add all files for doc

1 files changed, 174 insertions, 205 deletions

diff --git a/docs/source/auto_examples/plot_optim_OTreg.rst b/docs/source/auto_examples/plot_optim_OTreg.rst
index f628024..480149a 100644
--- a/docs/source/auto_examples/plot_optim_OTreg.rst
+++ b/docs/source/auto_examples/plot_optim_OTreg.rst
@@ -399,225 +399,194 @@ Solve EMD with entropic regularization
     --------------------------------
         0|1.692289e-01|0.000000e+00
         1|1.617643e-01|-4.614437e-02
-        2|1.612546e-01|-3.161037e-03
-        3|1.611040e-01|-9.349544e-04
-        4|1.610346e-01|-4.310179e-04
-        5|1.610072e-01|-1.701719e-04
-        6|1.609947e-01|-7.759814e-05
-        7|1.609934e-01|-7.941439e-06
-        8|1.609841e-01|-5.797180e-05
-        9|1.609838e-01|-1.559407e-06
-       10|1.609685e-01|-9.530282e-05
-       11|1.609666e-01|-1.142129e-05
-       12|1.609541e-01|-7.799970e-05
-       13|1.609496e-01|-2.780416e-05
-       14|1.609385e-01|-6.887105e-05
-       15|1.609334e-01|-3.174241e-05
-       16|1.609231e-01|-6.420777e-05
-       17|1.609115e-01|-7.189949e-05
-       18|1.608815e-01|-1.865331e-04
-       19|1.608799e-01|-1.013039e-05
+        2|1.612639e-01|-3.102965e-03
+        3|1.611291e-01|-8.371098e-04
+        4|1.610468e-01|-5.110558e-04
+        5|1.610198e-01|-1.672927e-04
+        6|1.610130e-01|-4.232417e-05
+        7|1.610090e-01|-2.513455e-05
+        8|1.610002e-01|-5.443507e-05
+        9|1.609996e-01|-3.657071e-06
+       10|1.609948e-01|-2.998735e-05
+       11|1.609695e-01|-1.569217e-04
+       12|1.609533e-01|-1.010779e-04
+       13|1.609520e-01|-8.043897e-06
+       14|1.609465e-01|-3.415246e-05
+       15|1.609386e-01|-4.898605e-05
+       16|1.609324e-01|-3.837052e-05
+       17|1.609298e-01|-1.617826e-05
+       18|1.609184e-01|-7.080015e-05
+       19|1.609083e-01|-6.273206e-05
     It.  |Loss        |Delta loss
     --------------------------------
-       20|1.608695e-01|-6.468606e-05
-       21|1.608686e-01|-5.738419e-06
-       22|1.608661e-01|-1.495923e-05
-       23|1.608657e-01|-2.784611e-06
-       24|1.608633e-01|-1.512408e-05
-       25|1.608624e-01|-5.397916e-06
-       26|1.608617e-01|-4.115218e-06
-       27|1.608561e-01|-3.503396e-05
-       28|1.608479e-01|-5.098773e-05
-       29|1.608452e-01|-1.659203e-05
-       30|1.608399e-01|-3.298319e-05
-       31|1.608330e-01|-4.302183e-05
-       32|1.608310e-01|-1.273465e-05
-       33|1.608280e-01|-1.827713e-05
-       34|1.608231e-01|-3.039842e-05
-       35|1.608212e-01|-1.229256e-05
-       36|1.608200e-01|-6.900556e-06
-       37|1.608159e-01|-2.554039e-05
-       38|1.608103e-01|-3.521137e-05
-       39|1.608058e-01|-2.795180e-05
+       20|1.608988e-01|-5.940805e-05
+       21|1.608853e-01|-8.380030e-05
+       22|1.608844e-01|-5.185045e-06
+       23|1.608824e-01|-1.279113e-05
+       24|1.608819e-01|-3.156821e-06
+       25|1.608783e-01|-2.205746e-05
+       26|1.608764e-01|-1.189894e-05
+       27|1.608755e-01|-5.474607e-06
+       28|1.608737e-01|-1.144227e-05
+       29|1.608676e-01|-3.775335e-05
+       30|1.608638e-01|-2.348020e-05
+       31|1.608627e-01|-6.863136e-06
+       32|1.608529e-01|-6.110230e-05
+       33|1.608487e-01|-2.641106e-05
+       34|1.608409e-01|-4.823638e-05
+       35|1.608373e-01|-2.256641e-05
+       36|1.608338e-01|-2.132444e-05
+       37|1.608310e-01|-1.786649e-05
+       38|1.608260e-01|-3.103848e-05
+       39|1.608206e-01|-3.321265e-05
     It.  |Loss        |Delta loss
     --------------------------------
-       40|1.608040e-01|-1.119118e-05
-       41|1.608027e-01|-8.193369e-06
-       42|1.607994e-01|-2.026719e-05
-       43|1.607985e-01|-5.819902e-06
-       44|1.607978e-01|-4.048170e-06
-       45|1.607978e-01|-3.007470e-07
-       46|1.607950e-01|-1.705375e-05
-       47|1.607927e-01|-1.430186e-05
-       48|1.607925e-01|-1.166526e-06
-       49|1.607911e-01|-9.069406e-06
-       50|1.607910e-01|-3.804209e-07
-       51|1.607910e-01|-5.942399e-08
-       52|1.607910e-01|-2.321380e-07
-       53|1.607907e-01|-1.877655e-06
-       54|1.607906e-01|-2.940224e-07
-       55|1.607877e-01|-1.814208e-05
-       56|1.607841e-01|-2.236496e-05
-       57|1.607810e-01|-1.951355e-05
-       58|1.607804e-01|-3.578228e-06
-       59|1.607789e-01|-9.442277e-06
+       40|1.608201e-01|-3.054747e-06
+       41|1.608195e-01|-4.198335e-06
+       42|1.608193e-01|-8.458736e-07
+       43|1.608159e-01|-2.153759e-05
+       44|1.608115e-01|-2.738314e-05
+       45|1.608108e-01|-3.960032e-06
+       46|1.608081e-01|-1.675447e-05
+       47|1.608072e-01|-5.976340e-06
+       48|1.608046e-01|-1.604130e-05
+       49|1.608020e-01|-1.617036e-05
+       50|1.608014e-01|-3.957795e-06
+       51|1.608011e-01|-1.292411e-06
+       52|1.607998e-01|-8.431795e-06
+       53|1.607964e-01|-2.127054e-05
+       54|1.607947e-01|-1.021878e-05
+       55|1.607947e-01|-3.560621e-07
+       56|1.607900e-01|-2.929781e-05
+       57|1.607890e-01|-5.740229e-06
+       58|1.607858e-01|-2.039550e-05
+       59|1.607836e-01|-1.319545e-05
     It.  |Loss        |Delta loss
     --------------------------------
-       60|1.607779e-01|-5.997371e-06
-       61|1.607754e-01|-1.564408e-05
-       62|1.607742e-01|-7.693285e-06
-       63|1.607727e-01|-9.030547e-06
-       64|1.607719e-01|-5.103894e-06
-       65|1.607693e-01|-1.605420e-05
-       66|1.607676e-01|-1.047837e-05
-       67|1.607675e-01|-6.026848e-07
-       68|1.607655e-01|-1.240216e-05
-       69|1.607632e-01|-1.434674e-05
-       70|1.607618e-01|-8.829808e-06
-       71|1.607606e-01|-7.581824e-06
-       72|1.607590e-01|-1.009457e-05
-       73|1.607586e-01|-2.222963e-06
-       74|1.607577e-01|-5.564775e-06
-       75|1.607574e-01|-1.932763e-06
-       76|1.607573e-01|-8.148685e-07
-       77|1.607554e-01|-1.187660e-05
-       78|1.607546e-01|-4.557651e-06
-       79|1.607537e-01|-5.911902e-06
+       60|1.607826e-01|-6.378947e-06
+       61|1.607808e-01|-1.145102e-05
+       62|1.607776e-01|-1.941743e-05
+       63|1.607743e-01|-2.087422e-05
+       64|1.607741e-01|-1.310249e-06
+       65|1.607738e-01|-1.682752e-06
+       66|1.607691e-01|-2.913936e-05
+       67|1.607671e-01|-1.288855e-05
+       68|1.607654e-01|-1.002448e-05
+       69|1.607641e-01|-8.209492e-06
+       70|1.607632e-01|-5.588467e-06
+       71|1.607619e-01|-8.050388e-06
+       72|1.607618e-01|-9.417493e-07
+       73|1.607598e-01|-1.210509e-05
+       74|1.607591e-01|-4.392914e-06
+       75|1.607579e-01|-7.759587e-06
+       76|1.607574e-01|-2.760280e-06
+       77|1.607556e-01|-1.146469e-05
+       78|1.607550e-01|-3.689456e-06
+       79|1.607550e-01|-4.065631e-08
     It.  |Loss        |Delta loss
     --------------------------------
-       80|1.607529e-01|-4.710187e-06
-       81|1.607528e-01|-8.866080e-07
-       82|1.607522e-01|-3.620627e-06
-       83|1.607514e-01|-5.091281e-06
-       84|1.607498e-01|-9.932095e-06
-       85|1.607487e-01|-6.852804e-06
-       86|1.607478e-01|-5.373596e-06
-       87|1.607473e-01|-3.287295e-06
-       88|1.607470e-01|-1.666655e-06
-       89|1.607469e-01|-5.293790e-07
-       90|1.607466e-01|-2.051914e-06
-       91|1.607456e-01|-6.422797e-06
-       92|1.607456e-01|-1.110433e-07
-       93|1.607451e-01|-2.803849e-06
-       94|1.607451e-01|-2.608066e-07
-       95|1.607441e-01|-6.290352e-06
-       96|1.607429e-01|-7.298455e-06
-       97|1.607429e-01|-8.969905e-09
-       98|1.607427e-01|-7.923968e-07
-       99|1.607427e-01|-3.519286e-07
+       80|1.607539e-01|-6.555681e-06
+       81|1.607528e-01|-7.177470e-06
+       82|1.607527e-01|-5.306068e-07
+       83|1.607514e-01|-7.816045e-06
+       84|1.607511e-01|-2.301970e-06
+       85|1.607504e-01|-4.281072e-06
+       86|1.607503e-01|-7.821886e-07
+       87|1.607480e-01|-1.403013e-05
+       88|1.607480e-01|-1.169298e-08
+       89|1.607473e-01|-4.235982e-06
+       90|1.607470e-01|-1.717105e-06
+       91|1.607470e-01|-6.148402e-09
+       92|1.607462e-01|-5.396481e-06
+       93|1.607461e-01|-5.194954e-07
+       94|1.607450e-01|-6.525707e-06
+       95|1.607442e-01|-5.332060e-06
+       96|1.607439e-01|-1.682093e-06
+       97|1.607437e-01|-1.594796e-06
+       98|1.607435e-01|-7.923812e-07
+       99|1.607420e-01|-9.738552e-06
     It.  |Loss        |Delta loss
     --------------------------------
-      100|1.607426e-01|-3.563804e-07
-      101|1.607410e-01|-1.004042e-05
-      102|1.607410e-01|-2.124801e-07
-      103|1.607398e-01|-7.556935e-06
-      104|1.607398e-01|-7.606853e-08
-      105|1.607385e-01|-8.058684e-06
-      106|1.607383e-01|-7.393061e-07
-      107|1.607381e-01|-1.504958e-06
-      108|1.607377e-01|-2.508807e-06
-      109|1.607371e-01|-4.004631e-06
-      110|1.607365e-01|-3.580156e-06
-      111|1.607364e-01|-2.563573e-07
-      112|1.607354e-01|-6.390137e-06
-      113|1.607348e-01|-4.119553e-06
-      114|1.607339e-01|-5.299475e-06
-      115|1.607335e-01|-2.316767e-06
-      116|1.607330e-01|-3.444737e-06
-      117|1.607324e-01|-3.467980e-06
-      118|1.607320e-01|-2.374632e-06
-      119|1.607319e-01|-7.978255e-07
+      100|1.607419e-01|-1.022448e-07
+      101|1.607419e-01|-4.865999e-07
+      102|1.607418e-01|-7.092012e-07
+      103|1.607408e-01|-5.861815e-06
+      104|1.607402e-01|-3.953266e-06
+      105|1.607395e-01|-3.969572e-06
+      106|1.607390e-01|-3.612075e-06
+      107|1.607377e-01|-7.683735e-06
+      108|1.607365e-01|-7.777599e-06
+      109|1.607364e-01|-2.335096e-07
+      110|1.607364e-01|-4.562036e-07
+      111|1.607360e-01|-2.089538e-06
+      112|1.607356e-01|-2.755355e-06
