diff --git a/data/mnist/get_mnist.sh b/data/mnist/get_mnist.sh index 8eb6aeedf9f..6d875219489 100755 --- a/data/mnist/get_mnist.sh +++ b/data/mnist/get_mnist.sh @@ -6,19 +6,10 @@ cd $DIR echo "Downloading..." -wget --no-check-certificate http://yann.lecun.com/exdb/mnist/train-images-idx3-ubyte.gz -wget --no-check-certificate http://yann.lecun.com/exdb/mnist/train-labels-idx1-ubyte.gz -wget --no-check-certificate http://yann.lecun.com/exdb/mnist/t10k-images-idx3-ubyte.gz -wget --no-check-certificate http://yann.lecun.com/exdb/mnist/t10k-labels-idx1-ubyte.gz - -echo "Unzipping..." - -gunzip train-images-idx3-ubyte.gz -gunzip train-labels-idx1-ubyte.gz -gunzip t10k-images-idx3-ubyte.gz -gunzip t10k-labels-idx1-ubyte.gz - -# Creation is split out because leveldb sometimes causes segfault -# and needs to be re-created. - -echo "Done." +for fname in train-images-idx3-ubyte train-labels-idx1-ubyte t10k-images-idx3-ubyte t10k-labels-idx1-ubyte +do + if [ ! -e $fname ]; then + wget --no-check-certificate http://yann.lecun.com/exdb/mnist/${fname}.gz + gunzip ${fname}.gz + fi +done diff --git a/examples/00-caffe-intro.ipynb b/examples/00-caffe-intro.ipynb new file mode 100644 index 00000000000..e447c6007c5 --- /dev/null +++ b/examples/00-caffe-intro.ipynb @@ -0,0 +1,242 @@ +{ + "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": null, + "metadata": { + "collapsed": false + }, + "outputs": [], + "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": null, + "metadata": { + "collapsed": false + }, + "outputs": [], + "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": null, + "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": null, + "metadata": { + "collapsed": false + }, + "outputs": [], + "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": null, + "metadata": { + "collapsed": false + }, + "outputs": [], + "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": null, + "metadata": { + "collapsed": false + }, + "outputs": [], + "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": null, + "metadata": { + "collapsed": false + }, + "outputs": [], + "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": null, + "metadata": { + "collapsed": false + }, + "outputs": [], + "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 +} diff --git a/examples/00-classification.ipynb b/examples/00-classification.ipynb deleted file mode 100644 index 89b7dd34f0e..00000000000 --- a/examples/00-classification.ipynb +++ /dev/null @@ -1,13187 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Instant Recognition with Caffe\n", - "\n", - "In this example we'll classify an image with the bundled CaffeNet model based on the network architecture of Krizhevsky et al. for ImageNet. We'll compare CPU and GPU operation then reach into the model to inspect features and the output.\n", - "\n", - "(These feature visualizations follow the DeCAF visualizations originally by Yangqing Jia.)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "First, import required modules, set plotting parameters, and run `./scripts/download_model_binary.py models/bvlc_reference_caffenet` to get the pretrained CaffeNet model if it hasn't already been fetched." - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "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\n", - "import sys\n", - "sys.path.insert(0, caffe_root + 'python')\n", - "\n", - "import caffe\n", - "\n", - "plt.rcParams['figure.figsize'] = (10, 10)\n", - "plt.rcParams['image.interpolation'] = 'nearest'\n", - "plt.rcParams['image.cmap'] = 'gray'\n", - "\n", - "import os\n", - "if not os.path.isfile(caffe_root + 'models/bvlc_reference_caffenet/bvlc_reference_caffenet.caffemodel'):\n", - " print(\"Downloading pre-trained CaffeNet model...\")\n", - " !../scripts/download_model_binary.py ../models/bvlc_reference_caffenet" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Set Caffe to CPU mode, load the net in the test phase for inference, and configure input preprocessing." - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [ - "caffe.set_mode_cpu()\n", - "net = caffe.Net(caffe_root + 'models/bvlc_reference_caffenet/deploy.prototxt',\n", - " caffe_root + 'models/bvlc_reference_caffenet/bvlc_reference_caffenet.caffemodel',\n", - " caffe.TEST)\n", - "\n", - "# input preprocessing: 'data' is the name of the input blob == net.inputs[0]\n", - "transformer = caffe.io.Transformer({'data': net.blobs['data'].data.shape})\n", - "transformer.set_transpose('data', (2,0,1))\n", - "transformer.set_mean('data', np.load(caffe_root + 'python/caffe/imagenet/ilsvrc_2012_mean.npy').mean(1).mean(1)) # mean pixel\n", - "transformer.set_raw_scale('data', 255) # the reference model operates on images in [0,255] range instead of [0,1]\n", - "transformer.set_channel_swap('data', (2,1,0)) # the reference model has channels in BGR order instead of RGB" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Let's start with a simple classification. We'll set a batch of 50 to demonstrate batch processing, even though we'll only be classifying one image. (Note that the batch size can also be changed on-the-fly.)" - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [ - "# set net to batch size of 50\n", - "net.blobs['data'].reshape(50,3,227,227)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Feed in the image (with some preprocessing) and classify with a forward pass." - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Predicted class is #281.\n" - ] - } - ], - "source": [ - "net.blobs['data'].data[...] = transformer.preprocess('data', caffe.io.load_image(caffe_root + 'examples/images/cat.jpg'))\n", - "out = net.forward()\n", - "print(\"Predicted class is #{}.\".format(out['prob'][0].argmax()))" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "What did the input look like?" - 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"try:\n", - " labels = np.loadtxt(imagenet_labels_filename, str, delimiter='\\t')\n", - "except:\n", - " !../data/ilsvrc12/get_ilsvrc_aux.sh\n", - " labels = np.loadtxt(imagenet_labels_filename, str, delimiter='\\t')\n", - "\n", - "# sort top k predictions from softmax output\n", - "top_k = net.blobs['prob'].data[0].flatten().argsort()[-1:-6:-1]\n", - "print labels[top_k]" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Indeed! But how long did it take?" - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "1 loops, best of 3: 7.14 s per loop\n" - ] - } - ], - "source": [ - "# CPU mode\n", - "net.forward() # call once for allocation\n", - "%timeit net.forward()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "That's a while, even for a batch size of 50 images. Let's switch to GPU mode." - ] - }, - { - "cell_type": "code", - "execution_count": 11, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "10 loops, best of 3: 90.9 ms per loop\n" - ] - } - ], - "source": [ - "# GPU mode\n", - "caffe.set_device(0)\n", - "caffe.set_mode_gpu()\n", - "net.forward() # call once for allocation\n", - "%timeit net.forward()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Much better. Now let's look at the net in more detail.\n", - "\n", - "First, the layer features and their shapes (1 is the batch size, corresponding to the single input image in this example)." - ] - }, - { - "cell_type": "code", - "execution_count": 25, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "data": { - "text/plain": [ - "[('data', (50, 3, 227, 227)),\n", - " ('conv1', (50, 96, 55, 55)),\n", - " ('pool1', (50, 96, 27, 27)),\n", - " ('norm1', (50, 96, 27, 27)),\n", - " ('conv2', (50, 256, 27, 27)),\n", - " ('pool2', (50, 256, 13, 13)),\n", - " ('norm2', (50, 256, 13, 13)),\n", - " ('conv3', (50, 384, 13, 13)),\n", - " ('conv4', (50, 384, 13, 13)),\n", - " ('conv5', (50, 256, 13, 13)),\n", - " ('pool5', (50, 256, 6, 6)),\n", - " ('fc6', (50, 4096)),\n", - " ('fc7', (50, 4096)),\n", - " ('fc8', (50, 1000)),\n", - " ('prob', (50, 1000))]" - ] - }, - "execution_count": 25, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "[(k, v.data.shape) for k, v in net.blobs.items()]" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "The parameters and their shapes. The parameters are `net.params['name'][0]` while biases are `net.params['name'][1]`." - ] - }, - { - "cell_type": "code", - "execution_count": 26, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "data": { - "text/plain": [ - "[('conv1', (96, 3, 11, 11)),\n", - " ('conv2', (256, 48, 5, 5)),\n", - " ('conv3', (384, 256, 3, 3)),\n", - " ('conv4', (384, 192, 3, 3)),\n", - " ('conv5', (256, 192, 3, 3)),\n", - " ('fc6', (4096, 9216)),\n", - " ('fc7', (4096, 4096)),\n", - " ('fc8', (1000, 4096))]" - ] - }, - "execution_count": 26, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "[(k, v[0].data.shape) for k, v in net.params.items()]" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Helper functions for visualization" - ] - }, - { - "cell_type": "code", - "execution_count": 27, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [ - "# take an array of shape (n, height, width) or (n, height, width, channels)\n", - "# and visualize each (height, width) thing in a grid of size approx. sqrt(n) by sqrt(n)\n", - "def vis_square(data, padsize=1, padval=0):\n", - " data -= data.min()\n", - " data /= data.max()\n", - " \n", - " # force the number of filters to be square\n", - " n = int(np.ceil(np.sqrt(data.shape[0])))\n", - " padding = ((0, n ** 2 - data.shape[0]), (0, padsize), (0, padsize)) + ((0, 0),) * (data.ndim - 3)\n", - " data = np.pad(data, padding, mode='constant', constant_values=(padval, padval))\n", - " \n", - " # tile the filters into an image\n", - " data = data.reshape((n, n) + data.shape[1:]).transpose((0, 2, 1, 3) + tuple(range(4, data.ndim + 1)))\n", - " data = data.reshape((n * data.shape[1], n * data.shape[3]) + data.shape[4:])\n", - " \n", - " plt.imshow(data)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "The input image" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "The first layer filters, `conv1`" - ] - }, - { - "cell_type": "code", - 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], - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# the parameters are a list of [weights, biases]\n", - "filters = net.params['conv1'][0].data\n", - "vis_square(filters.transpose(0, 2, 3, 1))" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "The first layer output, `conv1` (rectified responses of the filters above, first 36 only)" - ] - }, - { - "cell_type": "code", - "execution_count": 29, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "data": { - "image/png": [ - "iVBORw0KGgoAAAANSUhEUgAAAlIAAAJOCAYAAAB8y+mTAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", - "AAALEgAACxIB0t1+/AAAIABJREFUeJzsvVusXed5HTrmuu/L2jdubpISSVEUTd0S3a0okpKYseoo\n", - "TRs7TWvFaRPXSYAA7UFeCuPkoUBjFMhL0gYI0IeDUyNoXMM5QgPLRhJfEje2oxhSoosp2TIlUVdS\n", - "JCVyk/u+122vdR6Wx7fH/Oe35lp7ywrd4B8vm1xrrjn/+/z/8X3f+JJer4eIiIiIiIiIiIido3C1\n", - "CxARERERERER8X8q4kYqIiIiIiIiImKXiBupiIiIiIiIiIhdIm6kIiIiIiIiIiJ2ibiRioiIiIiI\n", - "iIjYJeJGKiIiIiIiIiJil3hPNlJJkjycJMmpJEleTpLk/34vnhERERERERERcbWR/KB1pJIkKQJ4\n", - 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We show only the first 48 filters, with each channel shown separately, so that each filter is a