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diff --git a/.buildinfo b/.buildinfo
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diff --git a/.doctrees/adding.doctree b/.doctrees/adding.doctree
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diff --git a/.doctrees/api/generated/pylops_mpi.StackedDistributedArray.doctree b/.doctrees/api/generated/pylops_mpi.StackedDistributedArray.doctree
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diff --git a/.doctrees/api/generated/pylops_mpi.basicoperators.MPIHStack.doctree b/.doctrees/api/generated/pylops_mpi.basicoperators.MPIHStack.doctree
diff --git a/.doctrees/api/generated/pylops_mpi.basicoperators.MPILaplacian.doctree b/.doctrees/api/generated/pylops_mpi.basicoperators.MPILaplacian.doctree
diff --git a/.doctrees/api/generated/pylops_mpi.basicoperators.MPISecondDerivative.doctree b/.doctrees/api/generated/pylops_mpi.basicoperators.MPISecondDerivative.doctree
diff --git a/.doctrees/api/generated/pylops_mpi.basicoperators.MPIStackedBlockDiag.doctree b/.doctrees/api/generated/pylops_mpi.basicoperators.MPIStackedBlockDiag.doctree
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diff --git a/_modules/pylops_mpi/DistributedArray.html b/_modules/pylops_mpi/DistributedArray.html
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     <script crossorigin="anonymous" integrity="sha256-Ae2Vz/4ePdIu6ZyI/5ZGsYnb+m0JlOmKPjt6XZ9JJkA=" src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.4/require.min.js"></script>
     <script>DOCUMENTATION_OPTIONS.pagename = '_modules/pylops_mpi/basicoperators/VStack';</script>
@@ -690,7 +690,7 @@ <h1>Source code for pylops_mpi.basicoperators.VStack</h1><div class="highlight">
         <div class="footer-item">
 
   <p class="sphinx-version">
-    Created using <a href="https://www.sphinx-doc.org/">Sphinx</a> 7.2.6.
+    Created using <a href="https://www.sphinx-doc.org/">Sphinx</a> 7.3.7.
     <br/>
   </p>
 </div>

diff --git a/_modules/pylops_mpi/optimization/basic.html b/_modules/pylops_mpi/optimization/basic.html
@@ -46,7 +46,7 @@
   <script src="../../../_static/vendor/fontawesome/6.5.1/js/all.min.js?digest=8d27b9dea8ad943066ae"></script>
 
     <script src="../../../_static/documentation_options.js?v=5929fcd5"></script>
-    <script src="../../../_static/doctools.js?v=888ff710"></script>
+    <script src="../../../_static/doctools.js?v=9a2dae69"></script>
     <script src="../../../_static/sphinx_highlight.js?v=dc90522c"></script>
     <script crossorigin="anonymous" integrity="sha256-Ae2Vz/4ePdIu6ZyI/5ZGsYnb+m0JlOmKPjt6XZ9JJkA=" src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.4/require.min.js"></script>
     <script>DOCUMENTATION_OPTIONS.pagename = '_modules/pylops_mpi/optimization/basic';</script>
@@ -650,7 +650,7 @@ <h1>Source code for pylops_mpi.optimization.basic</h1><div class="highlight"><pr
         <div class="footer-item">
 
   <p class="sphinx-version">
-    Created using <a href="https://www.sphinx-doc.org/">Sphinx</a> 7.2.6.
+    Created using <a href="https://www.sphinx-doc.org/">Sphinx</a> 7.3.7.
     <br/>
   </p>
 </div>

diff --git a/_modules/pylops_mpi/optimization/cls_basic.html b/_modules/pylops_mpi/optimization/cls_basic.html
@@ -46,7 +46,7 @@
   <script src="../../../_static/vendor/fontawesome/6.5.1/js/all.min.js?digest=8d27b9dea8ad943066ae"></script>
 
     <script src="../../../_static/documentation_options.js?v=5929fcd5"></script>
-    <script src="../../../_static/doctools.js?v=888ff710"></script>
+    <script src="../../../_static/doctools.js?v=9a2dae69"></script>
     <script src="../../../_static/sphinx_highlight.js?v=dc90522c"></script>
     <script crossorigin="anonymous" integrity="sha256-Ae2Vz/4ePdIu6ZyI/5ZGsYnb+m0JlOmKPjt6XZ9JJkA=" src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.4/require.min.js"></script>
     <script>DOCUMENTATION_OPTIONS.pagename = '_modules/pylops_mpi/optimization/cls_basic';</script>
@@ -1020,7 +1020,7 @@ <h1>Source code for pylops_mpi.optimization.cls_basic</h1><div class="highlight"
         <div class="footer-item">
 
