference internal" href="gallery/plot_derivative.html#sphx-glr-gallery-plot-derivative-py"><span class="std std-ref">Derivatives</span></a> (<code class="docutils literal notranslate"><span class="pre">../../examples/plot_derivative.py</span></code>)</p></td>
-<td><p>00:01.448</p></td>
+<td><p>00:01.445</p></td>
 <td><p>0.0</p></td>
 </tr>
 <tr class="row-even"><td><p><a class="reference internal" href="gallery/plot_stacking.html#sphx-glr-gallery-plot-stacking-py"><span class="std std-ref">Stacking Operators</span></a> (<code class="docutils literal notranslate"><span class="pre">../../examples/plot_stacking.py</span></code>)</p></td>
-<td><p>00:00.518</p></td>
+<td><p>00:00.510</p></td>
 <td><p>0.0</p></td>
 </tr>
 <tr class="row-odd"><td><p><a class="reference internal" href="gallery/plot_mpilinop.html#sphx-glr-gallery-plot-mpilinop-py"><span class="std std-ref">MPILinearOperator</span></a> (<code class="docutils literal notranslate"><span class="pre">../../examples/plot_mpilinop.py</span></code>)</p></td>
-<td><p>00:00.413</p></td>
+<td><p>00:00.406</p></td>
 <td><p>0.0</p></td>
 </tr>
 <tr class="row-even"><td><p><a class="reference internal" href="gallery/plot_cgls.html#sphx-glr-gallery-plot-cgls-py"><span class="std std-ref">CGLS Solver</span></a> (<code class="docutils literal notranslate"><span class="pre">../../examples/plot_cgls.py</span></code>)</p></td>
-<td><p>00:00.218</p></td>
+<td><p>00:00.213</p></td>
 <td><p>0.0</p></td>
 </tr>
 <tr class="row-odd"><td><p><a class="reference internal" href="gallery/plot_stacked_array.html#sphx-glr-gallery-plot-stacked-array-py"><span class="std std-ref">Stacked Array</span></a> (<code class="docutils literal notranslate"><span class="pre">../../examples/plot_stacked_array.py</span></code>)</p></td>
-<td><p>00:00.016</p></td>
+<td><p>00:00.015</p></td>
 <td><p>0.0</p></td>
 </tr>
 </tbody>
diff --git a/tutorials/lsm.html b/tutorials/lsm.html
index 206d9ccd..69b3e761 100644
--- a/tutorials/lsm.html
+++ b/tutorials/lsm.html
@@ -664,7 +664,7 @@
     99       -1.2546e-02         2.8528e+00     2.8528e+00
    100       -1.2389e-02         2.8342e+00     2.8342e+00
 
-Iterations = 100        Total time (s) = 1.23
+Iterations = 100        Total time (s) = 1.16
 -----------------------------------------------------------------
 </pre></div>
 </div>
@@ -711,7 +711,7 @@
 <li><img src="../_images/sphx_glr_lsm_004.png" srcset="../_images/sphx_glr_lsm_004.png" alt="$d$, $d_{adj}$, $d_{inv}$" class = "sphx-glr-multi-img"/></li>
 <li><img src="../_images/sphx_glr_lsm_005.png" srcset="../_images/sphx_glr_lsm_005.png" alt="$d$, $d_{adj}$, $d_{inv}$" class = "sphx-glr-multi-img"/></li>
 </ul>
-<p class="sphx-glr-timing"><strong>Total running time of the script:</strong> (0 minutes 3.394 seconds)</p>
+<p class="sphx-glr-timing"><strong>Total running time of the script:</strong> (0 minutes 3.237 seconds)</p>
 <div class="sphx-glr-footer sphx-glr-footer-example docutils container" id="sphx-glr-download-tutorials-lsm-py">
 <div class="sphx-glr-download sphx-glr-download-jupyter docutils container">
 <p><a class="reference download internal" download="" href="../_downloads/d5dae76a02f3b395d667034f44fd5555/lsm.ipynb"><code class="xref download docutils literal notranslate"><span class="pre">Download</span> <span class="pre">Jupyter</span> <span class="pre">notebook:</span> <span class="pre">lsm.ipynb</span></code></a></p>
diff --git a/tutorials/poststack.html b/tutorials/poststack.html
index 866a6fd0..cef5c64f 100644
--- a/tutorials/poststack.html
+++ b/tutorials/poststack.html
@@ -666,7 +666,7 @@
     99        6.1544e-01         6.5026e-01     6.5026e-01
    100        6.1561e-01         6.4212e-01     6.4212e-01
 
