PythonOT · agramfort · Apr 21, 2020 · Apr 21, 2020 · Apr 21, 2020 · Apr 21, 2020
diff --git a/README.md b/README.md
@@ -4,16 +4,18 @@
 [![Anaconda Cloud](https://anaconda.org/conda-forge/pot/badges/version.svg)](https://anaconda.org/conda-forge/pot)
 [![Build Status](https://travis-ci.org/PythonOT/POT.svg?branch=master)](https://travis-ci.org/PythonOT/POT)
 [![Codecov Status](https://codecov.io/gh/PythonOT/POT/branch/master/graph/badge.svg)](https://codecov.io/gh/PythonOT/POT)
-[![Documentation Status](https://readthedocs.org/projects/pot/badge/?version=latest)](http://pot.readthedocs.io/en/latest/?badge=latest)
 [![Downloads](https://pepy.tech/badge/pot)](https://pepy.tech/project/pot)
 [![Anaconda downloads](https://anaconda.org/conda-forge/pot/badges/downloads.svg)](https://anaconda.org/conda-forge/pot)
 [![License](https://anaconda.org/conda-forge/pot/badges/license.svg)](https://github.com/PythonOT/POT/blob/master/LICENSE)
 
 
+This open source Python library provide several solvers for optimization
+problems related to Optimal Transport for signal, image processing and machine
+learning.
 
-This open source Python library provide several solvers for optimization problems related to Optimal Transport for signal, image processing and machine learning.
+Website and documentation: [https://PythonOT.github.io/](https://PythonOT.github.io/)
 
-It provides the following solvers:
+POT provides the following solvers:
 
 * OT Network Flow solver for the linear program/ Earth Movers Distance [1].
 * Entropic regularization OT solver with Sinkhorn Knopp Algorithm [2], stabilized version [9][10] and greedy Sinkhorn [22] with optional GPU implementation (requires cupy).
@@ -138,7 +140,7 @@ ba=ot.barycenter(A,M,reg) # reg is regularization parameter
 
 ### Examples and Notebooks
 
-The examples folder contain several examples and use case for the library. The full documentation is available on [Readthedocs](http://pot.readthedocs.io/).
+The examples folder contain several examples and use case for the library. The full documentation is available on [https://PythonOT.github.io/](https://PythonOT.github.io/).
 
 
 Here is a list of the Python notebooks available [here](https://github.com/PythonOT/POT/blob/master/notebooks/) if you want a quick look:

diff --git a/docs/requirements.txt b/docs/requirements.txt
@@ -3,3 +3,4 @@ sphinx_rtd_theme
 numpydoc
 memory_profiler
 pillow
+networkx
diff --git a/docs/requirements_rtd.txt b/docs/requirements_rtd.txt
@@ -0,0 +1,14 @@
+sphinx_gallery
+numpydoc
+memory_profiler
+pillow
+networkx
+numpy
+scipy>=1.0
+cython
+matplotlib
+autograd
+pymanopt==0.2.4; python_version <'3'
+pymanopt; python_version >= '3'
+cvxopt
+scikit-learn
diff --git a/docs/rtd/conf.py b/docs/rtd/conf.py
@@ -0,0 +1,6 @@
+from recommonmark.parser import CommonMarkParser
+
+source_parsers = {'.md': CommonMarkParser}
+
+source_suffix = ['.md']
+master_doc = 'index'
diff --git a/docs/source/auto_examples/auto_examples_jupyter.zip b/docs/source/auto_examples/auto_examples_jupyter.zip
diff --git a/docs/source/auto_examples/auto_examples_python.zip b/docs/source/auto_examples/auto_examples_python.zip
diff --git a/docs/source/auto_examples/images/sphx_glr_plot_OT_1D_001.png b/docs/source/auto_examples/images/sphx_glr_plot_OT_1D_001.png
diff --git a/docs/source/auto_examples/images/sphx_glr_plot_OT_1D_002.png b/docs/source/auto_examples/images/sphx_glr_plot_OT_1D_002.png
diff --git a/docs/source/auto_examples/images/sphx_glr_plot_OT_1D_003.png b/docs/source/auto_examples/images/sphx_glr_plot_OT_1D_003.png
