update example with rst titles

1 files changed, 35 insertions, 29 deletions

diff --git a/docs/source/auto_examples/index.rst b/docs/source/auto_examples/index.rst
index b932907..ebcca85 100644
--- a/docs/source/auto_examples/index.rst
+++ b/docs/source/auto_examples/index.rst
@@ -1,9 +1,15 @@
+:orphan:
+
 POT Examples
 ============
 
+This is a gallery of all the POT example files. 
+
+
+
 .. raw:: html
 
-    <div class="sphx-glr-thumbcontainer" tooltip="">
+    <div class="sphx-glr-thumbcontainer" tooltip="This example illustrates the computation of EMD and Sinkhorn transport plans  and their visuali...">
 
 .. only:: html
 
@@ -23,7 +29,7 @@ POT Examples
 
 .. raw:: html
 
-    <div class="sphx-glr-thumbcontainer" tooltip=" ">
+    <div class="sphx-glr-thumbcontainer" tooltip="Illustrates the use of the generic solver for regularized OT with user-designed regularization ...">
 
 .. only:: html
 
@@ -43,7 +49,7 @@ POT Examples
 
 .. raw:: html
 
-    <div class="sphx-glr-thumbcontainer" tooltip="">
+    <div class="sphx-glr-thumbcontainer" tooltip="Illustration of 2D optimal transport between discributions that are weighted sum of diracs. The...">
 
 .. only:: html
 
@@ -63,7 +69,7 @@ POT Examples
 
 .. raw:: html
 
-    <div class="sphx-glr-thumbcontainer" tooltip="">
+    <div class="sphx-glr-thumbcontainer" tooltip="Shows how to compute multiple EMD and Sinkhorn with two differnt  ground metrics and plot their...">
 
 .. only:: html
 
@@ -83,7 +89,7 @@ POT Examples
 
 .. raw:: html
 
-    <div class="sphx-glr-thumbcontainer" tooltip="">
+    <div class="sphx-glr-thumbcontainer" tooltip="This example illustrate the use of WDA as proposed in [11].">
 
 .. only:: html
 
@@ -123,7 +129,7 @@ POT Examples
 
 .. raw:: html
 
-    <div class="sphx-glr-thumbcontainer" tooltip="">
+    <div class="sphx-glr-thumbcontainer" tooltip="This example illustrates the computation of regularized Wassersyein Barycenter  as proposed in ...">
 
 .. only:: html
 
@@ -143,13 +149,13 @@ POT Examples
 
 .. raw:: html
 
-    <div class="sphx-glr-thumbcontainer" tooltip="Stole the figure idea from Fig. 1 and 2 in https://arxiv.org/pdf/1706.07650.pdf">
+    <div class="sphx-glr-thumbcontainer" tooltip="OT for domain adaptation with image color adaptation [6] with mapping  estimation [8].">
 
 .. only:: html
 
-    .. figure:: /auto_examples/images/thumb/sphx_glr_plot_OT_L1_vs_L2_thumb.png
+    .. figure:: /auto_examples/images/thumb/sphx_glr_plot_otda_mapping_colors_images_thumb.png
 
-        :ref:`sphx_glr_auto_examples_plot_OT_L1_vs_L2.py`
+        :ref:`sphx_glr_auto_examples_plot_otda_mapping_colors_images.py`
 
 .. raw:: html
 
@@ -159,17 +165,17 @@ POT Examples
 .. toctree::
    :hidden:
 
-   /auto_examples/plot_OT_L1_vs_L2
+   /auto_examples/plot_otda_mapping_colors_images
 
 .. raw:: html
 
-    <div class="sphx-glr-thumbcontainer" tooltip="[6] Ferradans, S., Papadakis, N., Peyre, G., & Aujol, J. F. (2014). Regularized     discrete op...">
+    <div class="sphx-glr-thumbcontainer" tooltip="This example presents how to use MappingTransport to estimate at the same time both the couplin...">
 
 .. only:: html
 
-    .. figure:: /auto_examples/images/thumb/sphx_glr_plot_otda_mapping_colors_images_thumb.png
+    .. figure:: /auto_examples/images/thumb/sphx_glr_plot_otda_mapping_thumb.png
 
-        :ref:`sphx_glr_auto_examples_plot_otda_mapping_colors_images.py`
+        :ref:`sphx_glr_auto_examples_plot_otda_mapping.py`
 