row." - ] - }, - { - "cell_type": "code", - "execution_count": 30, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "data": { - "image/png": [ - "iVBORw0KGgoAAAANSUhEUgAAAlIAAAJOCAYAAAB8y+mTAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", - "AAALEgAACxIB0t1+/AAAIABJREFUeJzsvWmsbldxv1nvOb7zgCc8GwMGMxkIMyKgRCgk/+RDuiMl\n", - "6UQBOg4eZQYj7GADRg42wthGcMEoHkCOlaB0R1GCWpGSNJmDiIAEOYAx4BHPxsb25frOZ+gPl2fv\n", - "9T57132dg92n8+/6fTnnPWe9a9eqVWvtVbVqmCwvL0ehUCgUCoVC4b+OudUmoFAoFAqFQuG/K+og\n", - "VSgUCoVCobBC1EGqUCgUCoVCYYWog1ShUCgUCoXCClEHqUKhUCgUCoUVog5ShUKhUCgUCivE03KQ\n", - "mkwm/2MymXx3MpncOplM3v90PKNQKBQKhUJhtTF5qvNITSaT+Yj4XkT8QkTcFxFfj4jfXl5evuUp\n", - "fVChUCgUCoXCKuPpsEi9NiJuW15evmt5eXl/RPwfEfG/PA3PKRQKhUKhUFhVPB0HqeMj4p7m870/\n", - "+VuhUCgUCoXC/1Q45Gnoc+Zd4WQyqbo0hUKhUCgU/ttgeXl5Mvb3p+MgdV9EnNh8PjEOWKWmcNxx\n", - "x8Wzn/3siIg44YQT4sQTT4w9e/ZERMTatWsjIuKTn/xkRESceeaZERGxtLQUERGLi4tx6KGHRkTE\n", - 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"_ = plt.hist(feat.flat[feat.flat > 0], bins=100)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "The second fully connected layer, `fc7` (rectified)" - ] - }, - { - "cell_type": "code", - "execution_count": 37, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "data": { - "image/png": [ - "iVBORw0KGgoAAAANSUhEUgAAAlcAAAJPCAYAAABRvvFyAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", - "AAALEgAACxIB0t1+/AAAIABJREFUeJzt3Xv0LGdd5/vPJ3dygRADOzGJJsgdkWRxNyAb5BJw5OaI\n", - "okBE5CAiIJ6jgs6Y7XgDR5DjcMRZQ4KRYXB00JyIoyYoP424JKIJCTcjZ5JlgskOs4gKXkGe80dX\n", - "79TuXdVdl29VPdX9fq211+5fd9VT37p/+3mefsopJQEAACDGUVMHAAAAsE1IrgAAAAKRXAEAAAQi\n", - "uQIAAAhEcgUAABCI5AoAACDQ2uTK9jm2P2D7Y7Y/avs1xfun2b7a9k22r7J96jjhAgAA5M3rxrmy\n", - "fYakM1JK19s+WdKfSXqupJdK+t8ppZ+x/UOS7p1Sev0oEQMAAGRsbc1VSumOlNL1xevPS/qEpLMk\n", - "PVvS5cVkl2uRcAEAAOy8xn2ubJ8r6QJJH5K0L6V0sPjooKR94ZEBAADMUKPkqmgSfK+k16aUPlf+\n", - "LC3aFXmGDgAAgKRjNk1g+1gtEqt3pZSuKN4+aPuMlNIdts+UdGfFfCRcAABgNlJKjihnbXJl25Iu\n", - 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"The final probability output, `prob`" - ] - }, - { - "cell_type": "code", - "execution_count": 38, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "data": { - "text/plain": [ - "[]" - ] - }, - "execution_count": 38, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": [ - "iVBORw0KGgoAAAANSUhEUgAAAmEAAAJPCAYAAAA0UwMNAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", - "AAALEgAACxIB0t1+/AAAIABJREFUeJzt3X2Q7md93/fPV0fGMuLZphYWcnBAtoEB29iVabCdg00Y\n", - "hXEsppkxCD+kDkNoU9m0zXQI6YyR23/atJ0kDgmRXcVJXGJNkgKRW4jASc+YOg4gm4BjJCoFa6oH\n", - "TDDgBzyxfRR9+8d9L9xa7e6955zdvX6r6/WaObN7P+7vnN+59/fe6/rd11Z3BwCAk3XZ6A0AAJiR\n", - "CAMAGECEAQAMIMIAAAYQYQAAA4gwAIABtkZYVV1fVXdX1T1V9eY9br+hqj5aVR+pql+pqu/euO2+\n", - "qvrY+rYPHfXGAwCcVnXQOmFVdSbJJ5K8IsmDST6c5MbuvmvjPld29++vP39Rknd19/PWl38jybd2\n", - "9+eO768AAHD6bBsJuy7Jvd19X3efT3Jbkhs277ATYGtPSvJbu56jLnkrAQAeZ7ZF2NVJ7t+4/MD6\n", - "ukepqldX1V1J3pvkxzZu6iS/UFV3VtUbLnVjAQAeLy7fcvuhfqdRd787ybur6juT/GySb1jf9LLu\n", - "/lRVPTPJ+6vq7u7+wMVvLgDA48O2CHswyTUbl6/JajRsT939gaq6vKq+srs/292fWl//map6V1bT\n", - 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"output_type": "stream", - "text": [ - "['n02123045 tabby, tabby cat' 'n02123159 tiger cat'\n", - " 'n02124075 Egyptian cat' 'n02119022 red fox, Vulpes vulpes'\n", - " 'n02127052 lynx, catamount']\n" - ] - } - ], - "source": [ - "# load labels\n", - "imagenet_labels_filename = caffe_root + 'data/ilsvrc12/synset_words.txt'\n", - "try:\n", - " labels = np.loadtxt(imagenet_labels_filename, str, delimiter='\\t')\n", - "except:\n", - " !../data/ilsvrc12/get_ilsvrc_aux.sh\n", - " labels = np.loadtxt(imagenet_labels_filename, str, delimiter='\\t')\n", - "\n", - "# sort top k predictions from softmax output\n", - "top_k = net.blobs['prob'].data[0].flatten().argsort()[-1:-6:-1]\n", - "print labels[top_k]" - ] - } - ], - "metadata": { - "description": "Instant recognition with a pre-trained model and a tour of the net interface for visualizing features and parameters layer-by-layer.", - "example_name": "Image Classification and Filter Visualization", - "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": 1 - }, - "nbformat": 4, - "nbformat_minor": 0 -} diff --git a/examples/01-classification.ipynb b/examples/01-classification.ipynb new file mode 100644 index 00000000000..77890aa8200 --- /dev/null +++ b/examples/01-classification.ipynb @@ -0,0 +1,587 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Classification: Instant Recognition with Caffe\n", + "\n", + "In this example we'll classify an image with the bundled CaffeNet model (which is based on the network architecture of Krizhevsky et al. for ImageNet).\n", + "\n", + "We'll compare CPU and GPU modes and then dig into the model to inspect features and the output." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 1. Setup\n", + "\n", + "* First, set up Python, `numpy`, and `matplotlib`." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "# set up Python environment: numpy for numerical routines, and matplotlib for plotting\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "# display plots in this notebook\n", + "%matplotlib inline\n", + "\n", + "# set display defaults\n", + "plt.rcParams['figure.figsize'] = (10, 10) # large images\n", + "plt.rcParams['image.interpolation'] = 'nearest' # don't interpolate: show square pixels\n", + "plt.rcParams['image.cmap'] = 'gray' # use grayscale output rather than a (potentially misleading) color heatmap" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "* Load `caffe`." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "# The caffe module needs to be on the Python path;\n", + "# we'll add it here explicitly.\n", + "import sys\n", + "caffe_root = '../' # this file should be run from {caffe_root}/examples (otherwise change this line)\n", + "sys.path.insert(0, caffe_root + 'python')\n", + "\n", + "import caffe\n", + "# If you get \"No module named _caffe\", either you have not built pycaffe or you have the wrong path." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "* If needed, download the reference model (\"CaffeNet\", a variant of AlexNet)." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "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" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 2. Load net and set up input preprocessing\n", + "\n", + "* Set Caffe to CPU mode and load the net from disk." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "caffe.set_mode_cpu()\n", + "\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) # use test mode (e.g., don't perform dropout)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "* Set up input preprocessing. (We'll use Caffe's `caffe.io.Transformer` to do this, but this step is independent of other parts of Caffe, so any custom preprocessing code may be used).\n", + "\n", + " Our default CaffeNet is configured to take images in BGR format. Values are expected to start in the range [0, 255] and then have the mean ImageNet pixel value subtracted from them. In addition, the channel dimension is expected as the first (_outermost_) dimension.\n", + " \n", + " As matplotlib will load images with values in the range [0, 1] in RGB format with the channel as the _innermost_ dimension, we are arranging for the needed transformations here." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "# load the mean ImageNet image (as distributed with Caffe) for subtraction\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", + "print 'mean-subtracted values:', zip('BGR', mu)\n", + "\n", + "# create transformer for the input called 'data'\n", + "transformer = caffe.io.Transformer({'data': net.blobs['data'].data.shape})\n", + "\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" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 3. CPU classification\n", + "\n", + "* Now we're ready to perform classification. Even though we'll only classify one image, we'll set a batch size of 50 to demonstrate batching." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "# set the size of the input (we can skip this if we're happy\n", + "# with the default; we can also change it later, e.g., for different batch sizes)\n", + "net.blobs['data'].reshape(50, # batch size\n", + " 3, # 3-channel (BGR) images\n", + " 227, 227) # image size is 227x227" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "* Load an image (that comes with Caffe) and perform the preprocessing we've set up." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "image = caffe.io.load_image(caffe_root + 'examples/images/cat.jpg')\n", + "transformed_image = transformer.preprocess('data', image)\n", + "plt.imshow(image)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "* Adorable! Let's classify it!" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "# copy the image data into the memory allocated for the net\n", + "net.blobs['data'].data[...] = transformed_image\n", + "\n", + "### perform classification\n", + "output = net.forward()\n", + "\n", + "output_prob = output['prob'][0] # the output probability vector for the first image in the batch\n", + "\n", + "print 'predicted class is:', output_prob.argmax()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "* The net gives us a vector of probabilities; the most probable class was the 281st one. But is that correct? Let's check the ImageNet labels..." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "# load ImageNet labels\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", + " \n", + "labels = np.loadtxt(labels_file, str, delimiter='\\t')\n", + "\n", + "print 'output label:', labels[output_prob.argmax()]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "* \"Tabby cat\" is correct! But let's also look at other top (but less confident predictions)." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "# sort top five predictions from softmax output\n", + "top_inds = output_prob.argsort()[::-1][:5] # reverse sort and take five largest items\n", + "\n", + "print 'probabilities and labels:'\n", + "zip(output_prob[top_inds], labels[top_inds])" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "* We see that less confident predictions are sensible." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 4. Switching to GPU mode\n", + "\n", + "* Let's see how long classification took, and compare it to GPU mode." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "%timeit net.forward()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "* That's a while, even for a batch of 50 images. Let's switch to GPU mode." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "caffe.set_device(0) # if we have multiple GPUs, pick the first one\n", + "caffe.set_mode_gpu()\n", + "net.forward() # run once before timing to set up memory\n", + "%timeit net.forward()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "* That should be much faster!" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 5. Examining intermediate output\n", + "\n", + "* A net is not just a black box; let's take a look at some of the parameters and intermediate activations.\n", + "\n", + "First we'll see how to read out the structure of the net in terms of activation and parameter shapes.