diff --git a/docs/source/auto_examples/images/sphx_glr_plot_OT_1D_004.png b/docs/source/auto_examples/images/sphx_glr_plot_OT_1D_004.png
diff --git a/docs/source/auto_examples/images/sphx_glr_plot_OT_1D_005.png b/docs/source/auto_examples/images/sphx_glr_plot_OT_1D_005.png
diff --git a/docs/source/auto_examples/images/sphx_glr_plot_OT_1D_007.png b/docs/source/auto_examples/images/sphx_glr_plot_OT_1D_007.png
diff --git a/docs/source/auto_examples/images/sphx_glr_plot_OT_1D_smooth_001.png b/docs/source/auto_examples/images/sphx_glr_plot_OT_1D_smooth_001.png
diff --git a/docs/source/auto_examples/images/sphx_glr_plot_OT_1D_smooth_002.png b/docs/source/auto_examples/images/sphx_glr_plot_OT_1D_smooth_002.png
diff --git a/docs/source/auto_examples/images/sphx_glr_plot_OT_1D_smooth_003.png b/docs/source/auto_examples/images/sphx_glr_plot_OT_1D_smooth_003.png
diff --git a/docs/source/auto_examples/images/sphx_glr_plot_OT_1D_smooth_004.png b/docs/source/auto_examples/images/sphx_glr_plot_OT_1D_smooth_004.png
diff --git a/docs/source/auto_examples/images/sphx_glr_plot_OT_1D_smooth_005.png b/docs/source/auto_examples/images/sphx_glr_plot_OT_1D_smooth_005.png
diff --git a/docs/source/auto_examples/images/sphx_glr_plot_OT_1D_smooth_006.png b/docs/source/auto_examples/images/sphx_glr_plot_OT_1D_smooth_006.png
diff --git a/docs/source/auto_examples/images/sphx_glr_plot_OT_1D_smooth_007.png b/docs/source/auto_examples/images/sphx_glr_plot_OT_1D_smooth_007.png
diff --git a/docs/source/auto_examples/images/sphx_glr_plot_OT_1D_smooth_009.png b/docs/source/auto_examples/images/sphx_glr_plot_OT_1D_smooth_009.png
diff --git a/docs/source/auto_examples/images/sphx_glr_plot_OT_1D_smooth_010.png b/docs/source/auto_examples/images/sphx_glr_plot_OT_1D_smooth_010.png
diff --git a/docs/source/auto_examples/images/sphx_glr_plot_OT_2D_samples_001.png b/docs/source/auto_examples/images/sphx_glr_plot_OT_2D_samples_001.png
diff --git a/docs/source/auto_examples/images/sphx_glr_plot_OT_2D_samples_002.png b/docs/source/auto_examples/images/sphx_glr_plot_OT_2D_samples_002.png
diff --git a/docs/source/auto_examples/images/sphx_glr_plot_OT_2D_samples_003.png b/docs/source/auto_examples/images/sphx_glr_plot_OT_2D_samples_003.png
diff --git a/docs/source/auto_examples/images/sphx_glr_plot_OT_2D_samples_004.png b/docs/source/auto_examples/images/sphx_glr_plot_OT_2D_samples_004.png
diff --git a/docs/source/auto_examples/images/sphx_glr_plot_OT_2D_samples_005.png b/docs/source/auto_examples/images/sphx_glr_plot_OT_2D_samples_005.png
diff --git a/docs/source/auto_examples/images/sphx_glr_plot_OT_2D_samples_006.png b/docs/source/auto_examples/images/sphx_glr_plot_OT_2D_samples_006.png
diff --git a/docs/source/auto_examples/images/sphx_glr_plot_OT_2D_samples_007.png b/docs/source/auto_examples/images/sphx_glr_plot_OT_2D_samples_007.png
diff --git a/docs/source/auto_examples/images/sphx_glr_plot_OT_2D_samples_008.png b/docs/source/auto_examples/images/sphx_glr_plot_OT_2D_samples_008.png
diff --git a/docs/source/auto_examples/images/sphx_glr_plot_OT_2D_samples_009.png b/docs/source/auto_examples/images/sphx_glr_plot_OT_2D_samples_009.png
diff --git a/docs/source/auto_examples/images/sphx_glr_plot_OT_2D_samples_010.png b/docs/source/auto_examples/images/sphx_glr_plot_OT_2D_samples_010.png
diff --git a/docs/source/auto_examples/images/sphx_glr_plot_OT_2D_samples_013.png b/docs/source/auto_examples/images/sphx_glr_plot_OT_2D_samples_013.png
diff --git a/docs/source/auto_examples/images/sphx_glr_plot_OT_2D_samples_014.png b/docs/source/auto_examples/images/sphx_glr_plot_OT_2D_samples_014.png
