big update examples

1 files changed, 34 insertions, 12 deletions

diff --git a/docs/source/auto_examples/plot_convolutional_barycenter.rst b/docs/source/auto_examples/plot_convolutional_barycenter.rst
index a28db2f..9c9a596 100644
--- a/docs/source/auto_examples/plot_convolutional_barycenter.rst
+++ b/docs/source/auto_examples/plot_convolutional_barycenter.rst
@@ -1,6 +1,12 @@
+.. only:: html
+
+    .. note::
+        :class: sphx-glr-download-link-note
 
+        Click :ref:`here <sphx_glr_download_auto_examples_plot_convolutional_barycenter.py>`     to download the full example code
+    .. rst-class:: sphx-glr-example-title
 
-.. _sphx_glr_auto_examples_plot_convolutional_barycenter.py:
+    .. _sphx_glr_auto_examples_plot_convolutional_barycenter.py:
 
 
 ============================================
@@ -11,8 +17,7 @@ This example is designed to illustrate how the Convolutional Wasserstein Barycen
 function of POT works.
 
 
-
-.. code-block:: python
+.. code-block:: default
 
 
     # Author: Nicolas Courty <ncourty@irisa.fr>
@@ -30,14 +35,14 @@ function of POT works.
 
 
 
+
 Data preparation
 ----------------
 
 The four distributions are constructed from 4 simple images
 
 
-
-.. code-block:: python
+.. code-block:: default
 
 
 
@@ -73,13 +78,13 @@ The four distributions are constructed from 4 simple images
 
 
 
+
 Barycenter computation and visualization
 ----------------------------------------
 
 
 
-
-.. code-block:: python
+.. code-block:: default
 
 
     pl.figure(figsize=(10, 10))
@@ -119,27 +124,44 @@ Barycenter computation and visualization
 
 
 .. image:: /auto_examples/images/sphx_glr_plot_convolutional_barycenter_001.png
-    :align: center
+    :class: sphx-glr-single-img
+
 
+.. rst-class:: sphx-glr-script-out
 
+ Out:
 
+ .. code-block:: none
 
-**Total running time of the script:** ( 1 minutes  11.608 seconds)
+    /home/rflamary/PYTHON/POT/examples/plot_convolutional_barycenter.py:92: UserWarning: Matplotlib is currently using agg, which is a non-GUI backend, so cannot show the figure.
+      pl.show()
 
 
 
+
+
+.. rst-class:: sphx-glr-timing
+
+   **Total running time of the script:** ( 0 minutes  34.615 seconds)
+
+
+.. _sphx_glr_download_auto_examples_plot_convolutional_barycenter.py:
+
+
 .. only :: html
 
  .. container:: sphx-glr-footer
+    :class: sphx-glr-footer-example
+
 
 
-  .. container:: sphx-glr-download
+  .. container:: sphx-glr-download sphx-glr-download-python
 
      :download:`Download Python source code: plot_convolutional_barycenter.py <plot_convolutional_barycenter.py>`
 
 
 
-  .. container:: sphx-glr-download
+  .. container:: sphx-glr-download sphx-glr-download-jupyter
 
      :download:`Download Jupyter notebook: plot_convolutional_barycenter.ipynb <plot_convolutional_barycenter.ipynb>`
 
@@ -148,4 +170,4 @@ Barycenter computation and visualization
 
  .. rst-class:: sphx-glr-signature
 
-    `Gallery generated by Sphinx-Gallery <https://sphinx-gallery.readthedocs.io>`_
+    `Gallery generated by Sphinx-Gallery <https://sphinx-gallery.github.io>`_