\n", + "\n", + "* For each layer, let's look at the activation shapes, which typically have the form `(batch_size, channel_dim, height, width)`.\n", + "\n", + " The activations are exposed as an `OrderedDict`, `net.blobs`." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "# for each layer, show the output shape\n", + "for layer_name, blob in net.blobs.iteritems():\n", + " print layer_name + '\\t' + str(blob.data.shape)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "* Now look at the parameter shapes. The parameters are exposed as another `OrderedDict`, `net.params`. We need to index the resulting values with either `[0]` for weights or `[1]` for biases.\n", + "\n", + " The param shapes typically have the form `(output_channels, input_channels, filter_height, filter_width)` (for the weights) and the 1-dimensional shape `(output_channels,)` (for the biases)." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "for layer_name, param in net.params.iteritems():\n", + " print layer_name + '\\t' + str(param[0].data.shape), str(param[1].data.shape)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "* Since we're dealing with four-dimensional data here, we'll define a helper function for visualizing sets of rectangular heatmaps." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "def vis_square(data):\n", + " \"\"\"Take an array of shape (n, height, width) or (n, height, width, 3)\n", + " and visualize each (height, width) thing in a grid of size approx. sqrt(n) by sqrt(n)\"\"\"\n", + " \n", + " # normalize data for display\n", + " data = (data - data.min()) / (data.max() - data.min())\n", + " \n", + " # force the number of filters to be square\n", + " n = int(np.ceil(np.sqrt(data.shape[0])))\n", + " padding = (((0, n ** 2 - data.shape[0]),\n", + " (0, 1), (0, 1)) # add some space between filters\n", + " + ((0, 0),) * (data.ndim - 3)) # don't pad the last dimension (if there is one)\n", + " data = np.pad(data, padding, mode='constant', constant_values=1) # pad with ones (white)\n", + " \n", + " # tile the filters into an image\n", + " data = data.reshape((n, n) + data.shape[1:]).transpose((0, 2, 1, 3) + tuple(range(4, data.ndim + 1)))\n", + " data = data.reshape((n * data.shape[1], n * data.shape[3]) + data.shape[4:])\n", + " \n", + " plt.imshow(data); plt.axis('off')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "* First we'll look at the first layer filters, `conv1`" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "# the parameters are a list of [weights, biases]\n", + "filters = net.params['conv1'][0].data\n", + "vis_square(filters.transpose(0, 2, 3, 1))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "* The first layer output, `conv1` (rectified responses of the filters above, first 36 only)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "feat = net.blobs['conv1'].data[0, :36]\n", + "vis_square(feat)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "* The fifth layer after pooling, `pool5`" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "feat = net.blobs['pool5'].data[0]\n", + "vis_square(feat)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "* The first fully connected layer, `fc6` (rectified)\n", + "\n", + " We show the output values and the histogram of the positive values" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "feat = net.blobs['fc6'].data[0]\n", + "plt.subplot(2, 1, 1)\n", + "plt.plot(feat.flat)\n", + "plt.subplot(2, 1, 2)\n", + "_ = plt.hist(feat.flat[feat.flat > 0], bins=100)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "* The final probability output, `prob`" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "feat = net.blobs['prob'].data[0]\n", + "plt.figure(figsize=(15, 3))\n", + "plt.plot(feat.flat)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Note the cluster of strong predictions; the labels are sorted semantically. The top peaks correspond to the top predicted labels, as shown above." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 6. Try your own image\n", + "\n", + "Now we'll grab an image from the web and classify it using the steps above.\n", + "\n", + "* Try setting `my_image_url` to any JPEG image URL." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "# download an image\n", + "my_image_url = \"...\" # paste your URL here\n", + "# for example:\n", + "# my_image_url = \"https://upload.wikimedia.org/wikipedia/commons/b/be/Orang_Utan%2C_Semenggok_Forest_Reserve%2C_Sarawak%2C_Borneo%2C_Malaysia.JPG\"\n", + "!wget -O image.jpg $my_image_url\n", + "\n", + "# transform it and copy it into the net\n", + "image = caffe.io.load_image('image.jpg')\n", + "net.blobs['data'].data[...] = transformer.preprocess('data', image)\n", + "\n", + "# perform classification\n", + "net.forward()\n", + "\n", + "# obtain the output probabilities\n", + "output_prob = net.blobs['prob'].data[0]\n", + "\n", + "# sort top five predictions from softmax output\n", + "top_inds = output_prob.argsort()[::-1][:5]\n", + "\n", + "plt.imshow(image)\n", + "\n", + "print 'probabilities and labels:'\n", + "zip(output_prob[top_inds], labels[top_inds])" + ] + } + ], + "metadata": { + "description": "Instant recognition with a pre-trained model and a tour of the net interface for visualizing features and parameters layer-by-layer.", + "example_name": "Image Classification and Filter Visualization", + "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 +} diff --git a/examples/01-learning-lenet.ipynb b/examples/01-learning-lenet.ipynb deleted file mode 100644 index 3562c7adaf2..00000000000 --- a/examples/01-learning-lenet.ipynb +++ /dev/null @@ -1,5196 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Python solving with LeNet\n", - "\n", - "In this example, we'll explore learning with Caffe in Python, using the fully-exposed `Solver` interface." - ] - }, - { - "cell_type": "code", - "execution_count": 1, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [ - "import os\n", - "os.chdir('..')" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [ - "import sys\n", - "sys.path.insert(0, './python')\n", - "import caffe\n", - "\n", - "from pylab import *\n", - "%matplotlib inline" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "We'll be running the provided LeNet example (make sure you've downloaded the data and created the databases, as below)." - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "name": "stdout", - 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"\n", - "t10k-labels-idx1-ub 100%[=====================>] 4.44K 26.9KB/s in 0.2s \n", - "\n", - "2015-06-30 14:43:02 (26.9 KB/s) - 't10k-labels-idx1-ubyte.gz' saved [4542/4542]\n", - "\n", - "Unzipping...\n", - "Done.\n", - "Creating lmdb...\n", - "Done.\n" - ] - } - ], - "source": [ - "# Download and prepare data\n", - "!data/mnist/get_mnist.sh\n", - "!examples/mnist/create_mnist.sh" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "We need two external files to help out:\n", - "* the net prototxt, defining the architecture and pointing to the train/test data\n", - "* the solver prototxt, defining the learning parameters\n", - "\n", - "We start with the net. We'll write the net in a succinct and natural way as Python code that serializes to Caffe's protobuf model format.\n", - "\n", - "This network expects to read from pregenerated LMDBs, but reading directly from `ndarray`s is also possible using `MemoryDataLayer`." - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [ - "from caffe import layers as L\n", - "from caffe import params as P\n", - "\n", - "def lenet(lmdb, batch_size):\n", - " # our version of LeNet: a series of linear and simple nonlinear transformations\n", - " n = caffe.NetSpec()\n", - " n.data, n.label = L.Data(batch_size=batch_size, backend=P.Data.LMDB, source=lmdb,\n", - " transform_param=dict(scale=1./255), ntop=2)\n", - " n.conv1 = L.Convolution(n.data, kernel_size=5, num_output=20, weight_filler=dict(type='xavier'))\n", - " n.pool1 = L.Pooling(n.conv1, kernel_size=2, stride=2, pool=P.Pooling.MAX)\n", - " n.conv2 = L.Convolution(n.pool1, kernel_size=5, num_output=50, weight_filler=dict(type='xavier'))\n", - " n.pool2 = L.Pooling(n.conv2, kernel_size=2, stride=2, pool=P.Pooling.MAX)\n", - " n.ip1 = L.InnerProduct(n.pool2, num_output=500, weight_filler=dict(type='xavier'))\n", - " n.relu1 = L.ReLU(n.ip1, in_place=True)\n", - " n.ip2 = L.InnerProduct(n.relu1, num_output=10, weight_filler=dict(type='xavier'))\n", - " n.loss = L.SoftmaxWithLoss(n.ip2, n.label)\n", - " return n.to_proto()\n", - " \n", - "with open('examples/mnist/lenet_auto_train.prototxt', 'w') as f:\n", - " f.write(str(lenet('examples/mnist/mnist_train_lmdb', 64)))\n", - " \n", - "with open('examples/mnist/lenet_auto_test.prototxt', 'w') as f:\n", - " f.write(str(lenet('examples/mnist/mnist_test_lmdb', 100)))" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "The net has been written to disk in more verbose but human-readable serialization format using Google's protobuf library. You can read, write, and modify this description directly. Let's take a look at the train net." - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "layer {\r\n", - " name: \"data\"\r\n", - " type: \"Data\"\r\n", - " top: \"data\"\r\n", - " top: \"label\"\r\n", - " transform_param {\r\n", - " scale: 0.00392156862745\r\n", - " }\r\n", - " data_param {\r\n", - " source: \"examples/mnist/mnist_train_lmdb\"\r\n", - " batch_size: 64\r\n", - " backend: LMDB\r\n", - " }\r\n", - "}\r\n", - "layer {\r\n", - " name: \"conv1\"\r\n", - " type: \"Convolution\"\r\n", - " bottom: \"data\"\r\n", - " top: \"conv1\"\r\n", - " convolution_param {\r\n", - " num_output: 20\r\n", - " kernel_size: 5\r\n", - " weight_filler {\r\n", - " type: \"xavier\"\r\n", - " }\r\n", - " }\r\n", - "}\r\n", - "layer {\r\n", - " name: \"pool1\"\r\n", - " type: \"Pooling\"\r\n", - " bottom: \"conv1\"\r\n", - " top: \"pool1\"\r\n", - " pooling_param {\r\n", - " pool: MAX\r\n", - " kernel_size: 2\r\n", - " stride: 2\r\n", - " }\r\n", - "}\r\n", - "layer {\r\n", - " name: \"conv2\"\r\n", - " type: \"Convolution\"\r\n", - " bottom: \"pool1\"\r\n", - " top: \"conv2\"\r\n", - " convolution_param {\r\n", - " num_output: 50\r\n", - " kernel_size: 5\r\n", - " weight_filler {\r\n", - " type: \"xavier\"\r\n", - " }\r\n", - " }\r\n", - "}\r\n", - "layer {\r\n", - " name: \"pool2\"\r\n", - " type: \"Pooling\"\r\n", - " bottom: \"conv2\"\r\n", - " top: \"pool2\"\r\n", - " pooling_param {\r\n", - " pool: MAX\r\n", - " kernel_size: 2\r\n", - " stride: 2\r\n", - " }\r\n", - "}\r\n", - "layer {\r\n", - " name: \"ip1\"\r\n", - " type: \"InnerProduct\"\r\n", - " bottom: \"pool2\"\r\n", - " top: \"ip1\"\r\n", - " inner_product_param {\r\n", - " num_output: 500\r\n", - " weight_filler {\r\n", - " type: \"xavier\"\r\n", - " }\r\n", - " }\r\n", - "}\r\n", - "layer {\r\n", - " name: \"relu1\"\r\n", - " type: \"ReLU\"\r\n", - " bottom: \"ip1\"\r\n", - " top: \"ip1\"\r\n", - "}\r\n", - "layer {\r\n", - " name: \"ip2\"\r\n", - " type: \"InnerProduct\"\r\n", - " bottom: \"ip1\"\r\n", - " top: \"ip2\"\r\n", - " inner_product_param {\r\n", - " num_output: 10\r\n", - " weight_filler {\r\n", - " type: \"xavier\"\r\n", - " }\r\n", - " }\r\n", - "}\r\n", - "layer {\r\n", - " name: \"loss\"\r\n", - " type: \"SoftmaxWithLoss\"\r\n", - " bottom: \"ip2\"\r\n", - " bottom: \"label\"\r\n", - " top: \"loss\"\r\n", - "}\r\n" - ] - } - ], - "source": [ - "!cat examples/mnist/lenet_auto_train.prototxt" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Now let's see the learning parameters, which are also written as a `prototxt` file. We're using SGD with momentum, weight decay, and a specific learning rate schedule." - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "# The train/test net protocol buffer definition\r\n", - "train_net: \"examples/mnist/lenet_auto_train.prototxt\"\r\n", - "test_net: \"examples/mnist/lenet_auto_test.prototxt\"\r\n", - "# test_iter specifies how many forward passes the test should carry out.