big update examples

1 files changed, 81 insertions, 52 deletions

diff --git a/docs/source/auto_examples/plot_OT_1D.rst b/docs/source/auto_examples/plot_OT_1D.rst
index b97d67c..ec21845 100644
--- a/docs/source/auto_examples/plot_OT_1D.rst
+++ b/docs/source/auto_examples/plot_OT_1D.rst
@@ -1,6 +1,12 @@
+.. only:: html
+
+    .. note::
+        :class: sphx-glr-download-link-note
 
+        Click :ref:`here <sphx_glr_download_auto_examples_plot_OT_1D.py>`     to download the full example code
+    .. rst-class:: sphx-glr-example-title
 
-.. _sphx_glr_auto_examples_plot_OT_1D.py:
+    .. _sphx_glr_auto_examples_plot_OT_1D.py:
 
 
 ====================
@@ -12,8 +18,7 @@ and their visualization.
 
 
 
-
-.. code-block:: python
+.. code-block:: default
 
 
     # Author: Remi Flamary <remi.flamary@unice.fr>
@@ -32,17 +37,14 @@ and their visualization.
 
 
 
+
 Generate data
 -------------
 
 
-
-.. code-block:: python
+.. code-block:: default
 
 
-
-    #%% parameters
-
     n = 100  # nb bins
 
     # bin positions
@@ -63,55 +65,60 @@ 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')
     pl.plot(x, b, 'r', label='Target distribution')
     pl.legend()
 
-    #%% plot distributions and loss matrix
 
-    pl.figure(2, figsize=(5, 5))
-    ot.plot.plot1D_mat(a, b, M, 'Cost matrix M')
 
 
+.. image:: /auto_examples/images/sphx_glr_plot_OT_1D_001.png
+    :class: sphx-glr-single-img
 
 
-.. rst-class:: sphx-glr-horizontal
+.. rst-class:: sphx-glr-script-out
 
+ Out:
 
-    *
+ .. code-block:: none
 
-      .. image:: /auto_examples/images/sphx_glr_plot_OT_1D_001.png
-            :scale: 47
 
-    *
+    <matplotlib.legend.Legend object at 0x7f4c75f9fcc0>
 
-      .. image:: /auto_examples/images/sphx_glr_plot_OT_1D_002.png
-            :scale: 47
 
 
 
+.. code-block:: default
+
+
+    pl.figure(2, figsize=(5, 5))
+    ot.plot.plot1D_mat(a, b, M, 'Cost matrix M')
+
 
-Solve EMD
----------
 
 
+.. image:: /auto_examples/images/sphx_glr_plot_OT_1D_002.png
+    :class: sphx-glr-single-img
 
-.. code-block:: python
 
 
 
-    #%% EMD
+
+Solve EMD
+---------
+
+
+.. code-block:: default
+
 
     G0 = ot.emd(a, b, M)
 
@@ -121,8 +128,9 @@ Solve EMD
 
 
 
-.. image:: /auto_examples/images/sphx_glr_plot_OT_1D_005.png
-    :align: center
+.. image:: /auto_examples/images/sphx_glr_plot_OT_1D_003.png
+    :class: sphx-glr-single-img
+
 
 
 
@@ -131,12 +139,8 @@ Solve Sinkhorn
 --------------
 
 
+.. code-block:: default
 
-.. code-block:: python
-
-
-
-    #%% Sinkhorn
 
     lambd = 1e-3
     Gs = ot.sinkhorn(a, b, M, lambd, verbose=True)
@@ -148,46 +152,71 @@ Solve Sinkhorn
 
 
 
-.. image:: /auto_examples/images/sphx_glr_plot_OT_1D_007.png
-    :align: center
+.. image:: /auto_examples/images/sphx_glr_plot_OT_1D_004.png
+    :class: sphx-glr-single-img
 
 
 .. rst-class:: sphx-glr-script-out
 
- Out::
+ Out:
 
+ .. code-block:: none
+
+    It.  |Err         
+    -------------------
+        0|2.861463e-01|
+       10|1.860154e-01|
+       20|8.144529e-02|
+       30|3.130143e-02|
+       40|1.178815e-02|
+       50|4.426078e-03|
+       60|1.661047e-03|
+       70|6.233110e-04|
+       80|2.338932e-04|
+       90|8.776627e-05|
+      100|3.293340e-05|
+      110|1.235791e-05|
+      120|4.637176e-06|
+      130|1.740051e-06|
+      140|6.529356e-07|
+      150|2.450071e-07|
+      160|9.193632e-08|
+      170|3.449812e-08|
+      180|1.294505e-08|
+      190|4.857493e-09|
     It.  |Err         
     -------------------
-        0|8.187970e-02|
-       10|3.460174e-02|
-       20|6.633335e-03|
-       30|9.797798e-04|
-       40|1.389606e-04|
-       50|1.959016e-05|
-       60|2.759079e-06|
-       70|3.885166e-07|
-       80|5.470605e-08|
-       90|7.702918e-09|
-      100|1.084609e-09|
-      110|1.527180e-10|
+      200|1.822723e-09|
+      210|6.839572e-10|
+    /home/rflamary/PYTHON/POT/examples/plot_OT_1D.py:84: 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  0.561 seconds)
 
+.. rst-class:: sphx-glr-timing
+
+   **Total running time of the script:** ( 0 minutes  0.665 seconds)
+
+
+.. _sphx_glr_download_auto_examples_plot_OT_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_OT_1D.py <plot_OT_1D.py>`
 
 
 
-  .. container:: sphx-glr-download
+  .. container:: sphx-glr-download sphx-glr-download-jupyter
 
      :download:`Download Jupyter notebook: plot_OT_1D.ipynb <plot_OT_1D.ipynb>`
 
@@ -196,4 +225,4 @@ Solve 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>`_