update notebooks and documentation

1 files changed, 41 insertions, 36 deletions

diff --git a/docs/source/auto_examples/plot_otda_mapping_colors_images.rst b/docs/source/auto_examples/plot_otda_mapping_colors_images.rst
index 8394fb0..2afdc8a 100644
--- a/docs/source/auto_examples/plot_otda_mapping_colors_images.rst
+++ b/docs/source/auto_examples/plot_otda_mapping_colors_images.rst
@@ -104,7 +104,7 @@ Domain adaptation for pixel distribution transfer
     # SinkhornTransport
     ot_sinkhorn = ot.da.SinkhornTransport(reg_e=1e-1)
     ot_sinkhorn.fit(Xs=Xs, Xt=Xt)
-    transp_Xs_sinkhorn = ot_emd.transform(Xs=X1)
+    transp_Xs_sinkhorn = ot_sinkhorn.transform(Xs=X1)
     Image_sinkhorn = minmax(mat2im(transp_Xs_sinkhorn, I1.shape))
 
     ot_mapping_linear = ot.da.MappingTransport(
@@ -132,39 +132,39 @@ Domain adaptation for pixel distribution transfer
 
     It.  |Loss        |Delta loss
     --------------------------------
-        0|3.680518e+02|0.000000e+00
-        1|3.592439e+02|-2.393116e-02
-        2|3.590632e+02|-5.030248e-04
-        3|3.589698e+02|-2.601358e-04
-        4|3.589118e+02|-1.614977e-04
-        5|3.588724e+02|-1.097608e-04
-        6|3.588436e+02|-8.035205e-05
-        7|3.588215e+02|-6.141923e-05
-        8|3.588042e+02|-4.832627e-05
-        9|3.587902e+02|-3.909574e-05
-       10|3.587786e+02|-3.225418e-05
-       11|3.587688e+02|-2.712592e-05
-       12|3.587605e+02|-2.314041e-05
-       13|3.587534e+02|-1.991287e-05
-       14|3.587471e+02|-1.744348e-05
-       15|3.587416e+02|-1.544523e-05
-       16|3.587367e+02|-1.364654e-05
-       17|3.587323e+02|-1.230435e-05
-       18|3.587284e+02|-1.093370e-05
-       19|3.587276e+02|-2.052728e-06
+        0|3.680534e+02|0.000000e+00
+        1|3.592501e+02|-2.391854e-02
+        2|3.590682e+02|-5.061555e-04
+        3|3.589745e+02|-2.610227e-04
+        4|3.589167e+02|-1.611644e-04
+        5|3.588768e+02|-1.109242e-04
+        6|3.588482e+02|-7.972733e-05
+        7|3.588261e+02|-6.166174e-05
+        8|3.588086e+02|-4.871697e-05
+        9|3.587946e+02|-3.919056e-05
+       10|3.587830e+02|-3.228124e-05
+       11|3.587731e+02|-2.744744e-05
+       12|3.587648e+02|-2.334451e-05
+       13|3.587576e+02|-1.995629e-05
+       14|3.587513e+02|-1.761058e-05
+       15|3.587457e+02|-1.542568e-05
+       16|3.587408e+02|-1.366315e-05
+       17|3.587365e+02|-1.221732e-05
+       18|3.587325e+02|-1.102488e-05
+       19|3.587303e+02|-6.062107e-06
     It.  |Loss        |Delta loss
     --------------------------------
-        0|3.784758e+02|0.000000e+00
-        1|3.646352e+02|-3.656911e-02
-        2|3.642861e+02|-9.574714e-04
-        3|3.641523e+02|-3.672061e-04
-        4|3.640788e+02|-2.020990e-04
-        5|3.640321e+02|-1.282701e-04
-        6|3.640002e+02|-8.751240e-05
-        7|3.639765e+02|-6.521203e-05
-        8|3.639582e+02|-5.007767e-05
-        9|3.639439e+02|-3.938917e-05
-       10|3.639323e+02|-3.187865e-05
+        0|3.784871e+02|0.000000e+00
+        1|3.646491e+02|-3.656142e-02
+        2|3.642975e+02|-9.642655e-04
+        3|3.641626e+02|-3.702413e-04
+        4|3.640888e+02|-2.026301e-04
+        5|3.640419e+02|-1.289607e-04
+        6|3.640097e+02|-8.831646e-05
+        7|3.639861e+02|-6.487612e-05
+        8|3.639679e+02|-4.994063e-05
+        9|3.639536e+02|-3.941436e-05
+       10|3.639419e+02|-3.209753e-05
 
 
 Plot original images
@@ -283,11 +283,13 @@ Plot transformed images
 
 
 
-**Total running time of the script:** ( 2 minutes  52.212 seconds)
+**Total running time of the script:** ( 3 minutes  14.206 seconds)
 
 
 
-.. container:: sphx-glr-footer
+.. only :: html
+
+ .. container:: sphx-glr-footer
 
 
   .. container:: sphx-glr-download
@@ -300,6 +302,9 @@ Plot transformed images
 
      :download:`Download Jupyter notebook: plot_otda_mapping_colors_images.ipynb <plot_otda_mapping_colors_images.ipynb>`
 
-.. rst-class:: sphx-glr-signature
 
-    `Generated by Sphinx-Gallery <http://sphinx-gallery.readthedocs.io>`_
+.. only:: html
+
+ .. rst-class:: sphx-glr-signature
+
+    `Gallery generated by Sphinx-Gallery <https://sphinx-gallery.readthedocs.io>`_