\r\n", - "# In the case of MNIST, we have test batch size 100 and 100 test iterations,\r\n", - "# covering the full 10,000 testing images.\r\n", - "test_iter: 100\r\n", - "# Carry out testing every 500 training iterations.\r\n", - "test_interval: 500\r\n", - "# The base learning rate, momentum and the weight decay of the network.\r\n", - "base_lr: 0.01\r\n", - "momentum: 0.9\r\n", - "weight_decay: 0.0005\r\n", - "# The learning rate policy\r\n", - "lr_policy: \"inv\"\r\n", - "gamma: 0.0001\r\n", - "power: 0.75\r\n", - "# Display every 100 iterations\r\n", - "display: 100\r\n", - "# The maximum number of iterations\r\n", - "max_iter: 10000\r\n", - "# snapshot intermediate results\r\n", - "snapshot: 5000\r\n", - "snapshot_prefix: \"examples/mnist/lenet\"\r\n" - ] - } - ], - "source": [ - "!cat examples/mnist/lenet_auto_solver.prototxt" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Let's pick a device and load the solver. We'll use SGD (with momentum), but Adagrad and Nesterov's accelerated gradient are also available." - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "caffe.set_device(0)\n", - "caffe.set_mode_gpu()\n", - "solver = caffe.SGDSolver('examples/mnist/lenet_auto_solver.prototxt')" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "To get an idea of the architecture of our net, we can check the dimensions of the intermediate features (blobs) and parameters (these will also be useful to refer to when manipulating data later)." - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "metadata": { - "collapsed": false, - "scrolled": false - }, - "outputs": [ - { - "data": { - "text/plain": [ - "[('data', (64, 1, 28, 28)),\n", - " ('label', (64,)),\n", - " ('conv1', (64, 20, 24, 24)),\n", - " ('pool1', (64, 20, 12, 12)),\n", - " ('conv2', (64, 50, 8, 8)),\n", - " ('pool2', (64, 50, 4, 4)),\n", - " ('ip1', (64, 500)),\n", - " ('ip2', (64, 10)),\n", - " ('loss', ())]" - ] - }, - "execution_count": 8, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# each output is (batch size, feature dim, spatial dim)\n", - "[(k, v.data.shape) for k, v in solver.net.blobs.items()]" - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "data": { - "text/plain": [ - "[('conv1', (20, 1, 5, 5)),\n", - " ('conv2', (50, 20, 5, 5)),\n", - " ('ip1', (500, 800)),\n", - " ('ip2', (10, 500))]" - ] - }, - "execution_count": 9, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# just print the weight sizes (not biases)\n", - "[(k, v[0].data.shape) for k, v in solver.net.params.items()]" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Before taking off, let's check that everything is loaded as we expect. We'll run a forward pass on the train and test nets and check that they contain our data." - ] - }, - { - "cell_type": "code", - "execution_count": 10, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "data": { - "text/plain": [ - "{'loss': array(2.301163673400879, dtype=float32)}" - ] - }, - "execution_count": 10, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "solver.net.forward() # train net\n", - "solver.test_nets[0].forward() # test net (there can be more than one)" - ] - }, - { - "cell_type": "code", - "execution_count": 11, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[ 5. 0. 4. 1. 9. 2. 1. 3.]\n" - ] - }, - { - "data": { - "image/png": [ - "iVBORw0KGgoAAAANSUhEUgAAAWwAAABKCAYAAACfHW4mAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", - "AAALEgAACxIB0t1+/AAAIABJREFUeJztvXlQW1me5/s5EhJaECAJhEBgdrMbDNjgtNNOp7d02pk1\n", - "mVlZW1dWd0XH9ERMzxIzEzE1M3/M1HvzIt68iZjpF9HRPdFvpqeqZ6ajJyozy5VbpZ1e0k4n6R0w\n", - 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] - }, - { - "data": { - "image/png": [ - "iVBORw0KGgoAAAANSUhEUgAAAWwAAABKCAYAAACfHW4mAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", - "AAALEgAACxIB0t1+/AAAIABJREFUeJztnWlwXNd153+3V3RjaaDR2Bs7sRMgQIKgKAokuIgUpcg2\n", - "q+QljstO4kpS9iQzlUlqMpkPSWZSlclM1SSTmg+umrI9ZWdGViS5ZMuyJVIUSJEUwA0QSew7QKCx\n", - "Aw2ggd4bbz4A7wncRABEo4Ho/apYbLzeTt9+fd695/7POUKSJFRUVFRUdj6aSBugoqKiorI+VIet\n", - "oqKisktQHbaKiorKLkF12CoqKiq7BNVhq6ioqOwSVIetoqKiskvYtMMWQrwkhOgUQvQIIf5iK41S\n", - "UVFRUXkUsRkdthBCC3QBpwAHcAv4bUmSOrbWPBUVFRUVmc3OsGuAXkmSBiVJCgBvAF/eOrNUVFRU\n", - "VB5msw47Axhe8/fI6jEVFRUVlTCh2+TznhpHEUKoOe8qKioqm0CSJPG445udYTuAzDV/Z7Iyy1ZR\n", - "UVFRCRObddi3gQIhRI4QwgB8HXh368xSUVFRUXmYTYVEJEkKCiH+GDgPaIEffdEUIlFRUeTm5mI2\n", - "mzEYDMTGxpKUlITVagVgYmKC0dFR5ubmGB8fZ3p6OsIWq6io7HY2JetTnizEILAAhICAJEk1a+77\n", - "VxvDNhqNpKWl8Vu/9VukpKQQHR2N3W6noqKCoqIiAD799FMaGxvp6enh2rVrNDc3s7y8HGHLn4xG\n", - "o8FkMmE0GvF6vfj9foLBYMTsEUKg1+sxGo3o9XoAgsEgHo+HQCAQMbtUVLaDJ8WwN7vpqLwuUCdJ\n", - "0uwzvs6u4tChQ7z66qscPXqU+Ph4dDodUVFRxMbGIl8Ac3NziYmJobS0FLfbTX9/PwsLCxF1gk9C\n", - 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"metadata": {}, - "source": [ - "Both train and test nets seem to be loading data, and to have correct labels.\n", - "\n", - "Let's take one step of (minibatch) SGD and see what happens." - ] - }, - { - "cell_type": "code", - "execution_count": 13, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "solver.step(1)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Do we have gradients propagating through our filters? Let's see the updates to the first layer, shown here as a $4 \\times 5$ grid of $5 \\times 5$ filters." - ] - }, - { - "cell_type": "code", - "execution_count": 14, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 14, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": [ - "iVBORw0KGgoAAAANSUhEUgAAATQAAAD7CAYAAADkSGhKAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", - "AAALEgAACxIB0t1+/AAAIABJREFUeJztvV+obt113jfWOfvYcmSLEtvfJ/FZqnSR4siWsS8sG9Ii\n", - "XZSgEEiam8QCU18kJZg2LaUXcS6cpO1Fm4KMIYFQ6j84dew0UOy6hqRxikuNLxwLkkpuJepgCUup\n", - "8snQmqb6952zz+rFd8b5nv3s5xljzPfde7/7HL8DFnOuudaaa84xx/yNMdda797bvu9xlrOc5Swv\n", - "gzw4dQPOcpaznOWm5Ay0s5zlLC+NnIF2lrOc5aWRM9DOcpazvDRyBtpZznKWl0bOQDvLWc7y0sjF\n", - "bVW8bdv5e5CznOUstyL7vm+q/GCgbdv2kYj48Yh4GBE/se/73+BzfviHf/jadR//+Mfj+7//++Ph\n", - "w4fx4MGD5xvvP3jwIPZ9j6dPnz7fLi8vy/19369trnzbtufbs/7IsocPH8Y73vGO+KZv+qZ4xzve\n", - "cS2P28c+9rH40R/90Xjy5Ek8efIkLi8vn+fV9vjx43jjjTfijTfesPncf/z4saxX3ePp06dyzNw3\n", - 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Let's run the net for a while, keeping track of a few things as it goes.\n", - "Note that this process will be the same as if training through the `caffe` binary. In particular:\n", - "* logging will continue to happen as normal\n", - "* snapshots will be taken at the interval specified in the solver prototxt (here, every 5000 iterations)\n", - "* testing will happen at the interval specified (here, every 500 iterations)\n", - "\n", - "Since we have control of the loop in Python, we're free to compute additional things as we go, as we show below. We can do many other things as well, for example:\n", - "* write a custom stopping criterion\n", - "* change the solving process by updating the net in the loop" - ] - }, - { - "cell_type": "code", - "execution_count": 15, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Iteration 0 testing...\n", - "Iteration 25 testing...\n", - "Iteration 50 testing...\n", - "Iteration 75 testing...\n", - "Iteration 100 testing...\n", - "Iteration 125 testing...\n", - "Iteration 150 testing...\n", - "Iteration 175 testing...\n", - "CPU times: user 12.3 s, sys: 3.96 s, total: 16.2 s\n", - "Wall time: 15.7 s\n" - ] - } - ], - "source": [ - "%%time\n", - "niter = 200\n", - "test_interval = 25\n", - "# losses will also be stored in the log\n", - "train_loss = zeros(niter)\n", - "test_acc = zeros(int(np.ceil(niter / test_interval)))\n", - "output = zeros((niter, 8, 10))\n", - "\n", - "# the main solver loop\n", - "for it in range(niter):\n", - " solver.step(1) # SGD by Caffe\n", - " \n", - " # store the train loss\n", - " train_loss[it] = solver.net.blobs['loss'].data\n", - " \n", - " # store the output on the first test batch\n", - " # (start the forward pass at conv1 to avoid loading new data)\n", - " solver.test_nets[0].forward(start='conv1')\n", - " output[it] = solver.test_nets[0].blobs['ip2'].data[:8]\n", - " \n", - " # run a full test every so often\n", - " # (Caffe can also do this for us and write to a log, but we show here\n", - " # how to do it directly in Python, where more complicated things are easier.)\n", - " if it % test_interval == 0:\n", - " print 'Iteration', it, 'testing...'\n", - " correct = 0\n", - " for test_it in range(100):\n", - " solver.test_nets[0].forward()\n", - " correct += sum(solver.test_nets[0].blobs['ip2'].data.argmax(1)\n", - " == solver.test_nets[0].blobs['label'].data)\n", - " test_acc[it // test_interval] = correct / 1e4" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Let's plot the train loss and test accuracy." - ] - }, - { - "cell_type": "code", - "execution_count": 16, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 16, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": [ - "iVBORw0KGgoAAAANSUhEUgAAAaAAAAEPCAYAAAAEfBBiAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", - "AAALEgAACxIB0t1+/AAAIABJREFUeJztnXm4HGWV/z9fwhK2JIRAgCTsYYkswsgiiwYBRVRwGxV1\n", - "dNRxcEGZUcdtVBhHZ3Abcf8xiruCjguigohIANmXQBISIAECYd9CSFgTOL8/zlvpun2r+1bf23V7\n", - "uefzPP10d9XbVe+t2/1+65z3vOfIzAiCIAiC0WadTncgCIIgGJuEAAVBEAQdIQQoCIIg6AghQEEQ\n", - "BEFHCAEKgiAIOkIIUBAEQdARKhMgSTMkXSjpRkkLJH2woM1sSSskzU2PT1XVnyAIgrGOpO9Lul/S\n", - "/CZtvi5psaQbJO1TZX/WrfDYq4F/NbPrJW0CXCvpfDNbVNfuIjM7psJ+BEEQBM4PgG8APy7aKelo\n", - "YGczmynpAOA7wIFVdaYyC8jM7jOz69PrVcAiYJuCpqqqD0EQBEENM7sEWN6kyTHAj1LbK4FJkqZW\n", - "1Z9RmQOStD2wD3Bl3S4DDkqm3jmSZo1Gf4IgCIJCpgHLcu/vAqZXdbIqXXAAJPfbr4ATkyWU5zpg\n", - 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Hooray!\n", - "\n", - "Since we saved the results on the first test batch, we can watch how our prediction scores evolved. We'll plot time on the $x$ axis and each possible label on the $y$, with lightness indicating confidence." - ] - }, - { - "cell_type": "code", - "execution_count": 17, - "metadata": { - "collapsed": false, - "scrolled": false - }, - "outputs": [ - { - "data": { - "image/png": [ - "iVBORw0KGgoAAAANSUhEUgAAAI0AAACPCAYAAADHlliuAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", - "AAALEgAACxIB0t1+/AAAFZtJREFUeJztnVtsY8d5x//f4Z2H94skaiXvemUbsAsD9otbwA2ahyCw\n", - "USBpXxoYKFD0EvShN7QPddyHJo9pgAZF+1CgiB30hqRFCxfpQ1vbRQukD724sGOnaydZY8XVihJF\n", - "iXfykDwipw/kNzuHklbiRRRJzQ8Y8OgsdXYk/vXNN9988w0JIaDRjIJx1R3QLB5aNJqR0aLRjIwW\n", - "jWZktGg0I6NFoxmZsUVDRC8R0cdE9CMienWandLMNzROnIaIXAB+AOAzAHYB/A+AV4QQH023e5p5\n", - "ZFxL8wKAu0KIbSGEDeDbAD4/vW5p5hn3mN93A8CO8vUDAD+uvoGIdKh5wRFC0Gn3x7U0WhDXmHFF\n", - "swtgU/l6E31ro7kGjCuadwE8SUS3iMgL4AsAvjO9bmnmmbF8GiHEMRH9OoB/AeAC8LqeOV0fxppy\n", - "X+jB2hFeeKbtCGuuMVo0mpHRotGMjBaNZmS0aDQjo0WjGRktGs3IaNFoRkaLRjMyWjSakdGi0YzM\n", - "uElYAAAi2gZQBdAFYAshXphGpzTzzUSiQT8Z69NCiOI0OqNZDKYxPJ26EqpZXiYVjQDwDhG9S0Rf\n", - 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If you've been following along, you'll see the last digit is the most difficult, a slanted \"9\" that's (understandably) most confused with \"4\".