 .. raw:: html
 
@@ -179,17 +185,17 @@ POT Examples
 .. toctree::
    :hidden:
 
-   /auto_examples/plot_otda_mapping_colors_images
+   /auto_examples/plot_otda_mapping
 
 .. raw:: html
 
-    <div class="sphx-glr-thumbcontainer" tooltip="This example presents how to use MappingTransport to estimate at the same time both the couplin...">
+    <div class="sphx-glr-thumbcontainer" tooltip="This example introduces a domain adaptation in a 2D setting and the 4 OTDA approaches currently...">
 
 .. only:: html
 
-    .. figure:: /auto_examples/images/thumb/sphx_glr_plot_otda_mapping_thumb.png
+    .. figure:: /auto_examples/images/thumb/sphx_glr_plot_otda_classes_thumb.png
 
-        :ref:`sphx_glr_auto_examples_plot_otda_mapping.py`
+        :ref:`sphx_glr_auto_examples_plot_otda_classes.py`
 
 .. raw:: html
 
@@ -199,17 +205,17 @@ POT Examples
 .. toctree::
    :hidden:
 
-   /auto_examples/plot_otda_mapping
+   /auto_examples/plot_otda_classes
 
 .. raw:: html
 
-    <div class="sphx-glr-thumbcontainer" tooltip="This example introduces a domain adaptation in a 2D setting and the 4 OTDA approaches currently...">
+    <div class="sphx-glr-thumbcontainer" tooltip="This example introduces a domain adaptation in a 2D setting. It explicits the problem of domain...">
 
 .. only:: html
 
-    .. figure:: /auto_examples/images/thumb/sphx_glr_plot_otda_classes_thumb.png
+    .. figure:: /auto_examples/images/thumb/sphx_glr_plot_otda_d2_thumb.png
 
-        :ref:`sphx_glr_auto_examples_plot_otda_classes.py`
+        :ref:`sphx_glr_auto_examples_plot_otda_d2.py`
 
 .. raw:: html
 
@@ -219,17 +225,17 @@ POT Examples
 .. toctree::
    :hidden:
 
-   /auto_examples/plot_otda_classes
+   /auto_examples/plot_otda_d2
 
 .. raw:: html
 
-    <div class="sphx-glr-thumbcontainer" tooltip="This example introduces a domain adaptation in a 2D setting. It explicits the problem of domain...">
+    <div class="sphx-glr-thumbcontainer" tooltip="2D OT on empirical distributio  with different gound metric.">
 
 .. only:: html
 
-    .. figure:: /auto_examples/images/thumb/sphx_glr_plot_otda_d2_thumb.png
+    .. figure:: /auto_examples/images/thumb/sphx_glr_plot_OT_L1_vs_L2_thumb.png
 
-        :ref:`sphx_glr_auto_examples_plot_otda_d2.py`
+        :ref:`sphx_glr_auto_examples_plot_OT_L1_vs_L2.py`
 
 .. raw:: html
 
@@ -239,7 +245,7 @@ POT Examples
 .. toctree::
    :hidden:
 
-   /auto_examples/plot_otda_d2
+   /auto_examples/plot_OT_L1_vs_L2
 .. raw:: html
 
     <div style='clear:both'></div>
@@ -251,14 +257,14 @@ POT Examples
 
   .. container:: sphx-glr-download
 
-    :download:`Download all examples in Python source code: auto_examples_python.zip </auto_examples/auto_examples_python.zip>`
+    :download:`Download all examples in Python source code: auto_examples_python.zip <//home/rflamary/PYTHON/POT/docs/source/auto_examples/auto_examples_python.zip>`
 
 
 
   .. container:: sphx-glr-download
 
-    :download:`Download all examples in Jupyter notebooks: auto_examples_jupyter.zip </auto_examples/auto_examples_jupyter.zip>`
+    :download:`Download all examples in Jupyter notebooks: auto_examples_jupyter.zip <//home/rflamary/PYTHON/POT/docs/source/auto_examples/auto_examples_jupyter.zip>`
 
 .. rst-class:: sphx-glr-signature
 
-    `Generated by Sphinx-Gallery <http://sphinx-gallery.readthedocs.io>`_
+    `Generated by Sphinx-Gallery <https://sphinx-gallery.readthedocs.io>`_