/caffe/examples/siamese/mnist_siamese.ipynb
https://github.com/SeokjuLee/VPGNet · Jupyter · 1909 lines · 1909 code · 0 blank · 0 comment · 0 complexity · caad87355a8ecac77b85b0a905360f61 MD5 · raw file
- {
- "cells": [
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "### Setup\n",
- "\n",
- "Import Caffe and the usual modules."
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 1,
- "metadata": {
- "collapsed": false
- },
- "outputs": [],
- "source": [
- "import numpy as np\n",
- "import matplotlib.pyplot as plt\n",
- "%matplotlib inline\n",
- "\n",
- "# Make sure that caffe is on the python path:\n",
- "caffe_root = '../../' # this file is expected to be in {caffe_root}/examples/siamese\n",
- "import sys\n",
- "sys.path.insert(0, caffe_root + 'python')\n",
- "\n",
- "import caffe"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "### Load the trained net\n",
- "\n",
- "Load the model definition and weights and set to CPU mode TEST phase computation with input scaling."
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 2,
- "metadata": {
- "collapsed": false
- },
- "outputs": [],
- "source": [
- "MODEL_FILE = 'mnist_siamese.prototxt'\n",
- "# decrease if you want to preview during training\n",
- "PRETRAINED_FILE = 'mnist_siamese_iter_50000.caffemodel' \n",
- "caffe.set_mode_cpu()\n",
- "net = caffe.Net(MODEL_FILE, PRETRAINED_FILE, caffe.TEST)"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "### Load some MNIST test data"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 3,
- "metadata": {
- "collapsed": false
- },
- "outputs": [],
- "source": [
- "TEST_DATA_FILE = '../../data/mnist/t10k-images-idx3-ubyte'\n",
- "TEST_LABEL_FILE = '../../data/mnist/t10k-labels-idx1-ubyte'\n",
- "n = 10000\n",
- "\n",
- "with open(TEST_DATA_FILE, 'rb') as f:\n",
- " f.read(16) # skip the header\n",
- " raw_data = np.fromstring(f.read(n * 28*28), dtype=np.uint8)\n",
- "\n",
- "with open(TEST_LABEL_FILE, 'rb') as f:\n",
- " f.read(8) # skip the header\n",
- " labels = np.fromstring(f.read(n), dtype=np.uint8)"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "### Generate the Siamese features"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 4,
- "metadata": {
- "collapsed": false
- },
- "outputs": [],
- "source": [
- "# reshape and preprocess\n",
- "caffe_in = raw_data.reshape(n, 1, 28, 28) * 0.00390625 # manually scale data instead of using `caffe.io.Transformer`\n",
- "out = net.forward_all(data=caffe_in)"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "### Visualize the learned Siamese embedding"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 5,
- "metadata": {
- "collapsed": false
- },
- "outputs": [
- {
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- ],
- "text/plain": [
- "<matplotlib.figure.Figure at 0x7fadf4552a90>"
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
- "source": [
- "feat = out['feat']\n",
- "f = plt.figure(figsize=(16,9))\n",
- "c = ['#ff0000', '#ffff00', '#00ff00', '#00ffff', '#0000ff', \n",
- " '#ff00ff', '#990000', '#999900', '#009900', '#009999']\n",
- "for i in range(10):\n",
- " plt.plot(feat[labels==i,0].flatten(), feat[labels==i,1].flatten(), '.', c=c[i])\n",
- "plt.legend(['0', '1', '2', '3', '4', '5', '6', '7', '8', '9'])\n",
- "plt.grid()\n",
- "plt.show()"
- ]
- }
- ],
- "metadata": {
- "description": "Extracting features and plotting the Siamese network embedding.",
- "example_name": "Siamese network embedding",
- "include_in_docs": true,
- "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": "2.7.9"
- },
- "priority": 7
- },
- "nbformat": 4,
- "nbformat_minor": 0
- }