summaryrefslogtreecommitdiff
path: root/notebooks/plot_WDA.ipynb
diff options
context:
space:
mode:
authorRémi Flamary <remi.flamary@gmail.com>2018-05-30 09:58:51 +0200
committerRémi Flamary <remi.flamary@gmail.com>2018-05-30 09:58:51 +0200
commitb5e45bbc83fd8cd8c1634a78f2f983d1cf28af73 (patch)
tree965b01f0313ff5ac2c2013239adda48f767ba992 /notebooks/plot_WDA.ipynb
parent90e42f32bdf0dd06667edaf172c51f4d4fce2c8b (diff)
update examples and notebooks
Diffstat (limited to 'notebooks/plot_WDA.ipynb')
-rw-r--r--notebooks/plot_WDA.ipynb71
1 files changed, 44 insertions, 27 deletions
diff --git a/notebooks/plot_WDA.ipynb b/notebooks/plot_WDA.ipynb
index f40dbd0..df46812 100644
--- a/notebooks/plot_WDA.ipynb
+++ b/notebooks/plot_WDA.ipynb
@@ -34,7 +34,16 @@
"metadata": {
"collapsed": false
},
- "outputs": [],
+ "outputs": [
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "/home/rflamary/.local/lib/python3.6/site-packages/h5py/__init__.py:36: FutureWarning: Conversion of the second argument of issubdtype from `float` to `np.floating` is deprecated. In future, it will be treated as `np.float64 == np.dtype(float).type`.\n",
+ " from ._conv import register_converters as _register_converters\n"
+ ]
+ }
+ ],
"source": [
"# Author: Remi Flamary <remi.flamary@unice.fr>\n",
"#\n",
@@ -105,9 +114,9 @@
"outputs": [
{
"data": {
- "image/png": "iVBORw0KGgoAAAANSUhEUgAAAcUAAAD0CAYAAADqkD04AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
+ "image/png": "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\n",
"text/plain": [
- "<matplotlib.figure.Figure at 0x7f4a7b2a7e48>"
+ "<Figure size 460.8x252 with 2 Axes>"
]
},
"metadata": {},
@@ -176,28 +185,36 @@
"Compiling cost function...\n",
"Computing gradient of cost function...\n",
" iter\t\t cost val\t grad. norm\n",
- " 1\t+8.7135243329934142e-01\t4.22283975e-01\n",
- " 2\t+4.5259877952239763e-01\t2.80207825e-01\n",
- " 3\t+4.2301660192758839e-01\t2.57544116e-01\n",
- " 4\t+3.6438385605814744e-01\t2.01503900e-01\n",
- " 5\t+2.6854415219016237e-01\t1.86872752e-01\n",
- " 6\t+2.3605613971887493e-01\t8.54873065e-02\n",
- " 7\t+2.3238632608008850e-01\t4.70510545e-02\n",
- " 8\t+2.3084542185757945e-01\t8.60266814e-03\n",
- " 9\t+2.3083921287882422e-01\t8.05123557e-03\n",
- " 10\t+2.3081791779181188e-01\t5.75567680e-03\n",
- " 11\t+2.3081444006658824e-01\t5.32065675e-03\n",
- " 12\t+2.3080311057315009e-01\t3.34753227e-03\n",
- " 13\t+2.3079768318049571e-01\t1.75615642e-03\n",
- " 14\t+2.3079588611065080e-01\t6.04609566e-04\n",
- " 15\t+2.3079584350945395e-01\t5.50079922e-04\n",
- " 16\t+2.3079571065356075e-01\t3.07865387e-04\n",
- " 17\t+2.3079565041678046e-01\t3.29364280e-05\n",
- " 18\t+2.3079564985490117e-01\t1.32999543e-05\n",
- " 19\t+2.3079564975468964e-01\t3.81768629e-06\n",
- " 20\t+2.3079564974709890e-01\t1.50474730e-06\n",
- " 21\t+2.3079564974588401e-01\t5.41516789e-07\n",
- "Terminated - min grad norm reached after 21 iterations, 7.93 seconds.\n",
+ " 1\t+8.1744675052927340e-01\t5.18943290e-01\n",
+ " 2\t+4.6574082332790778e-01\t1.98300827e-01\n",
+ " 3\t+4.4912307637701449e-01\t1.38157890e-01\n",
+ " 4\t+4.4030490938831912e-01\t7.00834944e-02\n",
+ " 5\t+4.3780885707533013e-01\t4.35903168e-02\n",
+ " 6\t+4.3753767094086027e-01\t5.81158060e-02\n",
+ " 7\t+4.3658534767678403e-01\t4.44189462e-02\n",
+ " 8\t+4.3516262357849916e-01\t4.15971448e-02\n",
+ " 9\t+4.3332622549435446e-01\t7.82365182e-02\n",
+ " 10\t+4.2847338855201011e-01\t5.28789263e-02\n",
+ " 11\t+4.1510883118208680e-01\t6.83664317e-02\n",
+ " 12\t+4.1332168544999542e-01\t1.01013343e-01\n",
+ " 13\t+4.0818672134323475e-01\t5.07935089e-02\n",
+ " 14\t+4.0502824759368472e-01\t9.56110665e-02\n",
+ " 15\t+3.9786250825732905e-01\t6.68177888e-02\n",
+ " 16\t+3.5518514892526853e-01\t2.01958719e-01\n",
+ " 17\t+2.5048183658126072e-01\t1.82260477e-01\n",
+ " 18\t+2.4055179583813954e-01\t1.48301002e-01\n",
+ " 19\t+2.2127351995549377e-01\t1.77690944e-02\n",
+ " 20\t+2.2106865089529223e-01\t6.44501056e-03\n",
+ " 21\t+2.2105965534255226e-01\t5.35361879e-03\n",
+ " 22\t+2.2104056962319110e-01\t3.63028924e-04\n",
+ " 23\t+2.2104051220659457e-01\t2.27022248e-04\n",
+ " 24\t+2.2104049071158929e-01\t1.43369832e-04\n",
+ " 25\t+2.2104048094656506e-01\t7.87652127e-05\n",
+ " 26\t+2.2104047690862835e-01\t1.39217014e-05\n",
+ " 27\t+2.2104047689800282e-01\t1.33400288e-05\n",
+ " 28\t+2.2104047685931880e-01\t1.09433285e-05\n",
+ " 29\t+2.2104047677977950e-01\t3.27906935e-07\n",
+ "Terminated - min grad norm reached after 29 iterations, 8.50 seconds.\n",
"\n"
]
}
@@ -230,9 +247,9 @@
"outputs": [
{
"data": {
- "image/png": "iVBORw0KGgoAAAANSUhEUgAAAaMAAAEYCAYAAADxmJlCAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
+ "image/png": "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\n",
"text/plain": [
- "<matplotlib.figure.Figure at 0x7f4a791aa4e0>"
+ "<Figure size 432x288 with 4 Axes>"
]
},
"metadata": {},