-Iterations = 100        Total time (s) = 29.98
+Iterations = 100        Total time (s) = 28.98
 -----------------------------------------------------------------
 </pre></div>
 </div>
@@ -716,7 +716,7 @@
     99         6.3033e-01         1.9903e+02
    100         6.3026e-01         1.9777e+02
 
-Iterations = 100        Total time (s) = 46.80
+Iterations = 100        Total time (s) = 44.13
 -------------------------------------------------------
 </pre></div>
 </div>
@@ -810,7 +810,7 @@
 Smooth Distr == Local True
 </pre></div>
 </div>
-<p class="sphx-glr-timing"><strong>Total running time of the script:</strong> (2 minutes 22.702 seconds)</p>
+<p class="sphx-glr-timing"><strong>Total running time of the script:</strong> (2 minutes 17.131 seconds)</p>
 <div class="sphx-glr-footer sphx-glr-footer-example docutils container" id="sphx-glr-download-tutorials-poststack-py">
 <div class="sphx-glr-download sphx-glr-download-jupyter docutils container">
 <p><a class="reference download internal" download="" href="../_downloads/25d0d43c288bbcf46dfd5c529fe808c5/poststack.ipynb"><code class="xref download docutils literal notranslate"><span class="pre">Download</span> <span class="pre">Jupyter</span> <span class="pre">notebook:</span> <span class="pre">poststack.ipynb</span></code></a></p>
diff --git a/tutorials/sg_execution_times.html b/tutorials/sg_execution_times.html
index 2881c3e6..24150dd8 100644
--- a/tutorials/sg_execution_times.html
+++ b/tutorials/sg_execution_times.html
@@ -443,7 +443,7 @@
                   
   <section id="computation-times">
 <span id="sphx-glr-tutorials-sg-execution-times"></span><h1>Computation times<a class="headerlink" href="#computation-times" title="Link to this heading">#</a></h1>
-<p><strong>02:26.096</strong> total execution time for 2 files <strong>from tutorials</strong>:</p>
+<p><strong>02:20.369</strong> total execution time for 2 files <strong>from tutorials</strong>:</p>
 <div class="docutils container">
 <style scoped>
 <link href="https://cdnjs.cloudflare.com/ajax/libs/twitter-bootstrap/5.3.0/css/bootstrap.min.css" rel="stylesheet" />
@@ -465,11 +465,11 @@
 </thead>
 <tbody>
 <tr class="row-even"><td><p><a class="reference internal" href="poststack.html#sphx-glr-tutorials-poststack-py"><span class="std std-ref">Post Stack Inversion - 3D</span></a> (<code class="docutils literal notranslate"><span class="pre">poststack.py</span></code>)</p></td>
-<td><p>02:22.702</p></td>
+<td><p>02:17.131</p></td>
 <td><p>0.0</p></td>
 </tr>
 <tr class="row-odd"><td><p><a class="reference internal" href="lsm.html#sphx-glr-tutorials-lsm-py"><span class="std std-ref">Least-squares Migration</span></a> (<code class="docutils literal notranslate"><span class="pre">lsm.py</span></code>)</p></td>
-<td><p>00:03.394</p></td>
+<td><p>00:03.237</p></td>
 <td><p>0.0</p></td>
 </tr>
 </tbody>