diff --git a/docs/source/auto_examples/images/sphx_glr_plot_OT_L1_vs_L2_001.png b/docs/source/auto_examples/images/sphx_glr_plot_OT_L1_vs_L2_001.png
diff --git a/docs/source/auto_examples/images/sphx_glr_plot_OT_L1_vs_L2_002.png b/docs/source/auto_examples/images/sphx_glr_plot_OT_L1_vs_L2_002.png
diff --git a/docs/source/auto_examples/images/sphx_glr_plot_OT_L1_vs_L2_003.png b/docs/source/auto_examples/images/sphx_glr_plot_OT_L1_vs_L2_003.png
diff --git a/docs/source/auto_examples/images/sphx_glr_plot_OT_L1_vs_L2_004.png b/docs/source/auto_examples/images/sphx_glr_plot_OT_L1_vs_L2_004.png
diff --git a/docs/source/auto_examples/images/sphx_glr_plot_OT_L1_vs_L2_005.png b/docs/source/auto_examples/images/sphx_glr_plot_OT_L1_vs_L2_005.png
diff --git a/docs/source/auto_examples/images/sphx_glr_plot_OT_L1_vs_L2_006.png b/docs/source/auto_examples/images/sphx_glr_plot_OT_L1_vs_L2_006.png
diff --git a/docs/source/auto_examples/images/sphx_glr_plot_OT_L1_vs_L2_007.png b/docs/source/auto_examples/images/sphx_glr_plot_OT_L1_vs_L2_007.png
diff --git a/docs/source/auto_examples/images/sphx_glr_plot_OT_L1_vs_L2_008.png b/docs/source/auto_examples/images/sphx_glr_plot_OT_L1_vs_L2_008.png
diff --git a/docs/source/auto_examples/images/sphx_glr_plot_OT_L1_vs_L2_009.png b/docs/source/auto_examples/images/sphx_glr_plot_OT_L1_vs_L2_009.png
diff --git a/docs/source/auto_examples/images/sphx_glr_plot_OT_L1_vs_L2_011.png b/docs/source/auto_examples/images/sphx_glr_plot_OT_L1_vs_L2_011.png
diff --git a/docs/source/auto_examples/images/sphx_glr_plot_UOT_1D_001.png b/docs/source/auto_examples/images/sphx_glr_plot_UOT_1D_001.png
diff --git a/docs/source/auto_examples/images/sphx_glr_plot_UOT_1D_002.png b/docs/source/auto_examples/images/sphx_glr_plot_UOT_1D_002.png
diff --git a/docs/source/auto_examples/images/sphx_glr_plot_UOT_1D_003.png b/docs/source/auto_examples/images/sphx_glr_plot_UOT_1D_003.png
diff --git a/docs/source/auto_examples/images/sphx_glr_plot_UOT_1D_006.png b/docs/source/auto_examples/images/sphx_glr_plot_UOT_1D_006.png
diff --git a/docs/source/auto_examples/images/sphx_glr_plot_UOT_barycenter_1D_001.png b/docs/source/auto_examples/images/sphx_glr_plot_UOT_barycenter_1D_001.png
diff --git a/docs/source/auto_examples/images/sphx_glr_plot_UOT_barycenter_1D_002.png b/docs/source/auto_examples/images/sphx_glr_plot_UOT_barycenter_1D_002.png
diff --git a/docs/source/auto_examples/images/sphx_glr_plot_UOT_barycenter_1D_003.png b/docs/source/auto_examples/images/sphx_glr_plot_UOT_barycenter_1D_003.png
diff --git a/docs/source/auto_examples/images/sphx_glr_plot_UOT_barycenter_1D_004.png b/docs/source/auto_examples/images/sphx_glr_plot_UOT_barycenter_1D_004.png
diff --git a/docs/source/auto_examples/images/sphx_glr_plot_UOT_barycenter_1D_005.png b/docs/source/auto_examples/images/sphx_glr_plot_UOT_barycenter_1D_005.png
diff --git a/docs/source/auto_examples/images/sphx_glr_plot_UOT_barycenter_1D_006.png b/docs/source/auto_examples/images/sphx_glr_plot_UOT_barycenter_1D_006.png
diff --git a/docs/source/auto_examples/images/sphx_glr_plot_WDA_001.png b/docs/source/auto_examples/images/sphx_glr_plot_WDA_001.png
diff --git a/docs/source/auto_examples/images/sphx_glr_plot_WDA_003.png b/docs/source/auto_examples/images/sphx_glr_plot_WDA_003.png
diff --git a/docs/source/auto_examples/images/sphx_glr_plot_barycenter_1D_001.png b/docs/source/auto_examples/images/sphx_glr_plot_barycenter_1D_001.png
