summaryrefslogtreecommitdiff
path: root/notebooks/plot_OT_2D_samples.ipynb
diff options
context:
space:
mode:
authorRémi Flamary <remi.flamary@gmail.com>2020-04-20 15:12:02 +0200
committerRémi Flamary <remi.flamary@gmail.com>2020-04-20 15:12:02 +0200
commit8acaf262baa04a4d2bdd9c774c45c5bb2fb2d12a (patch)
tree55d0cf310d62dae8d62f3c99c95ae00f93af8717 /notebooks/plot_OT_2D_samples.ipynb
parent13054c65dc0f4731a1d9a9e5294160035627f910 (diff)
add and update notebooks
Diffstat (limited to 'notebooks/plot_OT_2D_samples.ipynb')
-rw-r--r--notebooks/plot_OT_2D_samples.ipynb68
1 files changed, 37 insertions, 31 deletions
diff --git a/notebooks/plot_OT_2D_samples.ipynb b/notebooks/plot_OT_2D_samples.ipynb
index cd1b541..d5967bd 100644
--- a/notebooks/plot_OT_2D_samples.ipynb
+++ b/notebooks/plot_OT_2D_samples.ipynb
@@ -61,8 +61,6 @@
},
"outputs": [],
"source": [
- "#%% parameters and data generation\n",
- "\n",
"n = 50 # nb samples\n",
"\n",
"mu_s = np.array([0, 0])\n",
@@ -100,7 +98,7 @@
{
"data": {
"text/plain": [
- "Text(0.5,1,'Cost matrix M')"
+ "Text(0.5, 1.0, 'Cost matrix M')"
]
},
"execution_count": 4,
@@ -109,28 +107,30 @@
},
{
"data": {
- "image/png": "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\n",
+ "image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
- "metadata": {},
+ "metadata": {
+ "needs_background": "light"
+ },
"output_type": "display_data"
},
{
"data": {
- "image/png": "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\n",
+ "image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
- "metadata": {},
+ "metadata": {
+ "needs_background": "light"
+ },
"output_type": "display_data"
}
],
"source": [
- "#%% plot samples\n",
- "\n",
"pl.figure(1)\n",
"pl.plot(xs[:, 0], xs[:, 1], '+b', label='Source samples')\n",
"pl.plot(xt[:, 0], xt[:, 1], 'xr', label='Target samples')\n",
@@ -161,7 +161,7 @@
{
"data": {
"text/plain": [
- "Text(0.5,1,'OT matrix with samples')"
+ "Text(0.5, 1.0, 'OT matrix with samples')"
]
},
"execution_count": 5,
@@ -170,28 +170,30 @@
},
{
"data": {
- "image/png": "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\n",
+ "image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
- "metadata": {},
+ "metadata": {
+ "needs_background": "light"
+ },
"output_type": "display_data"
},
{
"data": {
- "image/png": "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\n",
+ "image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
- "metadata": {},
+ "metadata": {
+ "needs_background": "light"
+ },
"output_type": "display_data"
}
],
"source": [
- "#%% EMD\n",
- "\n",
"G0 = ot.emd(a, b, M)\n",
"\n",
"pl.figure(3)\n",
@@ -224,28 +226,30 @@
"outputs": [
{
"data": {
- "image/png": "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\n",
+ "image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
- "metadata": {},
+ "metadata": {
+ "needs_background": "light"
+ },
"output_type": "display_data"
},
{
"data": {
- "image/png": "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\n",
+ "image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
- "metadata": {},
+ "metadata": {
+ "needs_background": "light"
+ },
"output_type": "display_data"
}
],
"source": [
- "#%% sinkhorn\n",
- "\n",
"# reg term\n",
"lambd = 1e-3\n",
"\n",
@@ -292,36 +296,38 @@
"name": "stderr",
"output_type": "stream",
"text": [
- "/home/rflamary/PYTHON/POT/ot/bregman.py:374: RuntimeWarning: divide by zero encountered in true_divide\n",
+ "/home/rflamary/PYTHON/POT/ot/bregman.py:363: RuntimeWarning: divide by zero encountered in true_divide\n",
" v = np.divide(b, KtransposeU)\n",
- "/home/rflamary/PYTHON/POT/ot/plot.py:83: RuntimeWarning: invalid value encountered in double_scalars\n",
+ "/home/rflamary/PYTHON/POT/ot/plot.py:90: RuntimeWarning: invalid value encountered in double_scalars\n",
" if G[i, j] / mx > thr:\n"
]
},
{
"data": {
- "image/png": "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\n",
+ "image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
- "metadata": {},
+ "metadata": {
+ "needs_background": "light"
+ },
"output_type": "display_data"
},
{
"data": {
- "image/png": "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\n",
+ "image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
- "metadata": {},
+ "metadata": {
+ "needs_background": "light"
+ },
"output_type": "display_data"
}
],
"source": [
- "#%% sinkhorn\n",
- "\n",
"# reg term\n",
"lambd = 1e-3\n",
"\n",
@@ -358,7 +364,7 @@
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
- "version": "3.6.8"
+ "version": "3.6.9"
}
},
"nbformat": 4,