\n", - "\n", - "Note that these are the \"raw\" output scores rather than the softmax-computed probability vectors. The latter, shown below, make it easier to see the confidence of our net (but harder to see the scores for less likely digits)." - ] - }, - { - "cell_type": "code", - "execution_count": 18, - "metadata": { - "collapsed": false, - "scrolled": false - }, - "outputs": [ - { - "data": { - "image/png": [ - "iVBORw0KGgoAAAANSUhEUgAAAI0AAACPCAYAAADHlliuAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", - "AAALEgAACxIB0t1+/AAAFZtJREFUeJztnVtsY8d5x//f4Z2H94skaiXvemUbsAsD9otbwA2ahyCw\n", - "USBpXxoYKFD0EvShN7QPddyHJo9pgAZF+1CgiB30hqRFCxfpQ1vbRQukD724sGOnaydZY8XVihJF\n", - "iXfykDwipw/kNzuHklbiRRRJzQ8Y8OgsdXYk/vXNN9988w0JIaDRjIJx1R3QLB5aNJqR0aLRjIwW\n", - "jWZktGg0I6NFoxmZsUVDRC8R0cdE9CMienWandLMNzROnIaIXAB+AOAzAHYB/A+AV4QQH023e5p5\n", - "ZFxL8wKAu0KIbSGEDeDbAD4/vW5p5hn3mN93A8CO8vUDAD+uvoGIdKh5wRFC0Gn3x7U0WhDXmHFF\n", - "swtgU/l6E31ro7kGjCuadwE8SUS3iMgL4AsAvjO9bmnmmbF8GiHEMRH9OoB/AeAC8LqeOV0fxppy\n", - "X+jB2hFeeKbtCGuuMVo0mpHRotGMjBaNZmS0aDQjo0WjGRktGs3IaNFoRkaLRjMyWjSakdGi0YzM\n", - "uElYAAAi2gZQBdAFYAshXphGpzTzzUSiQT8Z69NCiOI0OqNZDKYxPJ26EqpZXiYVjQDwDhG9S0Rf\n", - 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"example_name": "Learning LeNet", - "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": 2 - }, - "nbformat": 4, - "nbformat_minor": 0 -} diff --git a/examples/02-learning-lenet.ipynb b/examples/02-learning-lenet.ipynb new file mode 100644 index 00000000000..6d48097f10a --- /dev/null +++ b/examples/02-learning-lenet.ipynb @@ -0,0 +1,643 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Solving in Python with LeNet\n", + "\n", + "In this example, we'll explore learning with Caffe in Python, using the fully-exposed `Solver` interface." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 1. Setup" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "* Set up the Python environment: we'll use the `pylab` import for numpy and plot inline." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "from pylab import *\n", + "%matplotlib inline" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "* Import `caffe`, adding it to `sys.path` if needed. Make sure you've built pycaffe." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "caffe_root = '../' # this file should be run from {caffe_root}/examples (otherwise change this line)\n", + "\n", + "import sys\n", + "sys.path.insert(0, caffe_root + 'python')\n", + "import caffe" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "* We'll be using the provided LeNet example data and networks (make sure you've downloaded the data and created the databases, as below)." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "# run scripts from caffe root\n", + "import os\n", + "os.chdir(caffe_root)\n", + "# Download data\n", + "!data/mnist/get_mnist.sh\n", + "# Prepare data\n", + "!examples/mnist/create_mnist.sh\n", + "# back to examples\n", + "os.chdir('examples')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 2. Creating the net \n", + "\n", + "Now let's make a variant of LeNet, the classic 1989 convnet architecture.\n", + "\n", + "We'll need two external files to help out:\n", + "* the net `prototxt`, defining the architecture and pointing to the train/test data\n", + "* the solver `prototxt`, defining the learning parameters\n", + "\n", + "We start by creating the net. We'll write the net in a succinct and natural way as Python code that serializes to Caffe's protobuf model format.\n", + "\n", + "This network expects to read from pregenerated LMDBs, but reading directly from `ndarray`s is also possible using `MemoryDataLayer`." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "from caffe import layers as L, params as P\n", + "\n", + "def lenet(lmdb, batch_size):\n", + " # our version of LeNet: a series of linear and simple nonlinear transformations\n", + " n = caffe.NetSpec()\n", + " \n", + " n.data, n.label = L.Data(batch_size=batch_size, backend=P.Data.LMDB, source=lmdb,\n", + " transform_param=dict(scale=1./255), ntop=2)\n", + " \n", + " n.conv1 = L.Convolution(n.data, kernel_size=5, num_output=20, weight_filler=dict(type='xavier'))\n", + " n.pool1 = L.Pooling(n.conv1, kernel_size=2, stride=2, pool=P.Pooling.MAX)\n", + " n.conv2 = L.Convolution(n.pool1, kernel_size=5, num_output=50, weight_filler=dict(type='xavier'))\n", + " n.pool2 = L.Pooling(n.conv2, kernel_size=2, stride=2, pool=P.Pooling.MAX)\n", + " n.fc1 = L.InnerProduct(n.pool2, num_output=500, weight_filler=dict(type='xavier'))\n", + " n.relu1 = L.ReLU(n.fc1, in_place=True)\n", + " n.score = L.InnerProduct(n.relu1, num_output=10, weight_filler=dict(type='xavier'))\n", + " n.loss = L.SoftmaxWithLoss(n.score, n.label)\n", + " \n", + " return n.to_proto()\n", + " \n", + "with open('mnist/lenet_auto_train.prototxt', 'w') as f:\n", + " f.write(str(lenet('mnist/mnist_train_lmdb', 64)))\n", + " \n", + "with open('mnist/lenet_auto_test.prototxt', 'w') as f:\n", + " f.write(str(lenet('mnist/mnist_test_lmdb', 100)))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The net has been written to disk in a more verbose but human-readable serialization format using Google's protobuf library. You can read, write, and modify this description directly. Let's take a look at the train net." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "!cat mnist/lenet_auto_train.prototxt" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Now let's see the learning parameters, which are also written as a `prototxt` file (already provided on disk). We're using SGD with momentum, weight decay, and a specific learning rate schedule." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "!cat mnist/lenet_auto_solver.prototxt" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 3. Loading and checking the solver\n", + "\n", + "* Let's pick a device and load the solver. We'll use SGD (with momentum), but other methods (such as Adagrad and Nesterov's accelerated gradient) are also available." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "caffe.set_device(0)\n", + "caffe.set_mode_gpu()\n", + "\n", + "### load the solver and create train and test nets\n", + "solver = None # ignore this workaround for lmdb data (can't instantiate two solvers on the same data)\n", + "solver = caffe.SGDSolver('mnist/lenet_auto_solver.prototxt')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "* To get an idea of the architecture of our net, we can check the dimensions of the intermediate features (blobs) and parameters (these will also be useful to refer to when manipulating data later)." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": false, + "scrolled": false + }, + "outputs": [], + "source": [ + "# each output is (batch size, feature dim, spatial dim)\n", + "[(k, v.data.shape) for k, v in solver.net.blobs.items()]" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "# just print the weight sizes (we'll omit the biases)\n", + "[(k, v[0].data.shape) for k, v in solver.net.params.items()]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "* Before taking off, let's check that everything is loaded as we expect. We'll run a forward pass on the train and test nets and check that they contain our data." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "solver.net.forward() # train net\n", + "solver.test_nets[0].forward() # test net (there can be more than one)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "# we use a little trick to tile the first eight images\n", + "imshow(solver.net.blobs['data'].data[:8, 0].transpose(1, 0, 2).reshape(28, 8*28), cmap='gray'); axis('off')\n", + "print 'train labels:', solver.net.blobs['label'].data[:8]" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "imshow(solver.test_nets[0].blobs['data'].data[:8, 0].transpose(1, 0, 2).reshape(28, 8*28), cmap='gray'); axis('off')\n", + "print 'test labels:', solver.test_nets[0].blobs['label'].data[:8]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 4. Stepping the solver\n", + "\n", + "Both train and test nets seem to be loading data, and to have correct labels.\n", + "\n", + "* Let's take one step of (minibatch) SGD and see what happens." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "solver.step(1)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Do we have gradients propagating through our filters? Let's see the updates to the first layer, shown here as a $4 \\times 5$ grid of $5 \\times 5$ filters." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "imshow(solver.net.params['conv1'][0].diff[:, 0].reshape(4, 5, 5, 5)\n", + " .transpose(0, 2, 1, 3).reshape(4*5, 5*5), cmap='gray'); axis('off')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 5. Writing a custom training loop\n", + "\n", + "Something is happening. Let's run the net for a while, keeping track of a few things as it goes.\n", + "Note that this process will be the same as if training through the `caffe` binary. In particular:\n", + "* logging will continue to happen as normal\n", + "* snapshots will be taken at the interval specified in the solver prototxt (here, every 5000 iterations)\n", + "* testing will happen at the interval specified (here, every 500 iterations)\n", + "\n", + "Since we have control of the loop in Python, we're free to compute additional things as we go, as we show below. We can do many other things as well, for example:\n", + "* write a custom stopping criterion\n", + "* change the solving process by updating the net in the loop" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "%%time\n", + "niter = 200\n", + "test_interval = 25\n", + "# losses will also be stored in the log\n", + "train_loss = zeros(niter)\n", + "test_acc = zeros(int(np.ceil(niter / test_interval)))\n", + "output = zeros((niter, 8, 10))\n", + "\n", + "# the main solver loop\n", + "for it in range(niter):\n", + " solver.step(1) # SGD by Caffe\n", + " \n", + " # store the train loss\n", + " train_loss[it] = solver.net.blobs['loss'].data\n", + " \n", + " # store the output on the first test batch\n", + " # (start the forward pass at conv1 to avoid loading new data)\n", + " solver.test_nets[0].forward(start='conv1')\n", + " output[it] = solver.test_nets[0].blobs['score'].data[:8]\n", + " \n", + " # run a full test every so often\n", + " # (Caffe can also do this for us and write to a log, but we show here\n", + " # how to do it directly in Python, where more complicated things are easier.)\n", + " if it % test_interval == 0:\n", + " print 'Iteration', it, 'testing...'\n", + " correct = 0\n", + " for test_it in range(100):\n", + " solver.test_nets[0].forward()\n", + " correct += sum(solver.test_nets[0].blobs['score'].data.argmax(1)\n", + " == solver.test_nets[0].blobs['label'].data)\n", + " test_acc[it // test_interval] = correct / 1e4" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "* Let's plot the train loss and test accuracy." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "_, ax1 = subplots()\n", + "ax2 = ax1.twinx()\n", + "ax1.plot(arange(niter), train_loss)\n", + "ax2.plot(test_interval * arange(len(test_acc)), test_acc, 'r')\n", + "ax1.set_xlabel('iteration')\n", + "ax1.set_ylabel('train loss')\n", + "ax2.set_ylabel('test accuracy')\n", + "ax2.set_title('Test Accuracy: {:.2f}'.format(test_acc[-1]))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The loss seems to have dropped quickly and coverged (except for stochasticity), while the accuracy rose correspondingly. Hooray!\n", + "\n", + "* Since we saved the results on the first test batch, we can watch how our prediction scores evolved. We'll plot time on the $x$ axis and each possible label on the $y$, with lightness indicating confidence." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": false, + "scrolled": false + }, + "outputs": [], + "source": [ + "for i in range(8):\n", + " figure(figsize=(2, 2))\n", + " imshow(solver.test_nets[0].blobs['data'].data[i, 0], cmap='gray')\n", + " figure(figsize=(10, 2))\n", + " imshow(output[:50, i].T, interpolation='nearest', cmap='gray')\n", + " xlabel('iteration')\n", + " ylabel('label')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We started with little idea about any of these digits, and ended up with correct classifications for each. If you've been following along, you'll see the last digit is the most difficult, a slanted \"9\" that's (understandably) most confused with \"4\".\n", + "\n", + "* Note that these are the \"raw\" output scores rather than the softmax-computed probability vectors. The latter, shown below, make it easier to see the confidence of our net (but harder to see the scores for less likely digits)." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": false, + "scrolled": false + }, + "outputs": [], + "source": [ + "for i in range(8):\n", + " figure(figsize=(2, 2))\n", + " imshow(solver.test_nets[0].blobs['data'].data[i, 0], cmap='gray')\n", + " figure(figsize=(10, 2))\n", + " imshow(exp(output[:50, i].T) / exp(output[:50, i].T).sum(0), interpolation='nearest', cmap='gray')\n", + " xlabel('iteration')\n", + " ylabel('label')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 6. Experiment with architecture and optimization\n", + "\n", + "Now that we've defined, trained, and tested LeNet there are many possible next steps:\n", + "\n", + "- Define new architectures for comparison\n", + "- Tune optimization by setting `base_lr` and the like or simply training longer\n", + "- Switching the solver type from `SGD` to an adaptive method like `AdaDelta` or `Adam`\n", + "\n", + "Feel free to explore these directions by editing the all-in-one example that follows.\n", + "Look for \"`EDIT HERE`\" comments for suggested choice points.\n", + "\n", + "By default this defines a simple linear classifier as a baseline.\n", + "\n", + "In case your coffee hasn't kicked in and you'd like inspiration, try out\n", + "\n", + "1. Switch the nonlinearity from `ReLU` to `ELU` or a saturing nonlinearity like `Sigmoid`\n", + "2. Stack more fully connected and nonlinear layers\n", + "3. Search over learning rate 10x at a time (trying `0.1` and `0.001`)\n", + "4. Switch the solver type to `Adam` (this adaptive solver type should be less sensitive to hyperparameters, but no guarantees...)\n", + "5. Solve for longer by setting `niter` higher (to 500 or 1,000 for instance) to better show training differences" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "train_net_path = 'mnist/custom_auto_train.prototxt'\n", + "test_net_path = 'mnist/custom_auto_test.prototxt'\n", + "solver_config_path = 'mnist/custom_auto_solver.prototxt'\n", + "\n", + "### define net\n", + "def custom_net(lmdb, batch_size):\n", + " # define your own net!\n", + " n = caffe.NetSpec()\n", + " \n", + " # keep this data layer for all networks\n", + " n.data, n.label = L.Data(batch_size=batch_size, backend=P.Data.LMDB, source=lmdb,\n", + " transform_param=dict(scale=1./255), ntop=2)\n", + " \n", + " # EDIT HERE to try different networks\n", + " # this single layer defines a simple linear classifier\n", + " # (in particular this defines a multiway logistic regression)\n", + " n.score = L.InnerProduct(n.data, num_output=10, weight_filler=dict(type='xavier'))\n", + " \n", + " # EDIT HERE this is the LeNet variant we have already tried\n", + " # n.conv1 = L.Convolution(n.data, kernel_size=5, num_output=20, weight_filler=dict(type='xavier'))\n", + " # n.pool1 = L.Pooling(n.conv1, kernel_size=2, stride=2, pool=P.Pooling.MAX)\n", + " # n.conv2 = L.Convolution(n.pool1, kernel_size=5, num_output=50, weight_filler=dict(type='xavier'))\n", + " # n.pool2 = L.Pooling(n.conv2, kernel_size=2, stride=2, pool=P.Pooling.MAX)\n", + " # n.fc1 = L.InnerProduct(n.pool2, num_output=500, weight_filler=dict(type='xavier'))\n", + " # EDIT HERE consider L.ELU or L.Sigmoid for the nonlinearity\n", + " # n.relu1 = L.ReLU(n.fc1, in_place=True)\n", + " # n.score = L.InnerProduct(n.fc1, num_output=10, weight_filler=dict(type='xavier'))\n", + " \n", + " # keep this loss layer for all networks\n", + " n.loss = L.SoftmaxWithLoss(n.score, n.label)\n", + " \n", + " return n.to_proto()\n", + "\n", + "with open(train_net_path, 'w') as f:\n", + " f.write(str(custom_net('mnist/mnist_train_lmdb', 64))) \n", + "with open(test_net_path, 'w') as f:\n", + " f.write(str(custom_net('mnist/mnist_test_lmdb', 100)))\n", + "\n", + "### define solver\n", + "from caffe.proto import caffe_pb2\n", + "s = caffe_pb2.SolverParameter()\n", + "\n", + "# Set a seed for reproducible experiments:\n", + "# this controls for randomization in training.\n", + "s.random_seed = 0xCAFFE\n", + "\n", + "# Specify locations of the train and (maybe) test networks.\n", + "s.train_net = train_net_path\n", + "s.test_net.append(test_net_path)\n", + "s.test_interval = 500 # Test after every 500 training iterations.\n", + "s.test_iter.append(100) # Test on 100 batches each time we test.\n", + "\n", + "s.max_iter = 10000 # no. of times to update the net (training iterations)\n", + " \n", + "# EDIT HERE to try different solvers\n", + "# solver types include \"SGD\", \"Adam\", and \"Nesterov\" among others.\n", + "s.type = \"SGD\"\n", + "\n", + "# Set the initial learning rate for SGD.\n", + "s.base_lr = 0.01 # EDIT HERE to try different learning rates\n", + "# Set momentum to accelerate learning by\n", + "# taking weighted average of current and previous updates.\n", + "s.momentum = 0.9\n", + "# Set weight decay to regularize and prevent overfitting\n", + "s.weight_decay = 5e-4\n", + "\n", + "# Set `lr_policy` to define how the learning rate changes during training.\n", + "# This is the same policy as our default LeNet.\n", + "s.lr_policy = 'inv'\n", + "s.gamma = 0.0001\n", + "s.power = 0.75\n", + "# EDIT HERE to try the fixed rate (and compare with adaptive solvers)\n", + "# `fixed` is the simplest policy that keeps the learning rate constant.\n", + "# s.lr_policy = 'fixed'\n", + "\n", + "# Display the current training loss and accuracy every 1000 iterations.\n", + "s.display = 1000\n", + "\n", + "# Snapshots are files used to store networks we've trained.\n", + "# We'll snapshot every 5K iterations -- twice during training.\n", + "s.snapshot = 5000\n", + "s.snapshot_prefix = 'mnist/custom_net'\n", + "\n", + "# Train on the GPU\n", + "s.solver_mode = caffe_pb2.SolverParameter.GPU\n", + "\n", + "# Write the solver to a temporary file and return its filename.\n", + "with open(solver_config_path, 'w') as f:\n", + " f.write(str(s))\n", + "\n", + "### load the solver and create train and test nets\n", + "solver = None # ignore this workaround for lmdb data (can't instantiate two solvers on the same data)\n", + "solver = caffe.get_solver(solver_config_path)\n", + "\n", + "### solve\n", + "niter = 250 # EDIT HERE increase to train for longer\n", + "test_interval = niter / 10\n", + "# losses will also be stored in the log\n", + "train_loss = zeros(niter)\n", + "test_acc = zeros(int(np.ceil(niter / test_interval)))\n", + "\n", + "# the main solver loop\n", + "for it in range(niter):\n", + " solver.step(1) # SGD by Caffe\n", + " \n", + " # store the train loss\n", + " train_loss[it] = solver.net.blobs['loss'].data\n", + " \n", + " # run a full test every so often\n", + " # (Caffe can also do this for us and write to a log, but we show here\n", + " # how to do it directly in Python, where more complicated things are easier.)\n", + " if it % test_interval == 0:\n", + " print 'Iteration', it, 'testing...'\n", + " correct = 0\n", + " for test_it in range(100):\n", + " solver.test_nets[0].forward()\n", + " correct += sum(solver.test_nets[0].blobs['score'].data.argmax(1)\n", + " == solver.test_nets[0].blobs['label'].data)\n", + " test_acc[it // test_interval] = correct / 1e4\n", + "\n", + "_, ax1 = subplots()\n", + "ax2 = ax1.twinx()\n", + "ax1.plot(arange(niter), train_loss)\n", + "ax2.plot(test_interval * arange(len(test_acc)), test_acc, 'r')\n", + "ax1.set_xlabel('iteration')\n", + "ax1.set_ylabel('train loss')\n", + "ax2.set_ylabel('test accuracy')\n", + "ax2.set_title('Custom Test Accuracy: {:.2f}'.format(test_acc[-1]))" + ] + } + ], + "metadata": { + "description": "Define, train, and test the classic LeNet with the Python interface.", + "example_name": "Learning LeNet", + "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": 2 + }, + "nbformat": 4, + "nbformat_minor": 0 +} diff --git a/examples/03-fine-tuning.ipynb b/examples/03-fine-tuning.ipynb index cc90b16bbfa..05b965711bd 100644 --- a/examples/03-fine-tuning.ipynb +++ b/examples/03-fine-tuning.ipynb @@ -8,7 +8,7 @@ "\n", "In this example, we'll explore a common approach that is particularly useful in real-world applications: take a pre-trained Caffe network and fine-tune the parameters on your custom data.\n", "\n", - "The upside of such approach is that, since pre-trained networks are learned on a large set of images, the intermediate layers capture the \"semantics\" of the general visual appearance. Think of it as a very powerful feature that you can treat as a black box. On top of that, only a few layers will be needed to obtain a very good performance of the data." + "The advantage of this approach is that, since pre-trained networks are learned on a large set of images, the intermediate layers capture the \"semantics\" of the general visual appearance. Think of it as a very powerful generic visual feature that you can treat as a black box. On top of that, only a relatively small amount of data is needed for good performance on the target task." ] }, { @@ -23,162 +23,510 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ - "import os\n", - "os.chdir('..')\n", - "import sys\n", - "sys.path.insert(0, './python')\n", + "caffe_root = '../' # this file should be run from {caffe_root}/examples (otherwise change this line)\n", "\n", + "import sys\n", + "sys.path.insert(0, caffe_root + 'python')\n", "import caffe\n", + "\n", + "caffe.set_mode_gpu()\n", + "caffe.set_device(0)\n", + "\n", "import numpy as np\n", "from pylab import *\n", - "%matplotlib inline" + "%matplotlib inline\n", + "import tempfile\n", + "\n", + "# Helper function for deprocessing preprocessed images, e.g., for display.