wroking make!

1 files changed, 44 insertions, 44 deletions

diff --git a/docs/source/auto_examples/index.rst b/docs/source/auto_examples/index.rst
index 1695300..b932907 100644
--- a/docs/source/auto_examples/index.rst
+++ b/docs/source/auto_examples/index.rst
@@ -3,7 +3,7 @@ POT Examples
 
 .. raw:: html
 
-    <div class="sphx-glr-thumbcontainer" tooltip="@author: rflamary ">
+    <div class="sphx-glr-thumbcontainer" tooltip="">
 
 .. only:: html
 
@@ -23,13 +23,13 @@ POT Examples
 
 .. raw:: html
 
-    <div class="sphx-glr-thumbcontainer" tooltip="@author: rflamary ">
+    <div class="sphx-glr-thumbcontainer" tooltip=" ">
 
 .. only:: html
 
-    .. figure:: /auto_examples/images/thumb/sphx_glr_plot_WDA_thumb.png
+    .. figure:: /auto_examples/images/thumb/sphx_glr_plot_optim_OTreg_thumb.png
 
-        :ref:`sphx_glr_auto_examples_plot_WDA.py`
+        :ref:`sphx_glr_auto_examples_plot_optim_OTreg.py`
 
 .. raw:: html
 
@@ -39,17 +39,17 @@ POT Examples
 .. toctree::
    :hidden:
 
-   /auto_examples/plot_WDA
+   /auto_examples/plot_optim_OTreg
 
 .. raw:: html
 
-    <div class="sphx-glr-thumbcontainer" tooltip=" ">
+    <div class="sphx-glr-thumbcontainer" tooltip="">
 
 .. only:: html
 
-    .. figure:: /auto_examples/images/thumb/sphx_glr_plot_optim_OTreg_thumb.png
+    .. figure:: /auto_examples/images/thumb/sphx_glr_plot_OT_2D_samples_thumb.png
 
-        :ref:`sphx_glr_auto_examples_plot_optim_OTreg.py`
+        :ref:`sphx_glr_auto_examples_plot_OT_2D_samples.py`
 
 .. raw:: html
 
@@ -59,17 +59,17 @@ POT Examples
 .. toctree::
    :hidden:
 
-   /auto_examples/plot_optim_OTreg
+   /auto_examples/plot_OT_2D_samples
 
 .. raw:: html
 
-    <div class="sphx-glr-thumbcontainer" tooltip="@author: rflamary ">
+    <div class="sphx-glr-thumbcontainer" tooltip="">
 
 .. only:: html
 
-    .. figure:: /auto_examples/images/thumb/sphx_glr_plot_OT_2D_samples_thumb.png
+    .. figure:: /auto_examples/images/thumb/sphx_glr_plot_compute_emd_thumb.png
 
-        :ref:`sphx_glr_auto_examples_plot_OT_2D_samples.py`
+        :ref:`sphx_glr_auto_examples_plot_compute_emd.py`
 
 .. raw:: html
 
@@ -79,17 +79,17 @@ POT Examples
 .. toctree::
    :hidden:
 
-   /auto_examples/plot_OT_2D_samples
+   /auto_examples/plot_compute_emd
 
 .. raw:: html
 
-    <div class="sphx-glr-thumbcontainer" tooltip="@author: rflamary ">
+    <div class="sphx-glr-thumbcontainer" tooltip="">
 
 .. only:: html
 
-    .. figure:: /auto_examples/images/thumb/sphx_glr_plot_compute_emd_thumb.png
+    .. figure:: /auto_examples/images/thumb/sphx_glr_plot_WDA_thumb.png
 
-        :ref:`sphx_glr_auto_examples_plot_compute_emd.py`
+        :ref:`sphx_glr_auto_examples_plot_WDA.py`
 
 .. raw:: html
 
@@ -99,17 +99,17 @@ POT Examples
 .. toctree::
    :hidden:
 
-   /auto_examples/plot_compute_emd
+   /auto_examples/plot_WDA
 
 .. raw:: html
 
-    <div class="sphx-glr-thumbcontainer" tooltip="[6] Ferradans, S., Papadakis, N., Peyre, G., & Aujol, J. F. (2014). Regularized discrete optima...">
+    <div class="sphx-glr-thumbcontainer" tooltip="This example presents a way of transferring colors between two image with Optimal Transport as ...">
 
 .. only:: html
 
-    .. figure:: /auto_examples/images/thumb/sphx_glr_plot_OTDA_color_images_thumb.png
+    .. figure:: /auto_examples/images/thumb/sphx_glr_plot_otda_color_images_thumb.png
 
