big update examples

1 files changed, 36 insertions, 32 deletions

diff --git a/docs/source/auto_examples/plot_UOT_1D.rst b/docs/source/auto_examples/plot_UOT_1D.rst
index 8e618b4..f43b0c1 100644
--- a/docs/source/auto_examples/plot_UOT_1D.rst
+++ b/docs/source/auto_examples/plot_UOT_1D.rst
@@ -1,6 +1,12 @@
+.. only:: html
+
+    .. note::
+        :class: sphx-glr-download-link-note
 
+        Click :ref:`here <sphx_glr_download_auto_examples_plot_UOT_1D.py>`     to download the full example code
+    .. rst-class:: sphx-glr-example-title
 
-.. _sphx_glr_auto_examples_plot_UOT_1D.py:
+    .. _sphx_glr_auto_examples_plot_UOT_1D.py:
 
 
 ===============================
@@ -11,8 +17,7 @@ This example illustrates the computation of Unbalanced Optimal transport
 using a Kullback-Leibler relaxation.
 
 
-
-.. code-block:: python
+.. code-block:: default
 
 
     # Author: Hicham Janati <hicham.janati@inria.fr>
@@ -31,17 +36,14 @@ using a Kullback-Leibler relaxation.
 
 
 
+
 Generate data
 -------------
 
 
-
-.. code-block:: python
+.. code-block:: default
 
 
-
-    #%% parameters
-
     n = 100  # nb bins
 
     # bin positions
@@ -65,15 +67,13 @@ Generate data
 
 
 
+
 Plot distributions and loss matrix
 ----------------------------------
 
 
+.. code-block:: default
 
-.. code-block:: python
-
-
-    #%% plot the distributions
 
     pl.figure(1, figsize=(6.4, 3))
     pl.plot(x, a, 'b', label='Source distribution')
@@ -95,12 +95,13 @@ Plot distributions and loss matrix
     *
 
       .. image:: /auto_examples/images/sphx_glr_plot_UOT_1D_001.png
-            :scale: 47
+            :class: sphx-glr-multi-img
 
     *
 
       .. image:: /auto_examples/images/sphx_glr_plot_UOT_1D_002.png
-            :scale: 47
+            :class: sphx-glr-multi-img
+
 
 
 
@@ -109,8 +110,7 @@ Solve Unbalanced Sinkhorn
 --------------
 
 
-
-.. code-block:: python
+.. code-block:: default
 
 
 
@@ -127,41 +127,45 @@ Solve Unbalanced Sinkhorn
 
 
 
-.. image:: /auto_examples/images/sphx_glr_plot_UOT_1D_006.png
-    :align: center
+.. image:: /auto_examples/images/sphx_glr_plot_UOT_1D_003.png
+    :class: sphx-glr-single-img
 
 
 .. rst-class:: sphx-glr-script-out
 
- Out::
+ Out:
+
+ .. code-block:: none
+
+    /home/rflamary/PYTHON/POT/examples/plot_UOT_1D.py:76: UserWarning: Matplotlib is currently using agg, which is a non-GUI backend, so cannot show the figure.
+      pl.show()
+
 
-    It.  |Err         
-    -------------------
-        0|1.838786e+00|
-       10|1.242379e-01|
-       20|2.581314e-03|
-       30|5.674552e-05|
-       40|1.252959e-06|
-       50|2.768136e-08|
-       60|6.116090e-10|
 
 
-**Total running time of the script:** ( 0 minutes  0.259 seconds)
 
+.. rst-class:: sphx-glr-timing
+
+   **Total running time of the script:** ( 0 minutes  0.274 seconds)
+
+
+.. _sphx_glr_download_auto_examples_plot_UOT_1D.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_UOT_1D.py <plot_UOT_1D.py>`
 
 
 
-  .. container:: sphx-glr-download
+  .. container:: sphx-glr-download sphx-glr-download-jupyter
 
      :download:`Download Jupyter notebook: plot_UOT_1D.ipynb <plot_UOT_1D.ipynb>`
 
@@ -170,4 +174,4 @@ Solve Unbalanced Sinkhorn
 
  .. 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>`_