\n", + "def deprocess_net_image(image):\n", + " image = image.copy() # don't modify destructively\n", + " image = image[::-1] # BGR -> RGB\n", + " image = image.transpose(1, 2, 0) # CHW -> HWC\n", + " image += [123, 117, 104] # (approximately) undo mean subtraction\n", + "\n", + " # clamp values in [0, 255]\n", + " image[image < 0], image[image > 255] = 0, 255\n", + "\n", + " # round and cast from float32 to uint8\n", + " image = np.round(image)\n", + " image = np.require(image, dtype=np.uint8)\n", + "\n", + " return image" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 1. Setup and dataset download\n", + "\n", + "Download data required for this exercise.\n", + "\n", + "- `get_ilsvrc_aux.sh` to download the ImageNet data mean, labels, etc.\n", + "- `download_model_binary.py` to download the pretrained reference model\n", + "- `finetune_flickr_style/assemble_data.py` downloadsd the style training and testing data\n", + "\n", + "We'll download just a small subset of the full dataset for this exercise: just 2000 of the 80K images, from 5 of the 20 style categories. (To download the full dataset, set `full_dataset = True` in the cell below.)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "# NOTE: this data is bundled into the hands-on lab for you\n", + "# so we will skip some of these steps.\n", + "#\n", + "# Download just a small subset of the data for this exercise.\n", + "# (2000 of 80K images, 5 of 20 labels.)\n", + "# To download the entire dataset, set `full_dataset = True`.\n", + "full_dataset = False\n", + "if full_dataset:\n", + " NUM_STYLE_IMAGES = NUM_STYLE_LABELS = -1\n", + "else:\n", + " NUM_STYLE_IMAGES = 2000\n", + " NUM_STYLE_LABELS = 5\n", + "\n", + "# # This downloads the ilsvrc auxiliary data (mean file, etc),\n", + "# # and a subset of 2000 images for the style recognition task.\n", + "# import os\n", + "# os.chdir(caffe_root) # run scripts from caffe root\n", + "# !data/ilsvrc12/get_ilsvrc_aux.sh\n", + "# !scripts/download_model_binary.py models/bvlc_reference_caffenet\n", + "# !python examples/finetune_flickr_style/assemble_data.py \\\n", + "# --workers=-1 --seed=1701 \\\n", + "# --images=$NUM_STYLE_IMAGES --label=$NUM_STYLE_LABELS\n", + "# # back to examples\n", + "# os.chdir('examples')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Define `weights`, the path to the ImageNet pretrained weights we just downloaded, and make sure it exists." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "import os\n", + "weights = caffe_root + 'models/bvlc_reference_caffenet/bvlc_reference_caffenet.caffemodel'\n", + "assert os.path.exists(weights)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Load the 1000 ImageNet labels from `ilsvrc12/synset_words.txt`, and the 5 style labels from `finetune_flickr_style/style_names.txt`." ] }, { "cell_type": "code", - "execution_count": 2, + "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ - "# This downloads the ilsvrc auxiliary data (mean file, etc),\n", - "# and a subset of 2000 images for the style recognition task.\n", - "!data/ilsvrc12/get_ilsvrc_aux.sh\n", - "!scripts/download_model_binary.py models/bvlc_reference_caffenet\n", - "!python examples/finetune_flickr_style/assemble_data.py \\\n", - " --workers=-1 --images=2000 --seed=1701 --label=5" + "# Load ImageNet labels to imagenet_labels\n", + "imagenet_label_file = caffe_root + 'data/ilsvrc12/synset_words.txt'\n", + "imagenet_labels = list(np.loadtxt(imagenet_label_file, str, delimiter='\\t'))\n", + "assert len(imagenet_labels) == 1000\n", + "print 'Loaded ImageNet labels:\\n', '\\n'.join(imagenet_labels[:10] + ['...'])\n", + "\n", + "# Load style labels to style_labels\n", + "style_label_file = caffe_root + 'examples/finetune_flickr_style/style_names.txt'\n", + "style_labels = list(np.loadtxt(style_label_file, str, delimiter='\\n'))\n", + "if NUM_STYLE_LABELS > 0:\n", + " style_labels = style_labels[:NUM_STYLE_LABELS]\n", + "print '\\nLoaded style labels:\\n', ', '.join(style_labels)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "Let's show what is the difference between the fine-tuning network and the original caffe model." + "### 2. Defining and running the nets\n", + "\n", + "We'll start by defining `caffenet`, a function which initializes the *CaffeNet* architecture (a minor variant on *AlexNet*), taking arguments specifying the data and number of output classes." ] }, { "cell_type": "code", - "execution_count": 3, + "execution_count": null, + "metadata": { + "collapsed": false, + "scrolled": true + }, + "outputs": [], + "source": [ + "from caffe import layers as L\n", + "from caffe import params as P\n", + "\n", + "weight_param = dict(lr_mult=1, decay_mult=1)\n", + "bias_param = dict(lr_mult=2, decay_mult=0)\n", + "learned_param = [weight_param, bias_param]\n", + "\n", + "frozen_param = [dict(lr_mult=0)] * 2\n", + "\n", + "def conv_relu(bottom, ks, nout, stride=1, pad=0, group=1,\n", + " param=learned_param,\n", + " weight_filler=dict(type='gaussian', std=0.01),\n", + " bias_filler=dict(type='constant', value=0.1)):\n", + " conv = L.Convolution(bottom, kernel_size=ks, stride=stride,\n", + " num_output=nout, pad=pad, group=group,\n", + " param=param, weight_filler=weight_filler,\n", + " bias_filler=bias_filler)\n", + " return conv, L.ReLU(conv, in_place=True)\n", + "\n", + "def fc_relu(bottom, nout, param=learned_param,\n", + " weight_filler=dict(type='gaussian', std=0.005),\n", + " bias_filler=dict(type='constant', value=0.1)):\n", + " fc = L.InnerProduct(bottom, num_output=nout, param=param,\n", + " weight_filler=weight_filler,\n", + " bias_filler=bias_filler)\n", + " return fc, L.ReLU(fc, in_place=True)\n", + "\n", + "def max_pool(bottom, ks, stride=1):\n", + " return L.Pooling(bottom, pool=P.Pooling.MAX, kernel_size=ks, stride=stride)\n", + "\n", + "def caffenet(data, label=None, train=True, num_classes=1000,\n", + " classifier_name='fc8', learn_all=False):\n", + " \"\"\"Returns a NetSpec specifying CaffeNet, following the original proto text\n", + " specification (./models/bvlc_reference_caffenet/train_val.prototxt).\"\"\"\n", + " n = caffe.NetSpec()\n", + " n.data = data\n", + " param = learned_param if learn_all else frozen_param\n", + " n.conv1, n.relu1 = conv_relu(n.data, 11, 96, stride=4, param=param)\n", + " n.pool1 = max_pool(n.relu1, 3, stride=2)\n", + " n.norm1 = L.LRN(n.pool1, local_size=5, alpha=1e-4, beta=0.75)\n", + " n.conv2, n.relu2 = conv_relu(n.norm1, 5, 256, pad=2, group=2, param=param)\n", + " n.pool2 = max_pool(n.relu2, 3, stride=2)\n", + " n.norm2 = L.LRN(n.pool2, local_size=5, alpha=1e-4, beta=0.75)\n", + " n.conv3, n.relu3 = conv_relu(n.norm2, 3, 384, pad=1, param=param)\n", + " n.conv4, n.relu4 = conv_relu(n.relu3, 3, 384, pad=1, group=2, param=param)\n", + " n.conv5, n.relu5 = conv_relu(n.relu4, 3, 256, pad=1, group=2, param=param)\n", + " n.pool5 = max_pool(n.relu5, 3, stride=2)\n", + " n.fc6, n.relu6 = fc_relu(n.pool5, 4096, param=param)\n", + " if train:\n", + " n.drop6 = fc7input = L.Dropout(n.relu6, in_place=True)\n", + " else:\n", + " fc7input = n.relu6\n", + " n.fc7, n.relu7 = fc_relu(fc7input, 4096, param=param)\n", + " if train:\n", + " n.drop7 = fc8input = L.Dropout(n.relu7, in_place=True)\n", + " else:\n", + " fc8input = n.relu7\n", + " # always learn fc8 (param=learned_param)\n", + " fc8 = L.InnerProduct(fc8input, num_output=num_classes, param=learned_param)\n", + " # give fc8 the name specified by argument `classifier_name`\n", + " n.__setattr__(classifier_name, fc8)\n", + " if not train:\n", + " n.probs = L.Softmax(fc8)\n", + " if label is not None:\n", + " n.label = label\n", + " n.loss = L.SoftmaxWithLoss(fc8, n.label)\n", + " n.acc = L.Accuracy(fc8, n.label)\n", + " # write the net to a temporary file and return its filename\n", + " with tempfile.NamedTemporaryFile(delete=False) as f:\n", + " f.write(str(n.to_proto()))\n", + " return f.name" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Now, let's create a *CaffeNet* that takes unlabeled \"dummy data\" as input, allowing us to set its input images externally and see what ImageNet classes it predicts." + ] + }, + { + "cell_type": "code", + "execution_count": null, "metadata": { "collapsed": false }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "1c1\r\n", - "< name: \"CaffeNet\"\r\n", - "---\r\n", - "> name: \"FlickrStyleCaffeNet\"\r\n", - "4c4\r\n", - "< type: \"Data\"\r\n", - "---\r\n", - "> type: \"ImageData\"\r\n", - "15,26c15,19\r\n", - "< # mean pixel / channel-wise mean instead of mean image\r\n", - "< # transform_param {\r\n", - "< # crop_size: 227\r\n", - "< # mean_value: 104\r\n", - "< # mean_value: 117\r\n", - "< # mean_value: 123\r\n", - "< # mirror: true\r\n", - "< # }\r\n", - "< data_param {\r\n", - "< source: \"examples/imagenet/ilsvrc12_train_lmdb\"\r\n", - "< batch_size: 256\r\n", - "< backend: LMDB\r\n", - "---\r\n", - "> image_data_param {\r\n", - "> source: \"data/flickr_style/train.txt\"\r\n", - "> batch_size: 50\r\n", - "> new_height: 256\r\n", - "> new_width: 256\r\n", - "31c24\r\n", - "< type: \"Data\"\r\n", - "---\r\n", - "> type: \"ImageData\"\r\n", - "42,51c35,36\r\n", - "< # mean pixel / channel-wise mean instead of mean image\r\n", - "< # transform_param {\r\n", - "< # crop_size: 227\r\n", - "< # mean_value: 104\r\n", - "< # mean_value: 117\r\n", - "< # mean_value: 123\r\n", - "< # mirror: true\r\n", - "< # }\r\n", - "< data_param {\r\n", - "< source: \"examples/imagenet/ilsvrc12_val_lmdb\"\r\n", - "---\r\n", - "> image_data_param {\r\n", - "> source: \"data/flickr_style/test.txt\"\r\n", - "53c38,39\r\n", - "< backend: LMDB\r\n", - "---\r\n", - "> new_height: 256\r\n", - "> new_width: 256\r\n", - "323a310\r\n", - "> # Note that lr_mult can be set to 0 to disable any fine-tuning of this, and any other, layer\r\n", - "360c347\r\n", - "< name: \"fc8\"\r\n", - "---\r\n", - "> name: \"fc8_flickr\"\r\n", - "363c350,351\r\n", - "< top: \"fc8\"\r\n", - "---\r\n", - "> top: \"fc8_flickr\"\r\n", - "> # lr_mult is set to higher than for other layers, because this layer is starting from random while the others are already trained\r\n", - "365c353\r\n", - "< lr_mult: 1\r\n", - "---\r\n", - "> lr_mult: 10\r\n", - "369c357\r\n", - "< lr_mult: 2\r\n", - "---\r\n", - "> lr_mult: 20\r\n", - "373c361\r\n", - "< num_output: 1000\r\n", - "---\r\n", - "> num_output: 20\r\n", - "384a373,379\r\n", - "> name: \"loss\"\r\n", - "> type: \"SoftmaxWithLoss\"\r\n", - "> bottom: \"fc8_flickr\"\r\n", - "> bottom: \"label\"\r\n", - "> top: \"loss\"\r\n", - "> }\r\n", - "> layer {\r\n", - "387c382\r\n", - "< bottom: \"fc8\"\r\n", - "---\r\n", - "> bottom: \"fc8_flickr\"\r\n", - "393,399d387\r\n", - "< }\r\n", - "< layer {\r\n", - "< name: \"loss\"\r\n", - "< type: \"SoftmaxWithLoss\"\r\n", - "< bottom: \"fc8\"\r\n", - "< bottom: \"label\"\r\n", - "< top: \"loss\"\r\n" - ] - } - ], - "source": [ - "!diff models/bvlc_reference_caffenet/train_val.prototxt models/finetune_flickr_style/train_val.prototxt" + "outputs": [], + "source": [ + "dummy_data = L.DummyData(shape=dict(dim=[1, 3, 227, 227]))\n", + "imagenet_net_filename = caffenet(data=dummy_data, train=False)\n", + "imagenet_net = caffe.Net(imagenet_net_filename, weights, caffe.TEST)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "For your record, if you want to train the network in pure C++ tools, here is the command:\n", + "Define a function `style_net` which calls `caffenet` on data from the Flickr style dataset.