diff --git a/docs/source/auto_examples/images/sphx_glr_plot_barycenter_1D_002.png b/docs/source/auto_examples/images/sphx_glr_plot_barycenter_1D_002.png
diff --git a/docs/source/auto_examples/images/sphx_glr_plot_barycenter_1D_003.png b/docs/source/auto_examples/images/sphx_glr_plot_barycenter_1D_003.png
diff --git a/docs/source/auto_examples/images/sphx_glr_plot_barycenter_1D_004.png b/docs/source/auto_examples/images/sphx_glr_plot_barycenter_1D_004.png
diff --git a/docs/source/auto_examples/images/sphx_glr_plot_barycenter_1D_005.png b/docs/source/auto_examples/images/sphx_glr_plot_barycenter_1D_005.png
diff --git a/docs/source/auto_examples/images/sphx_glr_plot_barycenter_1D_006.png b/docs/source/auto_examples/images/sphx_glr_plot_barycenter_1D_006.png
diff --git a/docs/source/auto_examples/images/sphx_glr_plot_barycenter_fgw_001.png b/docs/source/auto_examples/images/sphx_glr_plot_barycenter_fgw_001.png
diff --git a/docs/source/auto_examples/images/sphx_glr_plot_barycenter_fgw_002.png b/docs/source/auto_examples/images/sphx_glr_plot_barycenter_fgw_002.png
diff --git a/docs/source/auto_examples/images/sphx_glr_plot_barycenter_lp_vs_entropic_001.png b/docs/source/auto_examples/images/sphx_glr_plot_barycenter_lp_vs_entropic_001.png
diff --git a/docs/source/auto_examples/images/sphx_glr_plot_barycenter_lp_vs_entropic_002.png b/docs/source/auto_examples/images/sphx_glr_plot_barycenter_lp_vs_entropic_002.png
diff --git a/docs/source/auto_examples/images/sphx_glr_plot_barycenter_lp_vs_entropic_003.png b/docs/source/auto_examples/images/sphx_glr_plot_barycenter_lp_vs_entropic_003.png
diff --git a/docs/source/auto_examples/images/sphx_glr_plot_barycenter_lp_vs_entropic_004.png b/docs/source/auto_examples/images/sphx_glr_plot_barycenter_lp_vs_entropic_004.png
diff --git a/docs/source/auto_examples/images/sphx_glr_plot_barycenter_lp_vs_entropic_005.png b/docs/source/auto_examples/images/sphx_glr_plot_barycenter_lp_vs_entropic_005.png
diff --git a/docs/source/auto_examples/images/sphx_glr_plot_barycenter_lp_vs_entropic_006.png b/docs/source/auto_examples/images/sphx_glr_plot_barycenter_lp_vs_entropic_006.png
diff --git a/docs/source/auto_examples/images/sphx_glr_plot_barycenter_lp_vs_entropic_007.png b/docs/source/auto_examples/images/sphx_glr_plot_barycenter_lp_vs_entropic_007.png
diff --git a/docs/source/auto_examples/images/sphx_glr_plot_compute_emd_001.png b/docs/source/auto_examples/images/sphx_glr_plot_compute_emd_001.png
diff --git a/docs/source/auto_examples/images/sphx_glr_plot_compute_emd_002.png b/docs/source/auto_examples/images/sphx_glr_plot_compute_emd_002.png
diff --git a/docs/source/auto_examples/images/sphx_glr_plot_compute_emd_003.png b/docs/source/auto_examples/images/sphx_glr_plot_compute_emd_003.png
diff --git a/docs/source/auto_examples/images/sphx_glr_plot_compute_emd_004.png b/docs/source/auto_examples/images/sphx_glr_plot_compute_emd_004.png
diff --git a/docs/source/auto_examples/images/sphx_glr_plot_convolutional_barycenter_001.png b/docs/source/auto_examples/images/sphx_glr_plot_convolutional_barycenter_001.png
diff --git a/docs/source/auto_examples/images/sphx_glr_plot_fgw_001.png b/docs/source/auto_examples/images/sphx_glr_plot_fgw_001.png
diff --git a/docs/source/auto_examples/images/sphx_glr_plot_fgw_002.png b/docs/source/auto_examples/images/sphx_glr_plot_fgw_002.png
diff --git a/docs/source/auto_examples/images/sphx_glr_plot_fgw_003.png b/docs/source/auto_examples/images/sphx_glr_plot_fgw_003.png
diff --git a/docs/source/auto_examples/images/sphx_glr_plot_fgw_004.png b/docs/source/auto_examples/images/sphx_glr_plot_fgw_004.png