+      113|1.607349e-01|-4.501960e-06
+      114|1.607347e-01|-1.160544e-06
+      115|1.607346e-01|-6.289450e-07
+      116|1.607345e-01|-2.092146e-07
+      117|1.607336e-01|-5.990866e-06
+      118|1.607330e-01|-3.348498e-06
+      119|1.607328e-01|-1.256222e-06
     It.  |Loss        |Delta loss
     --------------------------------
-      120|1.607312e-01|-4.221434e-06
-      121|1.607310e-01|-1.324597e-06
-      122|1.607304e-01|-3.650359e-06
-      123|1.607298e-01|-3.732712e-06
-      124|1.607295e-01|-1.994082e-06
-      125|1.607289e-01|-3.954139e-06
-      126|1.607286e-01|-1.532372e-06
-      127|1.607286e-01|-1.167223e-07
-      128|1.607283e-01|-2.157376e-06
-      129|1.607279e-01|-2.253077e-06
-      130|1.607274e-01|-3.301532e-06
-      131|1.607269e-01|-2.650754e-06
-      132|1.607264e-01|-3.595551e-06
-      133|1.607262e-01|-1.159425e-06
-      134|1.607258e-01|-2.512411e-06
-      135|1.607255e-01|-1.998792e-06
-      136|1.607251e-01|-2.486536e-06
-      137|1.607246e-01|-2.782996e-06
-      138|1.607246e-01|-2.922470e-07
-      139|1.607242e-01|-2.071131e-06
+      120|1.607320e-01|-5.418353e-06
+      121|1.607318e-01|-8.296189e-07
+      122|1.607311e-01|-4.381608e-06
+      123|1.607310e-01|-8.913901e-07
+      124|1.607309e-01|-3.808821e-07
+      125|1.607302e-01|-4.608994e-06
+      126|1.607294e-01|-5.063777e-06
+      127|1.607290e-01|-2.532835e-06
+      128|1.607285e-01|-2.870049e-06
+      129|1.607284e-01|-4.892812e-07
+      130|1.607281e-01|-1.760452e-06
+      131|1.607279e-01|-1.727139e-06
+      132|1.607275e-01|-2.220706e-06
+      133|1.607271e-01|-2.516930e-06
+      134|1.607269e-01|-1.201434e-06
+      135|1.607269e-01|-2.183459e-09
+      136|1.607262e-01|-4.223011e-06
+      137|1.607258e-01|-2.530202e-06
+      138|1.607258e-01|-1.857260e-07
+      139|1.607256e-01|-1.401957e-06
     It.  |Loss        |Delta loss
     --------------------------------
-      140|1.607237e-01|-3.154193e-06
-      141|1.607235e-01|-1.194962e-06
-      142|1.607232e-01|-2.035251e-06
-      143|1.607232e-01|-6.027855e-08
-      144|1.607229e-01|-1.555696e-06
-      145|1.607228e-01|-1.081740e-06
-      146|1.607225e-01|-1.881070e-06
-      147|1.607224e-01|-4.100096e-07
-      148|1.607223e-01|-7.785200e-07
-      149|1.607222e-01|-2.094072e-07
-      150|1.607220e-01|-1.440814e-06
-      151|1.607217e-01|-1.997794e-06
-      152|1.607214e-01|-2.011022e-06
-      153|1.607212e-01|-8.808854e-07
-      154|1.607211e-01|-7.245877e-07
-      155|1.607207e-01|-2.217159e-06
-      156|1.607201e-01|-3.817891e-06
-      157|1.607200e-01|-7.409600e-07
-      158|1.607198e-01|-1.497698e-06
-      159|1.607195e-01|-1.729666e-06
+      140|1.607250e-01|-3.242751e-06
+      141|1.607247e-01|-2.308071e-06
+      142|1.607247e-01|-4.730700e-08
+      143|1.607246e-01|-4.240229e-07
+      144|1.607242e-01|-2.484810e-06
+      145|1.607238e-01|-2.539206e-06
+      146|1.607234e-01|-2.535574e-06
+      147|1.607231e-01|-1.954802e-06
+      148|1.607228e-01|-1.765447e-06
+      149|1.607228e-01|-1.620007e-08
+      150|1.607222e-01|-3.615783e-06
+      151|1.607222e-01|-8.668516e-08
