big update examples

1 files changed, 56 insertions, 31 deletions

diff --git a/docs/source/auto_examples/plot_OT_L1_vs_L2.rst b/docs/source/auto_examples/plot_OT_L1_vs_L2.rst
index 5db4b55..16b20f9 100644
--- a/docs/source/auto_examples/plot_OT_L1_vs_L2.rst
+++ b/docs/source/auto_examples/plot_OT_L1_vs_L2.rst
@@ -1,6 +1,12 @@
+.. only:: html
+
+    .. note::
+        :class: sphx-glr-download-link-note
 
+        Click :ref:`here <sphx_glr_download_auto_examples_plot_OT_L1_vs_L2.py>`     to download the full example code
+    .. rst-class:: sphx-glr-example-title
 
-.. _sphx_glr_auto_examples_plot_OT_L1_vs_L2.py:
+    .. _sphx_glr_auto_examples_plot_OT_L1_vs_L2.py:
 
 
 ==========================================
@@ -15,8 +21,7 @@ https://arxiv.org/pdf/1706.07650.pdf
 
 
 
-
-.. code-block:: python
+.. code-block:: default
 
 
     # Author: Remi Flamary <remi.flamary@unice.fr>
@@ -34,12 +39,12 @@ https://arxiv.org/pdf/1706.07650.pdf
 
 
 
+
 Dataset 1 : uniform sampling
 ----------------------------
 
 
-
-.. code-block:: python
+.. code-block:: default
 
 
     n = 20  # nb samples
@@ -98,12 +103,13 @@ Dataset 1 : uniform sampling
     *
 
       .. image:: /auto_examples/images/sphx_glr_plot_OT_L1_vs_L2_001.png
-            :scale: 47
+            :class: sphx-glr-multi-img
 
     *
 
       .. image:: /auto_examples/images/sphx_glr_plot_OT_L1_vs_L2_002.png
-            :scale: 47
+            :class: sphx-glr-multi-img
+
 
 
 
@@ -112,12 +118,8 @@ Dataset 1 : Plot OT Matrices
 ----------------------------
 
 
+.. code-block:: default
 
-.. code-block:: python
-
-
-
-    #%% EMD
     G1 = ot.emd(a, b, M1)
     G2 = ot.emd(a, b, M2)
     Gp = ot.emd(a, b, Mp)
@@ -156,8 +158,18 @@ Dataset 1 : Plot OT Matrices
 
 
 
-.. image:: /auto_examples/images/sphx_glr_plot_OT_L1_vs_L2_005.png
-    :align: center
+.. image:: /auto_examples/images/sphx_glr_plot_OT_L1_vs_L2_003.png
+    :class: sphx-glr-single-img
+
+
+.. rst-class:: sphx-glr-script-out
+
+ Out:
+
+ .. code-block:: none
+
+    /home/rflamary/PYTHON/POT/examples/plot_OT_L1_vs_L2.py:113: UserWarning: Matplotlib is currently using agg, which is a non-GUI backend, so cannot show the figure.
+      pl.show()
 
 
 
@@ -166,8 +178,7 @@ Dataset 2 : Partial circle
 --------------------------
 
 
-
-.. code-block:: python
+.. code-block:: default
 
 
     n = 50  # nb samples
@@ -228,13 +239,14 @@ Dataset 2 : Partial circle
 
     *
 
-      .. image:: /auto_examples/images/sphx_glr_plot_OT_L1_vs_L2_007.png
-            :scale: 47
+      .. image:: /auto_examples/images/sphx_glr_plot_OT_L1_vs_L2_004.png
+            :class: sphx-glr-multi-img
 
     *
 
-      .. image:: /auto_examples/images/sphx_glr_plot_OT_L1_vs_L2_008.png
-            :scale: 47
+      .. image:: /auto_examples/images/sphx_glr_plot_OT_L1_vs_L2_005.png
+            :class: sphx-glr-multi-img
+
 
 
 
@@ -243,12 +255,8 @@ Dataset 2 : Plot  OT Matrices
 -----------------------------
 
 
+.. code-block:: default
 
-.. code-block:: python
-
-
-
-    #%% EMD
     G1 = ot.emd(a, b, M1)
     G2 = ot.emd(a, b, M2)
     Gp = ot.emd(a, b, Mp)
@@ -285,28 +293,45 @@ Dataset 2 : Plot  OT Matrices
 
 
 
-.. image:: /auto_examples/images/sphx_glr_plot_OT_L1_vs_L2_011.png
-    :align: center
+.. image:: /auto_examples/images/sphx_glr_plot_OT_L1_vs_L2_006.png
+    :class: sphx-glr-single-img
+
+
+.. rst-class:: sphx-glr-script-out
 
+ Out:
 
+ .. code-block:: none
 
+    /home/rflamary/PYTHON/POT/examples/plot_OT_L1_vs_L2.py:208: UserWarning: Matplotlib is currently using agg, which is a non-GUI backend, so cannot show the figure.
+      pl.show()
 
-**Total running time of the script:** ( 0 minutes  0.958 seconds)
 
 
 
+
+.. rst-class:: sphx-glr-timing
+
+   **Total running time of the script:** ( 0 minutes  1.002 seconds)
+
+
+.. _sphx_glr_download_auto_examples_plot_OT_L1_vs_L2.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_OT_L1_vs_L2.py <plot_OT_L1_vs_L2.py>`
 
 
 
-  .. container:: sphx-glr-download
+  .. container:: sphx-glr-download sphx-glr-download-jupyter
 
      :download:`Download Jupyter notebook: plot_OT_L1_vs_L2.ipynb <plot_OT_L1_vs_L2.ipynb>`
 
@@ -315,4 +340,4 @@ Dataset 2 : Plot  OT Matrices
 
  .. 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>`_