big update examples

1 files changed, 62 insertions, 27 deletions

diff --git a/docs/source/auto_examples/plot_otda_linear_mapping.rst b/docs/source/auto_examples/plot_otda_linear_mapping.rst
index 8e2e0cf..63848d2 100644
--- a/docs/source/auto_examples/plot_otda_linear_mapping.rst
+++ b/docs/source/auto_examples/plot_otda_linear_mapping.rst
@@ -1,6 +1,12 @@
+.. only:: html
+
+    .. note::
+        :class: sphx-glr-download-link-note
 
+        Click :ref:`here <sphx_glr_download_auto_examples_plot_otda_linear_mapping.py>`     to download the full example code
+    .. rst-class:: sphx-glr-example-title
 
-.. _sphx_glr_auto_examples_plot_otda_linear_mapping.py:
+    .. _sphx_glr_auto_examples_plot_otda_linear_mapping.py:
 
 
 ============================
@@ -10,8 +16,7 @@ Linear OT mapping estimation
 
 
 
-
-.. code-block:: python
+.. code-block:: default
 
 
     # Author: Remi Flamary <remi.flamary@unice.fr>
@@ -28,12 +33,12 @@ Linear OT mapping estimation
 
 
 
+
 Generate data
 -------------
 
 
-
-.. code-block:: python
+.. code-block:: default
 
 
     n = 1000
@@ -64,12 +69,12 @@ Generate data
 
 
 
+
 Plot data
 ---------
 
 
-
-.. code-block:: python
+.. code-block:: default
 
 
     pl.figure(1, (5, 5))
@@ -81,8 +86,17 @@ Plot data
 
 
 .. image:: /auto_examples/images/sphx_glr_plot_otda_linear_mapping_001.png
-    :align: center
+    :class: sphx-glr-single-img
+
+
+.. rst-class:: sphx-glr-script-out
 
+ Out:
+
+ .. code-block:: none
+
+
+    [<matplotlib.lines.Line2D object at 0x7f4c73a37320>]
 
 
 
@@ -90,8 +104,7 @@ Estimate linear mapping and transport
 -------------------------------------
 
 
-
-.. code-block:: python
+.. code-block:: default
 
 
     Ae, be = ot.da.OT_mapping_linear(xs, xt)
@@ -105,12 +118,12 @@ Estimate linear mapping and transport
 
 
 
+
 Plot transported samples
 ------------------------
 
 
-
-.. code-block:: python
+.. code-block:: default
 
 
     pl.figure(1, (5, 5))
@@ -125,7 +138,17 @@ Plot transported samples
 
 
 .. image:: /auto_examples/images/sphx_glr_plot_otda_linear_mapping_002.png
-    :align: center
+    :class: sphx-glr-single-img
+
+
+.. rst-class:: sphx-glr-script-out
+
+ Out:
+
+ .. code-block:: none
+
+    /home/rflamary/PYTHON/POT/examples/plot_otda_linear_mapping.py:73: UserWarning: Matplotlib is currently using agg, which is a non-GUI backend, so cannot show the figure.
+      pl.show()
 
 
 
@@ -134,8 +157,7 @@ Load image data
 ---------------
 
 
-
-.. code-block:: python
+.. code-block:: default
 
 
 
@@ -167,12 +189,12 @@ Load image data
 
 
 
+
 Estimate mapping and adapt
 ----------------------------
 
 
-
-.. code-block:: python
+.. code-block:: default
 
 
     mapping = ot.da.LinearTransport()
@@ -186,8 +208,6 @@ Estimate mapping and adapt
     I1t = minmax(mat2im(xst, I1.shape))
     I2t = minmax(mat2im(xts, I2.shape))
 
-    # %%
-
 
 
 
@@ -199,8 +219,7 @@ Plot transformed images
 -----------------------
 
 
-
-.. code-block:: python
+.. code-block:: default
 
 
     pl.figure(2, figsize=(10, 7))
@@ -227,28 +246,44 @@ Plot transformed images
 
 
 
-.. image:: /auto_examples/images/sphx_glr_plot_otda_linear_mapping_004.png
-    :align: center
+.. image:: /auto_examples/images/sphx_glr_plot_otda_linear_mapping_003.png
+    :class: sphx-glr-single-img
+
 
+.. rst-class:: sphx-glr-script-out
 
+ Out:
 
+ .. code-block:: none
 
-**Total running time of the script:** ( 0 minutes  0.635 seconds)
 
+    Text(0.5, 1.0, 'Inverse mapping Im. 2')
+
+
+
+
+.. rst-class:: sphx-glr-timing
+
+   **Total running time of the script:** ( 0 minutes  0.787 seconds)
+
+
+.. _sphx_glr_download_auto_examples_plot_otda_linear_mapping.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_otda_linear_mapping.py <plot_otda_linear_mapping.py>`
 
 
 
-  .. container:: sphx-glr-download
+  .. container:: sphx-glr-download sphx-glr-download-jupyter
 
      :download:`Download Jupyter notebook: plot_otda_linear_mapping.ipynb <plot_otda_linear_mapping.ipynb>`
 
@@ -257,4 +292,4 @@ Plot transformed images
 
  .. 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>`_