   <p class="sphinx-version">
-    Created using <a href="https://www.sphinx-doc.org/">Sphinx</a> 7.2.6.
+    Created using <a href="https://www.sphinx-doc.org/">Sphinx</a> 7.3.7.
     <br/>
   </p>
 </div>

diff --git a/_sources/gallery/index.rst.txt b/_sources/gallery/index.rst.txt
@@ -22,6 +22,7 @@ Here is a collection of examples that demonstrate the usage of PyLops-MPI operat
 
     <div class="sphx-glr-thumbnails">
 
+.. thumbnail-parent-div-open
 
 .. raw:: html
 
@@ -125,6 +126,8 @@ Here is a collection of examples that demonstrate the usage of PyLops-MPI operat
     </div>
 
 
+.. thumbnail-parent-div-close
+
 .. raw:: html
 
     </div>

diff --git a/_sources/gallery/plot_cgls.rst.txt b/_sources/gallery/plot_cgls.rst.txt
@@ -11,7 +11,7 @@
         :class: sphx-glr-download-link-note
 
         :ref:`Go to the end <sphx_glr_download_gallery_plot_cgls.py>`
-        to download the full example code
+        to download the full example code.
 
 .. rst-class:: sphx-glr-example-title
 
@@ -168,7 +168,7 @@ function of the DistributedArray as shown below.
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 0.215 seconds)
+   **Total running time of the script:** (0 minutes 0.220 seconds)
 
 
 .. _sphx_glr_download_gallery_plot_cgls.py:

diff --git a/_sources/gallery/plot_derivative.rst.txt b/_sources/gallery/plot_derivative.rst.txt
@@ -11,7 +11,7 @@
         :class: sphx-glr-download-link-note
 
         :ref:`Go to the end <sphx_glr_download_gallery_plot_derivative.py>`
-        to download the full example code
+        to download the full example code.
 
 .. rst-class:: sphx-glr-example-title
 
@@ -262,7 +262,7 @@ dimensions and concatenates them.
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 1.421 seconds)
+   **Total running time of the script:** (0 minutes 1.535 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
@@ -11,7 +11,7 @@
         :class: sphx-glr-download-link-note
 
         :ref:`Go to the end <sphx_glr_download_gallery_plot_distributed_array.py>`
-        to download the full example code
+        to download the full example code.
 
 .. rst-class:: sphx-glr-example-title
 
@@ -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 1.851 seconds)
+   **Total running time of the script:** (0 minutes 1.951 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
@@ -11,7 +11,7 @@
         :class: sphx-glr-download-link-note
 
         :ref:`Go to the end <sphx_glr_download_gallery_plot_mpilinop.py>`
-        to download the full example code
+        to download the full example code.
 
 .. rst-class:: sphx-glr-example-title
 
@@ -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 0.407 seconds)
+   **Total running time of the script:** (0 minutes 0.434 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
@@ -11,7 +11,7 @@
         :class: sphx-glr-download-link-note
 
         :ref:`Go to the end <sphx_glr_download_gallery_plot_stacked_array.py>`
-        to download the full example code
+        to download the full example code.
 
 .. rst-class:: sphx-glr-example-title
 
@@ -403,7 +403,7 @@ of distributed arrays
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 0.015 seconds)
+   **Total running time of the script:** (0 minutes 0.016 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
@@ -11,7 +11,7 @@
         :class: sphx-glr-download-link-note
 
         :ref:`Go to the end <sphx_glr_download_gallery_plot_stacking.py>`
-        to download the full example code
+        to download the full example code.
 
 .. rst-class:: sphx-glr-example-title
 
@@ -279,7 +279,7 @@ corresponding vector :math:`x`.
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 0.509 seconds)
+   **Total running time of the script:** (0 minutes 0.542 seconds)
 
 
 .. _sphx_glr_download_gallery_plot_stacking.py: