{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# First Sip of Caffe\n", "\n", "This is a quick check to make sure we can brew." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "---\n", "Before we begin, let's verify [WebSockets](http://en.wikipedia.org/wiki/WebSocket) are working on your system. To do this, execute the cell block below by giving it focus (clicking on it with your mouse), and hitting Ctrl-Enter, or pressing the play button in the toolbar above. If all goes well, you should see some output returned below the grey cell. If not, please consult the [Self-paced Lab Troubleshooting FAQ](https://developer.nvidia.com/self-paced-labs-faq#Troubleshooting) to debug the issue. *This section courtesy the NVIDIA Caffe introduction.*" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "The answer should be three: 3\n" ] } ], "source": [ "print \"The answer should be three: \" + str(1+2)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's execute the cell below to display information about the GPUs running on the server." ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Mon Feb 15 18:09:22 2016 \r\n", "+------------------------------------------------------+ \r\n", "| NVIDIA-SMI 346.46 Driver Version: 346.46 | \r\n", "|-------------------------------+----------------------+----------------------+\r\n", "| GPU Name Persistence-M| Bus-Id Disp.A | Volatile Uncorr. ECC |\r\n", "| Fan Temp Perf Pwr:Usage/Cap| Memory-Usage | GPU-Util Compute M. |\r\n", "|===============================+======================+======================|\r\n", "| 0 Graphics Device On | 0000:01:00.0 Off | N/A |\r\n", "| 27% 66C P2 74W / 250W | 2760MiB / 12287MiB | 0% Default |\r\n", "+-------------------------------+----------------------+----------------------+\r\n", "| 1 Graphics Device On | 0000:02:00.0 Off | N/A |\r\n", "| 22% 42C P8 14W / 250W | 24MiB / 12287MiB | 0% Default |\r\n", "+-------------------------------+----------------------+----------------------+\r\n", "| 2 Graphics Device On | 0000:03:00.0 Off | N/A |\r\n", "| 22% 36C P8 13W / 250W | 24MiB / 12287MiB | 0% Default |\r\n", "+-------------------------------+----------------------+----------------------+\r\n", " \r\n", "+-----------------------------------------------------------------------------+\r\n", "| Processes: GPU Memory |\r\n", "| GPU PID Type Process name Usage |\r\n", "|=============================================================================|\r\n", "| 0 5008 C /home/shelhamer/anaconda/bin/python 1528MiB |\r\n", "| 0 5260 C /home/shelhamer/anaconda/bin/python 135MiB |\r\n", "| 0 5332 C /home/shelhamer/anaconda/bin/python 629MiB |\r\n", "| 0 5766 C /home/shelhamer/anaconda/bin/python 432MiB |\r\n", "+-----------------------------------------------------------------------------+\r\n" ] } ], "source": [ "!nvidia-smi" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now load the `caffe` Python module and switch to GPU mode for computation." ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "collapsed": false }, "outputs": [], "source": [ "caffe_root = '../' # this file should be run from {caffe_root}/examples (otherwise change this line)\n", "\n", "# make sure that caffe is in our import path\n", "import sys\n", "sys.path.insert(0, caffe_root + 'python')\n", "\n", "# load caffe and switch to the GPU\n", "import caffe\n", "caffe.set_mode_gpu()\n", "caffe.set_device(0)\n", "\n", "# import standard array and plotting toolkit\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "%matplotlib inline" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The next step is to collect the materials we'll need for our first sip:\n", "\n", "1. a pre-trained network for off-the-shelf use\n", "2. the category names to understand the output" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "CaffeNet found.\n" ] } ], "source": [ "# make sure we have the CaffeNet model weights\n", "import os\n", "if os.path.isfile(caffe_root + 'models/bvlc_reference_caffenet/bvlc_reference_caffenet.caffemodel'):\n", " print 'CaffeNet found.'\n", "else:\n", " print 'Downloading pre-trained CaffeNet model...'\n", " !../scripts/download_model_binary.py ../models/bvlc_reference_caffenet\n", "\n", "# load ImageNet labels (for understanding the output)\n", "labels_file = caffe_root + 'data/ilsvrc12/synset_words.txt'\n", "if not os.path.exists(labels_file):\n", " !../data/ilsvrc12/get_ilsvrc_aux.sh\n", "labels = np.loadtxt(labels_file, str, delimiter='\\t')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "With `caffe` ready, let's load our pre-trained CaffeNet (a variant of the ILSVRC2012-winning AlexNet by Krizhevsky et al.)." ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Loaded net.\n" ] } ], "source": [ "# load and run the net\n", "model_def = caffe_root + 'models/bvlc_reference_caffenet/deploy.prototxt'\n", "model_weights = caffe_root + 'models/bvlc_reference_caffenet/bvlc_reference_caffenet.caffemodel'\n", "\n", "net = caffe.Net(model_def, # defines the structure of the model\n", " model_weights, # contains the trained weights\n", " caffe.TEST) # for deployment (in contrast to caffe.TRAIN)\n", "\n", "print 'Loaded net.'" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Before checking the net let's define an input pre-processor, `transformer`, to help feed an image into the net." ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Configured input.\n" ] } ], "source": [ "# configure input pre-processing\n", "mu = np.load(caffe_root + 'python/caffe/imagenet/ilsvrc_2012_mean.npy')\n", "mu = mu.mean(1).mean(1) # average over pixels to obtain the mean (BGR) pixel values\n", "transformer = caffe.io.Transformer({'data': net.blobs['data'].data.shape})\n", "transformer.set_transpose('data', (2,0,1)) # move image channels to outermost dimension\n", "transformer.set_mean('data', mu) # subtract the dataset-mean value in each channel\n", "transformer.set_raw_scale('data', 255) # rescale from [0, 1] to [0, 255]\n", "transformer.set_channel_swap('data', (2,1,0)) # swap channels from RGB to BGR\n", "print 'Configured input.'" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Time for an image:" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAMsAAAEACAYAAAAdo4LwAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nSUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# download an image\n", "image = caffe.io.load_image(caffe_root + 'examples/images/coffee.jpg')\n", "transformed_image = transformer.preprocess('data', image)\n", "plt.imshow(image)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "What a fine cup of coffee. Let's classify!" ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "What does the net say?\n", "n07920052 espresso\n" ] } ], "source": [ "net.blobs['data'].data[...] = transformed_image\n", "net.forward()\n", "output_prob = net.blobs['prob'].data[0]\n", "\n", "print 'What does the net say?\\n', labels[output_prob.argmax()]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Happy brewing!" ] } ], "metadata": { "description": "Use the pre-trained ImageNet model to classify images with the Python interface.", "example_name": "ImageNet classification", "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": "2.7.10" }, "priority": 1 }, "nbformat": 4, "nbformat_minor": 0 }