diff --git a/docs/source/auto_examples/images/sphx_glr_plot_fgw_010.png b/docs/source/auto_examples/images/sphx_glr_plot_fgw_010.png
diff --git a/docs/source/auto_examples/images/sphx_glr_plot_fgw_011.png b/docs/source/auto_examples/images/sphx_glr_plot_fgw_011.png
diff --git a/docs/source/auto_examples/images/sphx_glr_plot_free_support_barycenter_001.png b/docs/source/auto_examples/images/sphx_glr_plot_free_support_barycenter_001.png
diff --git a/docs/source/auto_examples/images/sphx_glr_plot_gromov_001.png b/docs/source/auto_examples/images/sphx_glr_plot_gromov_001.png
diff --git a/docs/source/auto_examples/images/sphx_glr_plot_gromov_002.png b/docs/source/auto_examples/images/sphx_glr_plot_gromov_002.png
diff --git a/docs/source/auto_examples/images/sphx_glr_plot_gromov_003.png b/docs/source/auto_examples/images/sphx_glr_plot_gromov_003.png
diff --git a/docs/source/auto_examples/images/sphx_glr_plot_gromov_barycenter_001.png b/docs/source/auto_examples/images/sphx_glr_plot_gromov_barycenter_001.png
diff --git a/docs/source/auto_examples/images/sphx_glr_plot_optim_OTreg_001.png b/docs/source/auto_examples/images/sphx_glr_plot_optim_OTreg_001.png
diff --git a/docs/source/auto_examples/images/sphx_glr_plot_optim_OTreg_002.png b/docs/source/auto_examples/images/sphx_glr_plot_optim_OTreg_002.png
diff --git a/docs/source/auto_examples/images/sphx_glr_plot_optim_OTreg_003.png b/docs/source/auto_examples/images/sphx_glr_plot_optim_OTreg_003.png
diff --git a/docs/source/auto_examples/images/sphx_glr_plot_optim_OTreg_004.png b/docs/source/auto_examples/images/sphx_glr_plot_optim_OTreg_004.png
diff --git a/docs/source/auto_examples/images/sphx_glr_plot_optim_OTreg_006.png b/docs/source/auto_examples/images/sphx_glr_plot_optim_OTreg_006.png
diff --git a/docs/source/auto_examples/images/sphx_glr_plot_optim_OTreg_008.png b/docs/source/auto_examples/images/sphx_glr_plot_optim_OTreg_008.png
diff --git a/docs/source/auto_examples/images/sphx_glr_plot_otda_classes_001.png b/docs/source/auto_examples/images/sphx_glr_plot_otda_classes_001.png
diff --git a/docs/source/auto_examples/images/sphx_glr_plot_otda_classes_002.png b/docs/source/auto_examples/images/sphx_glr_plot_otda_classes_002.png
diff --git a/docs/source/auto_examples/images/sphx_glr_plot_otda_classes_003.png b/docs/source/auto_examples/images/sphx_glr_plot_otda_classes_003.png
diff --git a/docs/source/auto_examples/images/sphx_glr_plot_otda_color_images_001.png b/docs/source/auto_examples/images/sphx_glr_plot_otda_color_images_001.png
diff --git a/docs/source/auto_examples/images/sphx_glr_plot_otda_color_images_002.png b/docs/source/auto_examples/images/sphx_glr_plot_otda_color_images_002.png
diff --git a/docs/source/auto_examples/images/sphx_glr_plot_otda_color_images_003.png b/docs/source/auto_examples/images/sphx_glr_plot_otda_color_images_003.png
diff --git a/docs/source/auto_examples/images/sphx_glr_plot_otda_color_images_005.png b/docs/source/auto_examples/images/sphx_glr_plot_otda_color_images_005.png
diff --git a/docs/source/auto_examples/images/sphx_glr_plot_otda_d2_001.png b/docs/source/auto_examples/images/sphx_glr_plot_otda_d2_001.png
diff --git a/docs/source/auto_examples/images/sphx_glr_plot_otda_d2_002.png b/docs/source/auto_examples/images/sphx_glr_plot_otda_d2_002.png
diff --git a/docs/source/auto_examples/images/sphx_glr_plot_otda_d2_003.png b/docs/source/auto_examples/images/sphx_glr_plot_otda_d2_003.png
diff --git a/docs/source/auto_examples/images/sphx_glr_plot_otda_d2_006.png b/docs/source/auto_examples/images/sphx_glr_plot_otda_d2_006.png
