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path: root/notebooks/plot_gromov.ipynb
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Diffstat (limited to 'notebooks/plot_gromov.ipynb')
-rw-r--r--notebooks/plot_gromov.ipynb52
1 files changed, 25 insertions, 27 deletions
diff --git a/notebooks/plot_gromov.ipynb b/notebooks/plot_gromov.ipynb
index f565bfb..11cfeec 100644
--- a/notebooks/plot_gromov.ipynb
+++ b/notebooks/plot_gromov.ipynb
@@ -97,12 +97,14 @@
"outputs": [
{
"data": {
- "image/png": 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\n",
+ "image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
- "metadata": {},
+ "metadata": {
+ "needs_background": "light"
+ },
"output_type": "display_data"
}
],
@@ -133,12 +135,14 @@
"outputs": [
{
"data": {
- "image/png": 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\n",
+ "image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
- "metadata": {},
+ "metadata": {
+ "needs_background": "light"
+ },
"output_type": "display_data"
}
],
@@ -177,38 +181,32 @@
"name": "stdout",
"output_type": "stream",
"text": [
- "It. |Loss |Delta loss\n",
- "--------------------------------\n",
- " 0|3.135088e-02|0.000000e+00\n",
- " 1|1.414971e-02|-1.215656e+00\n",
- " 2|9.934682e-03|-4.242736e-01\n",
- " 3|7.486162e-03|-3.270729e-01\n",
- " 4|7.415422e-03|-9.539599e-03\n",
- " 5|6.433930e-03|-1.525492e-01\n",
- " 6|6.020392e-03|-6.868966e-02\n",
- " 7|6.012738e-03|-1.272962e-03\n",
- " 8|6.012661e-03|-1.278831e-05\n",
- " 9|6.012660e-03|-1.278889e-07\n",
- " 10|6.012660e-03|-1.278889e-09\n",
- " 11|6.012660e-03|-1.278958e-11\n",
+ "It. |Loss |Relative loss|Absolute loss\n",
+ "------------------------------------------------\n",
+ " 0|7.602249e-02|0.000000e+00|0.000000e+00\n",
+ " 1|4.138485e-02|8.369641e-01|3.463764e-02\n",
+ " 2|2.382207e-02|7.372484e-01|1.756278e-02\n",
+ " 3|2.149536e-02|1.082425e-01|2.326712e-03\n",
+ " 4|2.149536e-02|0.000000e+00|0.000000e+00\n",
"It. |Err \n",
"-------------------\n",
- " 0|7.283759e-02|\n",
- " 10|4.751585e-03|\n",
- " 20|4.981526e-09|\n",
- " 30|3.401818e-14|\n",
- "Gromov-Wasserstein distances: 0.0060126599835825445\n",
- "Entropic Gromov-Wasserstein distances: 0.00591822665714488\n"
+ " 0|8.206392e-02|\n",
+ " 10|2.775943e-07|\n",
+ " 20|5.372013e-14|\n",
+ "Gromov-Wasserstein distances: 0.02149535867154042\n",
+ "Entropic Gromov-Wasserstein distances: 0.019910889144636214\n"
]
},
{
"data": {
- "image/png": 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\n",
+ "image/png": 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\n",
"text/plain": [
"<Figure size 720x360 with 2 Axes>"
]
},
- "metadata": {},
+ "metadata": {
+ "needs_background": "light"
+ },
"output_type": "display_data"
}
],
@@ -257,7 +255,7 @@
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
- "version": "3.6.5"
+ "version": "3.6.9"
}
},
"nbformat": 4,