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@chck
Created September 25, 2017 05:38
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Multicore-TSNE\n",
"- https://github.com/DmitryUlyanov/Multicore-TSNE"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"%%bash\n",
"apt-get update\n",
"apt-get install -y g++ cmake --allow-unauthenticated"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Processing /content/datalab/notebooks/Multicore-TSNE\n",
"Requirement already satisfied: numpy in /usr/local/lib/python2.7/dist-packages (from MulticoreTSNE==0.1)\n",
"Requirement already satisfied: psutil in /usr/local/lib/python2.7/dist-packages (from MulticoreTSNE==0.1)\n",
"Requirement already satisfied: cffi in /usr/local/lib/python2.7/dist-packages (from MulticoreTSNE==0.1)\n",
"Requirement already satisfied: pycparser in /usr/local/lib/python2.7/dist-packages (from cffi->MulticoreTSNE==0.1)\n",
"Installing collected packages: MulticoreTSNE\n",
" Running setup.py install for MulticoreTSNE: started\n",
" Running setup.py install for MulticoreTSNE: finished with status 'done'\n",
"Successfully installed MulticoreTSNE-0.1\n"
]
}
],
"source": [
"%%bash\n",
"git clone https://github.com/DmitryUlyanov/Multicore-TSNE.git\n",
"cd Multicore-TSNE/\n",
"pip install --no-cache-dir ."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## t-SNE"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"(150, 2)\n"
]
},
{
"data": {
"text/plain": [
"<matplotlib.colorbar.Colorbar at 0x7f730061fe10>"
]
},
"execution_count": 16,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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klBTr07FjRxk9OsqQWMaMeZC1a9fSvn04W7b8aujlNmTm7il++umnldZ55JFHeOSRR6rc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\nxqJIRETUjEWRiIio2f8DzF6p4sFh+D4AAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f730077a410>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"from MulticoreTSNE import MulticoreTSNE as TSNE\n",
"from sklearn.datasets import load_iris\n",
"\n",
"iris = load_iris()\n",
"tsne = TSNE(n_jobs=4)\n",
"embeddings = tsne.fit_transform(iris.data)\n",
"print(embeddings.shape)\n",
"\n",
"from matplotlib import pyplot as plt\n",
"plt.scatter(embeddings[:, 0], embeddings[:, 1], c=iris.target) \n",
"plt.colorbar()"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.colorbar.Colorbar at 0x7f73010bd050>"
]
},
"execution_count": 15,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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Mli5dxfLl6xg//r2/fd6hQ0eg0WgAiyIqKiqisPDyLXU4uBlPPfU0dnYOvPnm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EdH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\nEB5qIhEKgiAIDzWRCAVBEISH2v8BvUFcp1jo464AAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f7301323e10>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"from sklearn.datasets import load_digits\n",
"\n",
"digits = load_digits()\n",
"tsne = TSNE(n_jobs=4)\n",
"embeddings = tsne.fit_transform(digits.data)\n",
"plt.scatter(embeddings[:, 0], embeddings[:, 1], c=digits.target) \n",
"plt.colorbar()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## PCA"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"(150, 2)\n"
]
},
{
"data": {
"text/plain": [
"<matplotlib.colorbar.Colorbar at 0x7f7300067490>"
]
},
"execution_count": 17,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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P9J08yxsGlZyczIwZM/j000/x9vaudJmSPI3YxYvnGDduNAAODg7ExOzFy8uD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\nAAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f730067bd10>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"from sklearn.decomposition import PCA\n",
"\n",
"embeddings = PCA(n_components=2).fit_transform(iris.data)\n",
"print(embeddings.shape)\n",
"\n",
"plt.scatter(embeddings[:, 0], embeddings[:, 1], c=iris.target) \n",
"plt.colorbar()"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"(1797, 2)\n"
]
},
{
"data": {
"text/plain": [
"<matplotlib.colorbar.Colorbar at 0x7f72e73b67d0>"
]
},
"execution_count": 18,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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I1Gr1HcuefP75J5w7d0Z3/NdffzFmzLg62/7vf8sBrYnPyMiIOXP+Q3Z2lm71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\nwjNNBEJBEAThmfb/Bh4KvWPGwJIAAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f7300089210>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"from sklearn.datasets import load_digits\n",
"\n",
"embeddings = PCA(n_components=2).fit_transform(digits.data)\n",
"print(embeddings.shape)\n",
"tsne = TSNE(n_jobs=4)\n",
"embeddings = tsne.fit_transform(digits.data)\n",
"plt.scatter(embeddings[:, 0], embeddings[:, 1], c=digits.target) \n",
"plt.colorbar()"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 2",
"language": "python",
"name": "python2"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 2
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython2",
"version": "2.7.12"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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