diff --git a/docs/source/auto_examples/images/sphx_glr_plot_otda_jcpot_001.png b/docs/source/auto_examples/images/sphx_glr_plot_otda_jcpot_001.png
diff --git a/docs/source/auto_examples/images/sphx_glr_plot_otda_jcpot_002.png b/docs/source/auto_examples/images/sphx_glr_plot_otda_jcpot_002.png
diff --git a/docs/source/auto_examples/images/sphx_glr_plot_otda_jcpot_003.png b/docs/source/auto_examples/images/sphx_glr_plot_otda_jcpot_003.png
diff --git a/docs/source/auto_examples/images/sphx_glr_plot_otda_jcpot_004.png b/docs/source/auto_examples/images/sphx_glr_plot_otda_jcpot_004.png
diff --git a/docs/source/auto_examples/images/sphx_glr_plot_otda_laplacian_001.png b/docs/source/auto_examples/images/sphx_glr_plot_otda_laplacian_001.png
diff --git a/docs/source/auto_examples/images/sphx_glr_plot_otda_laplacian_002.png b/docs/source/auto_examples/images/sphx_glr_plot_otda_laplacian_002.png
diff --git a/docs/source/auto_examples/images/sphx_glr_plot_otda_linear_mapping_001.png b/docs/source/auto_examples/images/sphx_glr_plot_otda_linear_mapping_001.png
diff --git a/docs/source/auto_examples/images/sphx_glr_plot_otda_linear_mapping_002.png b/docs/source/auto_examples/images/sphx_glr_plot_otda_linear_mapping_002.png
diff --git a/docs/source/auto_examples/images/sphx_glr_plot_otda_linear_mapping_003.png b/docs/source/auto_examples/images/sphx_glr_plot_otda_linear_mapping_003.png
diff --git a/docs/source/auto_examples/images/sphx_glr_plot_otda_linear_mapping_004.png b/docs/source/auto_examples/images/sphx_glr_plot_otda_linear_mapping_004.png
diff --git a/docs/source/auto_examples/images/sphx_glr_plot_otda_mapping_001.png b/docs/source/auto_examples/images/sphx_glr_plot_otda_mapping_001.png
diff --git a/docs/source/auto_examples/images/sphx_glr_plot_otda_mapping_002.png b/docs/source/auto_examples/images/sphx_glr_plot_otda_mapping_002.png
diff --git a/docs/source/auto_examples/images/sphx_glr_plot_otda_mapping_003.png b/docs/source/auto_examples/images/sphx_glr_plot_otda_mapping_003.png
diff --git a/docs/source/auto_examples/images/sphx_glr_plot_otda_mapping_colors_images_001.png b/docs/source/auto_examples/images/sphx_glr_plot_otda_mapping_colors_images_001.png
diff --git a/docs/source/auto_examples/images/sphx_glr_plot_otda_mapping_colors_images_002.png b/docs/source/auto_examples/images/sphx_glr_plot_otda_mapping_colors_images_002.png
diff --git a/docs/source/auto_examples/images/sphx_glr_plot_otda_mapping_colors_images_003.png b/docs/source/auto_examples/images/sphx_glr_plot_otda_mapping_colors_images_003.png
diff --git a/docs/source/auto_examples/images/sphx_glr_plot_otda_mapping_colors_images_004.png b/docs/source/auto_examples/images/sphx_glr_plot_otda_mapping_colors_images_004.png
diff --git a/docs/source/auto_examples/images/sphx_glr_plot_otda_semi_supervised_001.png b/docs/source/auto_examples/images/sphx_glr_plot_otda_semi_supervised_001.png
diff --git a/docs/source/auto_examples/images/sphx_glr_plot_otda_semi_supervised_002.png b/docs/source/auto_examples/images/sphx_glr_plot_otda_semi_supervised_002.png
diff --git a/docs/source/auto_examples/images/sphx_glr_plot_otda_semi_supervised_003.png b/docs/source/auto_examples/images/sphx_glr_plot_otda_semi_supervised_003.png
diff --git a/docs/source/auto_examples/images/sphx_glr_plot_otda_semi_supervised_006.png b/docs/source/auto_examples/images/sphx_glr_plot_otda_semi_supervised_006.png
diff --git a/docs/source/auto_examples/images/sphx_glr_plot_partial_wass_and_gromov_001.png b/docs/source/auto_examples/images/sphx_glr_plot_partial_wass_and_gromov_001.png
