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-rw-r--r--notebooks/plot_otda_mapping.ipynb62
1 files changed, 31 insertions, 31 deletions
diff --git a/notebooks/plot_otda_mapping.ipynb b/notebooks/plot_otda_mapping.ipynb
index f25eb11..9a7ae04 100644
--- a/notebooks/plot_otda_mapping.ipynb
+++ b/notebooks/plot_otda_mapping.ipynb
@@ -69,11 +69,11 @@
"theta = 2 * np.pi / 20\n",
"noise_level = 0.1\n",
"\n",
- "Xs, ys = ot.datasets.get_data_classif(\n",
+ "Xs, ys = ot.datasets.make_data_classif(\n",
" 'gaussrot', n_source_samples, nz=noise_level)\n",
- "Xs_new, _ = ot.datasets.get_data_classif(\n",
+ "Xs_new, _ = ot.datasets.make_data_classif(\n",
" 'gaussrot', n_source_samples, nz=noise_level)\n",
- "Xt, yt = ot.datasets.get_data_classif(\n",
+ "Xt, yt = ot.datasets.make_data_classif(\n",
" 'gaussrot', n_target_samples, theta=theta, nz=noise_level)\n",
"\n",
"# one of the target mode changes its variance (no linear mapping)\n",
@@ -100,7 +100,7 @@
{
"data": {
"text/plain": [
- "<matplotlib.text.Text at 0x7fb0178b1208>"
+ "Text(0.5,1,'Source and target distributions')"
]
},
"execution_count": 4,
@@ -109,9 +109,9 @@
},
{
"data": {
- "image/png": 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TqlUr1q1bx/bt22nTpg0ul4vx48cTDpduIajI22+/TSQSYdWqVaxevbpU8jRo0CCefPLJ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\n",
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\n",
"text/plain": [
- "<matplotlib.figure.Figure at 0x7fb019d04d68>"
+ "<Figure size 720x360 with 1 Axes>"
]
},
"metadata": {},
@@ -149,26 +149,26 @@
"text": [
"It. |Loss |Delta loss\n",
"--------------------------------\n",
- " 0|4.210546e+03|0.000000e+00\n",
- " 1|4.194392e+03|-3.836611e-03\n",
- " 2|4.194053e+03|-8.094371e-05\n",
- " 3|4.193924e+03|-3.056965e-05\n",
- " 4|4.193849e+03|-1.797118e-05\n",
- " 5|4.193801e+03|-1.140070e-05\n",
- " 6|4.193776e+03|-5.930168e-06\n",
+ " 0|4.132385e+03|0.000000e+00\n",
+ " 1|4.124370e+03|-1.939427e-03\n",
+ " 2|4.124043e+03|-7.928706e-05\n",
+ " 3|4.123904e+03|-3.369312e-05\n",
+ " 4|4.123827e+03|-1.881208e-05\n",
+ " 5|4.123778e+03|-1.184435e-05\n",
+ " 6|4.123764e+03|-3.358329e-06\n",
"It. |Loss |Delta loss\n",
"--------------------------------\n",
- " 0|4.245881e+02|0.000000e+00\n",
- " 1|4.181680e+02|-1.512078e-02\n",
- " 2|4.178974e+02|-6.472597e-04\n",
- " 3|4.177550e+02|-3.406786e-04\n",
- " 4|4.176586e+02|-2.307406e-04\n",
- " 5|4.175879e+02|-1.692203e-04\n",
- " 6|4.175338e+02|-1.295518e-04\n",
- " 7|4.174909e+02|-1.028089e-04\n",
- " 8|4.174570e+02|-8.123852e-05\n",
- " 9|4.174309e+02|-6.257777e-05\n",
- " 10|4.174083e+02|-5.401101e-05\n"
+ " 0|4.143700e+02|0.000000e+00\n",
+ " 1|4.111590e+02|-7.748977e-03\n",
+ " 2|4.109509e+02|-5.062453e-04\n",
+ " 3|4.108581e+02|-2.257162e-04\n",
+ " 4|4.107918e+02|-1.614130e-04\n",
+ " 5|4.107473e+02|-1.083067e-04\n",
+ " 6|4.107110e+02|-8.833802e-05\n",
+ " 7|4.106839e+02|-6.600463e-05\n",
+ " 8|4.106615e+02|-5.455553e-05\n",
+ " 9|4.106428e+02|-4.548650e-05\n",
+ " 10|4.106278e+02|-3.649926e-05\n"
]
}
],
@@ -218,9 +218,9 @@
"outputs": [
{
"data": {
- "image/png": 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7eZHN9B+Lx6idWsXerQ1oGGadLSrrKvDTATMWTGX1P9cRK4pRXlWKBiF+KqS8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\n",
+ "image/png": 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\n",
"text/plain": [
- "<matplotlib.figure.Figure at 0x7fb0177ef7f0>"
+ "<Figure size 432x288 with 4 Axes>"
]
},
"metadata": {},
@@ -266,21 +266,21 @@
],
"metadata": {
"kernelspec": {
- "display_name": "Python 2",
+ "display_name": "Python 3",
"language": "python",
- "name": "python2"
+ "name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
- "version": 2
+ "version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
- "pygments_lexer": "ipython2",
- "version": "2.7.12"
+ "pygments_lexer": "ipython3",
+ "version": "3.6.5"
}
},
"nbformat": 4,