-        :ref:`sphx_glr_auto_examples_plot_OTDA_color_images.py`
+        :ref:`sphx_glr_auto_examples_plot_otda_color_images.py`
 
 .. raw:: html
 
@@ -119,7 +119,7 @@ POT Examples
 .. toctree::
    :hidden:
 
-   /auto_examples/plot_OTDA_color_images
+   /auto_examples/plot_otda_color_images
 
 .. raw:: html
 
@@ -127,9 +127,9 @@ POT Examples
 
 .. only:: html
 
-    .. figure:: /auto_examples/images/thumb/sphx_glr_plot_OTDA_classes_thumb.png
+    .. figure:: /auto_examples/images/thumb/sphx_glr_plot_barycenter_1D_thumb.png
 
-        :ref:`sphx_glr_auto_examples_plot_OTDA_classes.py`
+        :ref:`sphx_glr_auto_examples_plot_barycenter_1D.py`
 
 .. raw:: html
 
@@ -139,17 +139,17 @@ POT Examples
 .. toctree::
    :hidden:
 
-   /auto_examples/plot_OTDA_classes
+   /auto_examples/plot_barycenter_1D
 
 .. raw:: html
 
-    <div class="sphx-glr-thumbcontainer" tooltip="">
+    <div class="sphx-glr-thumbcontainer" tooltip="Stole the figure idea from Fig. 1 and 2 in https://arxiv.org/pdf/1706.07650.pdf">
 
 .. only:: html
 
-    .. figure:: /auto_examples/images/thumb/sphx_glr_plot_OTDA_2D_thumb.png
+    .. figure:: /auto_examples/images/thumb/sphx_glr_plot_OT_L1_vs_L2_thumb.png
 
-        :ref:`sphx_glr_auto_examples_plot_OTDA_2D.py`
+        :ref:`sphx_glr_auto_examples_plot_OT_L1_vs_L2.py`
 
 .. raw:: html
 
@@ -159,17 +159,17 @@ POT Examples
 .. toctree::
    :hidden:
 
-   /auto_examples/plot_OTDA_2D
+   /auto_examples/plot_OT_L1_vs_L2
 
 .. 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="[6] Ferradans, S., Papadakis, N., Peyre, G., & Aujol, J. F. (2014). Regularized     discrete op...">
 
 .. 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
 
@@ -179,17 +179,17 @@ 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=" @author: rflamary ">
+    <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_barycenter_1D_thumb.png
+    .. figure:: /auto_examples/images/thumb/sphx_glr_plot_otda_mapping_thumb.png
 
-        :ref:`sphx_glr_auto_examples_plot_barycenter_1D.py`
+        :ref:`sphx_glr_auto_examples_plot_otda_mapping.py`
 
 .. raw:: html
 
@@ -199,17 +199,17 @@ POT Examples
 .. toctree::
    :hidden:
 
-   /auto_examples/plot_barycenter_1D
+   /auto_examples/plot_otda_mapping
 
 .. 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 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_color_images_thumb.png
+    .. figure:: /auto_examples/images/thumb/sphx_glr_plot_otda_classes_thumb.png
 
-        :ref:`sphx_glr_auto_examples_plot_OTDA_mapping_color_images.py`
+        :ref:`sphx_glr_auto_examples_plot_otda_classes.py`
 
 .. raw:: html
 
@@ -219,17 +219,17 @@ POT Examples
 .. toctree::
    :hidden:
 
-   /auto_examples/plot_OTDA_mapping_color_images
+   /auto_examples/plot_otda_classes
 
 .. raw:: html
 
-    <div class="sphx-glr-thumbcontainer" tooltip="[8] M. Perrot, N. Courty, R. Flamary, A. Habrard, "Mapping estimation for     discrete optimal ...">
+    <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_mapping_thumb.png
+    .. figure:: /auto_examples/images/thumb/sphx_glr_plot_otda_d2_thumb.png
 
-        :ref:`sphx_glr_auto_examples_plot_OTDA_mapping.py`
+        :ref:`sphx_glr_auto_examples_plot_otda_d2.py`
 
 .. raw:: html
 
@@ -239,7 +239,7 @@ POT Examples
 .. toctree::
    :hidden:
 
-   /auto_examples/plot_OTDA_mapping
+   /auto_examples/plot_otda_d2
 .. raw:: html
 
     <div style='clear:both'></div>