diff --git a/docs/source/auto_examples/images/sphx_glr_plot_partial_wass_and_gromov_002.png b/docs/source/auto_examples/images/sphx_glr_plot_partial_wass_and_gromov_002.png
diff --git a/docs/source/auto_examples/images/sphx_glr_plot_partial_wass_and_gromov_003.png b/docs/source/auto_examples/images/sphx_glr_plot_partial_wass_and_gromov_003.png
diff --git a/docs/source/auto_examples/images/sphx_glr_plot_partial_wass_and_gromov_004.png b/docs/source/auto_examples/images/sphx_glr_plot_partial_wass_and_gromov_004.png
diff --git a/docs/source/auto_examples/images/sphx_glr_plot_screenkhorn_1D_001.png b/docs/source/auto_examples/images/sphx_glr_plot_screenkhorn_1D_001.png
diff --git a/docs/source/auto_examples/images/sphx_glr_plot_screenkhorn_1D_002.png b/docs/source/auto_examples/images/sphx_glr_plot_screenkhorn_1D_002.png
diff --git a/docs/source/auto_examples/images/sphx_glr_plot_screenkhorn_1D_003.png b/docs/source/auto_examples/images/sphx_glr_plot_screenkhorn_1D_003.png
diff --git a/docs/source/auto_examples/images/sphx_glr_plot_stochastic_001.png b/docs/source/auto_examples/images/sphx_glr_plot_stochastic_001.png
diff --git a/docs/source/auto_examples/images/sphx_glr_plot_stochastic_002.png b/docs/source/auto_examples/images/sphx_glr_plot_stochastic_002.png
diff --git a/docs/source/auto_examples/images/sphx_glr_plot_stochastic_003.png b/docs/source/auto_examples/images/sphx_glr_plot_stochastic_003.png
diff --git a/docs/source/auto_examples/images/sphx_glr_plot_stochastic_004.png b/docs/source/auto_examples/images/sphx_glr_plot_stochastic_004.png
diff --git a/docs/source/auto_examples/images/sphx_glr_plot_stochastic_005.png b/docs/source/auto_examples/images/sphx_glr_plot_stochastic_005.png
diff --git a/docs/source/auto_examples/images/sphx_glr_plot_stochastic_006.png b/docs/source/auto_examples/images/sphx_glr_plot_stochastic_006.png
diff --git a/docs/source/auto_examples/images/sphx_glr_plot_stochastic_007.png b/docs/source/auto_examples/images/sphx_glr_plot_stochastic_007.png
diff --git a/docs/source/auto_examples/images/sphx_glr_plot_stochastic_008.png b/docs/source/auto_examples/images/sphx_glr_plot_stochastic_008.png
diff --git a/docs/source/auto_examples/images/thumb/sphx_glr_plot_OT_1D_smooth_thumb.png b/docs/source/auto_examples/images/thumb/sphx_glr_plot_OT_1D_smooth_thumb.png
diff --git a/docs/source/auto_examples/images/thumb/sphx_glr_plot_OT_1D_thumb.png b/docs/source/auto_examples/images/thumb/sphx_glr_plot_OT_1D_thumb.png
diff --git a/docs/source/auto_examples/images/thumb/sphx_glr_plot_OT_2D_samples_thumb.png b/docs/source/auto_examples/images/thumb/sphx_glr_plot_OT_2D_samples_thumb.png
diff --git a/docs/source/auto_examples/images/thumb/sphx_glr_plot_OT_L1_vs_L2_thumb.png b/docs/source/auto_examples/images/thumb/sphx_glr_plot_OT_L1_vs_L2_thumb.png
diff --git a/docs/source/auto_examples/images/thumb/sphx_glr_plot_UOT_1D_thumb.png b/docs/source/auto_examples/images/thumb/sphx_glr_plot_UOT_1D_thumb.png
diff --git a/docs/source/auto_examples/images/thumb/sphx_glr_plot_UOT_barycenter_1D_thumb.png b/docs/source/auto_examples/images/thumb/sphx_glr_plot_UOT_barycenter_1D_thumb.png
diff --git a/docs/source/auto_examples/images/thumb/sphx_glr_plot_WDA_thumb.png b/docs/source/auto_examples/images/thumb/sphx_glr_plot_WDA_thumb.png
diff --git a/docs/source/auto_examples/images/thumb/sphx_glr_plot_barycenter_1D_thumb.png b/docs/source/auto_examples/images/thumb/sphx_glr_plot_barycenter_1D_thumb.png
