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@lhk
Created November 22, 2016 12:08
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numpy array features
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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"# import a few libraries\n",
"\n",
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"%matplotlib inline"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Extracting MNIST_data/train-images-idx3-ubyte.gz\n",
"Extracting MNIST_data/train-labels-idx1-ubyte.gz\n",
"Extracting MNIST_data/t10k-images-idx3-ubyte.gz\n",
"Extracting MNIST_data/t10k-labels-idx1-ubyte.gz\n"
]
}
],
"source": [
"# load some example data\n",
"\n",
"from tensorflow.examples.tutorials.mnist import input_data\n",
"mnist = input_data.read_data_sets(\"MNIST_data/\", one_hot=False)"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"(784,)"
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# this is a 28x28 greyscale image, but it is stored as a 28*28 = 784 dimensional vector\n",
"\n",
"image=mnist.train.images[0]\n",
"image.shape"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
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PDb1qD+L71M7LU5bzcyNQrVCsUJ2h2ksr+7kzFGsgtyPLtbQz2Eo/4jzn3vdx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XizuVToC0FvM3pIaBPR4lHBoaYJdiPoA6QdPD3AswNcjbCrrSnG2poiLIoFN95pmvg2HijqZLzr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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f0d0a1cf210>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# reshape to 28x28 for plotting\n",
"image=image.reshape([28,28])\n",
"\n",
"# this will plot the image as a heatmap\n",
"plt.figure()\n",
"plt.imshow(image)\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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4xHA4nPum7b0uLy8xHo9l/WaQ+IpW4ZjRXN+PppeWTdqqxTdVJIfXOTssyhiz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\nSUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f0d0a1fc490>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# but a heatmap is wrong, this is greyscale, stack the image three times to create 28x28x3\n",
"rgb_image = np.stack([image, image, image], axis=-1)\n",
"\n",
"# this will use the third dimension as colors\n",
"plt.figure()\n",
"plt.imshow(rgb_image)\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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AjwF4OYBvA/Dr7vH3Afhues3HALzumvsnVpWWgbEoXrYUjhWFZUViuKiLfnu7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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f0d0a02e750>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# now scale one of the color channels\n",
"\n",
"color_scale=np.array([1/3,1,1])\n",
"\n",
"rgb_image*=color_scale\n",
"\n",
"plt.figure()\n",
"plt.imshow(rgb_image)\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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opxR3RmXr2JJUa1Pnl2X5np11c3vE/MnJJMxvPJ793bOOt62tyf6zQNvfu9HM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\njDHGGGOMMcPm/wPLeWmHw0HnUwAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f0d0a138fd0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# do some stuff with the array\n",
"# flip along one axis\n",
"rgb_image = rgb_image[:, ::-1, :]\n",
"\n",
"plt.figure()\n",
"plt.imshow(rgb_image)\n",
"plt.show()"
]
},
{
"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": "2.7.6"
}
},
"nbformat": 4,
"nbformat_minor": 1
}
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