+      152|1.607215e-01|-4.000673e-06
+      153|1.607213e-01|-1.774103e-06
+      154|1.607213e-01|-6.328834e-09
+      155|1.607209e-01|-2.418783e-06
+      156|1.607208e-01|-2.848492e-07
+      157|1.607207e-01|-8.836043e-07
+      158|1.607205e-01|-1.192836e-06
+      159|1.607202e-01|-1.638022e-06
     It.  |Loss        |Delta loss
     --------------------------------
-      160|1.607195e-01|-2.115187e-07
-      161|1.607192e-01|-1.643727e-06
-      162|1.607192e-01|-1.712969e-07
-      163|1.607189e-01|-1.805877e-06
-      164|1.607189e-01|-1.209827e-07
-      165|1.607185e-01|-2.060002e-06
-      166|1.607182e-01|-1.961341e-06
-      167|1.607181e-01|-1.020366e-06
-      168|1.607179e-01|-9.760982e-07
-      169|1.607178e-01|-7.219236e-07
-      170|1.607175e-01|-1.837718e-06
-      171|1.607174e-01|-3.337578e-07
-      172|1.607173e-01|-5.298564e-07
-      173|1.607173e-01|-6.864278e-08
-      174|1.607173e-01|-2.008419e-07
-      175|1.607171e-01|-1.375630e-06
-      176|1.607168e-01|-1.911257e-06
-      177|1.607167e-01|-2.709815e-07
-      178|1.607167e-01|-1.390953e-07
-      179|1.607165e-01|-1.199675e-06
-    It.  |Loss        |Delta loss
-    --------------------------------
-      180|1.607165e-01|-1.457259e-07
-      181|1.607163e-01|-1.049154e-06
-      182|1.607163e-01|-2.753577e-09
-      183|1.607163e-01|-6.972814e-09
-      184|1.607161e-01|-1.552100e-06
-      185|1.607159e-01|-1.068596e-06
-      186|1.607157e-01|-1.247724e-06
-      187|1.607155e-01|-1.158164e-06
-      188|1.607155e-01|-2.616199e-07
-      189|1.607154e-01|-3.595874e-07
-      190|1.607154e-01|-5.334527e-08
-      191|1.607153e-01|-3.452744e-07
-      192|1.607153e-01|-1.239593e-07
-      193|1.607152e-01|-8.184984e-07
-      194|1.607150e-01|-1.316308e-06
-      195|1.607150e-01|-7.100882e-09
-      196|1.607148e-01|-1.393958e-06
-      197|1.607146e-01|-1.242735e-06
-      198|1.607144e-01|-1.123993e-06
-      199|1.607143e-01|-3.512071e-07
-    It.  |Loss        |Delta loss
-    --------------------------------
-      200|1.607143e-01|-2.151971e-10
+      160|1.607202e-01|-3.670914e-08
+      161|1.607197e-01|-3.153709e-06
+      162|1.607197e-01|-2.419565e-09
+      163|1.607194e-01|-2.136882e-06
+      164|1.607194e-01|-1.173754e-09
+      165|1.607192e-01|-8.169238e-07
+      166|1.607191e-01|-9.218755e-07
+      167|1.607189e-01|-9.459255e-07
+      168|1.607187e-01|-1.294835e-06
+      169|1.607186e-01|-5.797668e-07
+      170|1.607186e-01|-4.706272e-08
+      171|1.607183e-01|-1.753383e-06
+      172|1.607183e-01|-1.681573e-07
+      173|1.607183e-01|-2.563971e-10
 
 
 Solve EMD with Frobenius norm + entropic regularization
@@ -667,7 +636,7 @@ Solve EMD with Frobenius norm + entropic regularization
         4|1.609284e-01|-1.111407e-12
 
 
-**Total running time of the script:** ( 0 minutes  1.809 seconds)
+**Total running time of the script:** ( 0 minutes  2.800 seconds)
 
 
 
@@ -686,4 +655,4 @@ Solve EMD with Frobenius norm + entropic regularization
 
 .. rst-class:: sphx-glr-signature
 
-    `Generated by Sphinx-Gallery <https://sphinx-gallery.readthedocs.io>`_
+    `Generated by Sphinx-Gallery <http://sphinx-gallery.readthedocs.io>`_