diff --git a/docs/source/auto_examples/images/thumb/sphx_glr_plot_barycenter_fgw_thumb.png b/docs/source/auto_examples/images/thumb/sphx_glr_plot_barycenter_fgw_thumb.png
diff --git a/...ce/auto_examples/images/thumb/sphx_glr_plot_barycenter_lp_vs_entropic_thumb.png b/...ce/auto_examples/images/thumb/sphx_glr_plot_barycenter_lp_vs_entropic_thumb.png
diff --git a/docs/source/auto_examples/images/thumb/sphx_glr_plot_compute_emd_thumb.png b/docs/source/auto_examples/images/thumb/sphx_glr_plot_compute_emd_thumb.png
diff --git a/...rce/auto_examples/images/thumb/sphx_glr_plot_convolutional_barycenter_thumb.png b/...rce/auto_examples/images/thumb/sphx_glr_plot_convolutional_barycenter_thumb.png
diff --git a/docs/source/auto_examples/images/thumb/sphx_glr_plot_fgw_thumb.png b/docs/source/auto_examples/images/thumb/sphx_glr_plot_fgw_thumb.png
diff --git a/...urce/auto_examples/images/thumb/sphx_glr_plot_free_support_barycenter_thumb.png b/...urce/auto_examples/images/thumb/sphx_glr_plot_free_support_barycenter_thumb.png
diff --git a/docs/source/auto_examples/images/thumb/sphx_glr_plot_gromov_barycenter_thumb.png b/docs/source/auto_examples/images/thumb/sphx_glr_plot_gromov_barycenter_thumb.png
diff --git a/docs/source/auto_examples/images/thumb/sphx_glr_plot_gromov_thumb.png b/docs/source/auto_examples/images/thumb/sphx_glr_plot_gromov_thumb.png
diff --git a/docs/source/auto_examples/images/thumb/sphx_glr_plot_optim_OTreg_thumb.png b/docs/source/auto_examples/images/thumb/sphx_glr_plot_optim_OTreg_thumb.png
diff --git a/docs/source/auto_examples/images/thumb/sphx_glr_plot_otda_classes_thumb.png b/docs/source/auto_examples/images/thumb/sphx_glr_plot_otda_classes_thumb.png
diff --git a/docs/source/auto_examples/images/thumb/sphx_glr_plot_otda_color_images_thumb.png b/docs/source/auto_examples/images/thumb/sphx_glr_plot_otda_color_images_thumb.png
diff --git a/docs/source/auto_examples/images/thumb/sphx_glr_plot_otda_d2_thumb.png b/docs/source/auto_examples/images/thumb/sphx_glr_plot_otda_d2_thumb.png
diff --git a/docs/source/auto_examples/images/thumb/sphx_glr_plot_otda_jcpot_thumb.png b/docs/source/auto_examples/images/thumb/sphx_glr_plot_otda_jcpot_thumb.png
diff --git a/docs/source/auto_examples/images/thumb/sphx_glr_plot_otda_laplacian_thumb.png b/docs/source/auto_examples/images/thumb/sphx_glr_plot_otda_laplacian_thumb.png
diff --git a/docs/source/auto_examples/images/thumb/sphx_glr_plot_otda_linear_mapping_thumb.png b/docs/source/auto_examples/images/thumb/sphx_glr_plot_otda_linear_mapping_thumb.png
diff --git a/...e/auto_examples/images/thumb/sphx_glr_plot_otda_mapping_colors_images_thumb.png b/...e/auto_examples/images/thumb/sphx_glr_plot_otda_mapping_colors_images_thumb.png
diff --git a/docs/source/auto_examples/images/thumb/sphx_glr_plot_otda_mapping_thumb.png b/docs/source/auto_examples/images/thumb/sphx_glr_plot_otda_mapping_thumb.png
diff --git a/.../source/auto_examples/images/thumb/sphx_glr_plot_otda_semi_supervised_thumb.png b/.../source/auto_examples/images/thumb/sphx_glr_plot_otda_semi_supervised_thumb.png
diff --git a/...urce/auto_examples/images/thumb/sphx_glr_plot_partial_wass_and_gromov_thumb.png b/...urce/auto_examples/images/thumb/sphx_glr_plot_partial_wass_and_gromov_thumb.png
diff --git a/docs/source/auto_examples/images/thumb/sphx_glr_plot_screenkhorn_1D_thumb.png b/docs/source/auto_examples/images/thumb/sphx_glr_plot_screenkhorn_1D_thumb.png
diff --git a/docs/source/auto_examples/images/thumb/sphx_glr_plot_stochastic_thumb.png b/docs/source/auto_examples/images/thumb/sphx_glr_plot_stochastic_thumb.png