\n", + "\n", + "The new network will also have the *CaffeNet* architecture, with differences in the input and output:\n", + "\n", + "- the input is the Flickr style data we downloaded, provided by an `ImageData` layer\n", + "- the output is a distribution over 20 classes rather than the original 1000 ImageNet classes\n", + "- the classification layer is renamed from `fc8` to `fc8_flickr` to tell Caffe not to load the original classifier (`fc8`) weights from the ImageNet-pretrained model" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "def style_net(train=True, learn_all=False, subset=None):\n", + " if subset is None:\n", + " subset = 'train' if train else 'test'\n", + " source = caffe_root + 'data/flickr_style/%s.txt' % subset\n", + " transform_param = dict(mirror=train, crop_size=227,\n", + " mean_file=caffe_root + 'data/ilsvrc12/imagenet_mean.binaryproto')\n", + " style_data, style_label = L.ImageData(\n", + " transform_param=transform_param, source=source,\n", + " batch_size=50, new_height=256, new_width=256, ntop=2)\n", + " return caffenet(data=style_data, label=style_label, train=train,\n", + " num_classes=NUM_STYLE_LABELS,\n", + " classifier_name='fc8_flickr',\n", + " learn_all=learn_all)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Use the `style_net` function defined above to initialize `untrained_style_net`, a *CaffeNet* with input images from the style dataset and weights from the pretrained ImageNet model.\n", + "\n", + "\n", + "Call `forward` on `untrained_style_net` to get a batch of style training data." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "untrained_style_net = caffe.Net(style_net(train=False, subset='train'),\n", + " weights, caffe.TEST)\n", + "untrained_style_net.forward()\n", + "style_data_batch = untrained_style_net.blobs['data'].data.copy()\n", + "style_label_batch = np.array(untrained_style_net.blobs['label'].data, dtype=np.int32)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Pick one of the style net training images from the batch of 50 (we'll arbitrarily choose #8 here). Display it, then run it through `imagenet_net`, the ImageNet-pretrained network to view its top 5 predicted classes from the 1000 ImageNet classes.\n", + "\n", + "Below we chose an image where the network's predictions happen to be reasonable, as the image is of a beach, and \"sandbar\" and \"seashore\" both happen to be ImageNet-1000 categories. For other images, the predictions won't be this good, sometimes due to the network actually failing to recognize the object(s) present in the image, but perhaps even more often due to the fact that not all images contain an object from the (somewhat arbitrarily chosen) 1000 ImageNet categories. Modify the `batch_index` variable by changing its default setting of 8 to another value from 0-49 (since the batch size is 50) to see predictions for other images in the batch. (To go beyond this batch of 50 images, first rerun the *above* cell to load a fresh batch of data into `style_net`.)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "def disp_preds(net, image, labels, k=5, name='ImageNet'):\n", + " input_blob = net.blobs['data']\n", + " net.blobs['data'].data[0, ...] = image\n", + " probs = net.forward(start='conv1')['probs'][0]\n", + " top_k = (-probs).argsort()[:k]\n", + " print 'top %d predicted %s labels =' % (k, name)\n", + " print '\\n'.join('\\t(%d) %5.2f%% %s' % (i+1, 100*probs[p], labels[p])\n", + " for i, p in enumerate(top_k))\n", + "\n", + "def disp_imagenet_preds(net, image):\n", + " disp_preds(net, image, imagenet_labels, name='ImageNet')\n", + "\n", + "def disp_style_preds(net, image):\n", + " disp_preds(net, image, style_labels, name='style')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "batch_index = 8\n", + "image = style_data_batch[batch_index]\n", + "plt.imshow(deprocess_net_image(image))\n", + "print 'actual label =', style_labels[style_label_batch[batch_index]]" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "disp_imagenet_preds(imagenet_net, image)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We can also look at `untrained_style_net`'s predictions, but we won't see anything interesting as its classifier hasn't been trained yet.\n", + "\n", + "In fact, since we zero-initialized the classifier (see `caffenet` definition -- no `weight_filler` is passed to the final `InnerProduct` layer), the softmax inputs should be all zero and we should therefore see a predicted probability of 1/N for each label (for N labels). Since we set N = 5, we get a predicted probability of 20% for each class." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "disp_style_preds(untrained_style_net, image)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We can also verify that the activations in layer `fc7` immediately before the classification layer are the same as (or very close to) those in the ImageNet-pretrained model, since both models are using the same pretrained weights in the `conv1` through `fc7` layers." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "diff = untrained_style_net.blobs['fc7'].data[0] - imagenet_net.blobs['fc7'].data[0]\n", + "error = (diff ** 2).sum()\n", + "assert error < 1e-8" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Delete `untrained_style_net` to save memory. (Hang on to `imagenet_net` as we'll use it again later.)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "del untrained_style_net" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 3. Training the style classifier\n", + "\n", + "Now, we'll define a function `solver` to create our Caffe solvers, which are used to train the network (learn its weights). In this function we'll set values for various parameters used for learning, display, and \"snapshotting\" -- see the inline comments for explanations of what they mean. You may want to play with some of the learning parameters to see if you can improve on the results here!" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "from caffe.proto import caffe_pb2\n", + "\n", + "def solver(train_net_path, test_net_path=None, base_lr=0.001):\n", + " s = caffe_pb2.SolverParameter()\n", + "\n", + " # Specify locations of the train and (maybe) test networks.\n", + " s.train_net = train_net_path\n", + " if test_net_path is not None:\n", + " s.test_net.append(test_net_path)\n", + " s.test_interval = 1000 # Test after every 1000 training iterations.\n", + " s.test_iter.append(100) # Test on 100 batches each time we test.\n", + "\n", + " # The number of iterations over which to average the gradient.\n", + " # Effectively boosts the training batch size by the given factor, without\n", + " # affecting memory utilization.\n", + " s.iter_size = 1\n", + " \n", + " s.max_iter = 100000 # # of times to update the net (training iterations)\n", + " \n", + " # Solve using the stochastic gradient descent (SGD) algorithm.\n", + " # Other choices include 'Adam' and 'RMSProp'.\n", + " s.type = 'SGD'\n", + "\n", + " # Set the initial learning rate for SGD.\n", + " s.base_lr = base_lr\n", + "\n", + " # Set `lr_policy` to define how the learning rate changes during training.\n", + " # Here, we 'step' the learning rate by multiplying it by a factor `gamma`\n", + " # every `stepsize` iterations.\n", + " s.lr_policy = 'step'\n", + " s.gamma = 0.1\n", + " s.stepsize = 20000\n", + "\n", + " # Set other SGD hyperparameters. Setting a non-zero `momentum` takes a\n", + " # weighted average of the current gradient and previous gradients to make\n", + " # learning more stable. L2 weight decay regularizes learning, to help prevent\n", + " # the model from overfitting.\n", + " s.momentum = 0.9\n", + " s.weight_decay = 5e-4\n", + "\n", + " # Display the current training loss and accuracy every 1000 iterations.\n", + " s.display = 1000\n", + "\n", + " # Snapshots are files used to store networks we've trained. Here, we'll\n", + " # snapshot every 10K iterations -- ten times during training.\n", + " s.snapshot = 10000\n", + " s.snapshot_prefix = caffe_root + 'models/finetune_flickr_style/finetune_flickr_style'\n", + " \n", + " # Train on the GPU. Using the CPU to train large networks is very slow.\n", + " s.solver_mode = caffe_pb2.SolverParameter.GPU\n", + " \n", + " # Write the solver to a temporary file and return its filename.\n", + " with tempfile.NamedTemporaryFile(delete=False) as f:\n", + " f.write(str(s))\n", + " return f.name" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Now we'll invoke the solver to train the style net's classification layer.\n", + "\n", + "For the record, if you want to train the network using only the command line tool, this is the command:\n", "\n", "\n", "build/tools/caffe train \\\n", @@ -187,726 +535,319 @@ " -gpu 0\n", "\n", "\n", - "However, we will train using Python in this example." + "However, we will train using Python in this example.\n", + "\n", + "We'll first define `run_solvers`, a function that takes a list of solvers and steps each one in a round robin manner, recording the accuracy and loss values each iteration. At the end, the learned weights are saved to a file." ] }, { "cell_type": "code", - "execution_count": 4, + "execution_count": null, "metadata": { "collapsed": false }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "iter 0, finetune_loss=3.360094, scratch_loss=3.136188\n", - "iter 10, finetune_loss=2.672608, scratch_loss=9.736364\n", - "iter 20, finetune_loss=2.071996, scratch_loss=2.250404\n", - "iter 30, finetune_loss=1.758295, scratch_loss=2.049553\n", - "iter 40, finetune_loss=1.533391, scratch_loss=1.941318\n", - "iter 50, finetune_loss=1.561658, scratch_loss=1.839706\n", - "iter 60, finetune_loss=1.461696, scratch_loss=1.880035\n", - "iter 70, finetune_loss=1.267941, scratch_loss=1.719161\n", - "iter 80, finetune_loss=1.192778, scratch_loss=1.627453\n", - "iter 90, finetune_loss=1.541176, scratch_loss=1.822061\n", - "iter 100, finetune_loss=1.029039, scratch_loss=1.654087\n", - "iter 110, finetune_loss=1.138547, scratch_loss=1.735837\n", - "iter 120, finetune_loss=0.917412, scratch_loss=1.851918\n", - "iter 130, finetune_loss=0.971519, scratch_loss=1.801927\n", - "iter 140, finetune_loss=0.868252, scratch_loss=1.745545\n", - "iter 150, finetune_loss=0.790020, scratch_loss=1.844925\n", - "iter 160, finetune_loss=1.092668, scratch_loss=1.695591\n", - "iter 170, finetune_loss=1.055344, scratch_loss=1.661715\n", - "iter 180, finetune_loss=0.969769, scratch_loss=1.823639\n", - "iter 190, finetune_loss=0.780566, scratch_loss=1.820862\n", - "done\n" - ] - } - ], - "source": [ - "niter = 200\n", - "# losses will also be stored in the log\n", - "train_loss = np.zeros(niter)\n", - "scratch_train_loss = np.zeros(niter)\n", + "outputs": [], + "source": [ + "def run_solvers(niter, solvers, disp_interval=10):\n", + " \"\"\"Run solvers for niter iterations,\n", + " returning the loss and accuracy recorded each iteration.\n", + " `solvers` is a list of (name, solver) tuples.\"\"\"\n", + " blobs = ('loss', 'acc')\n", + " loss, acc = ({name: np.zeros(niter) for name, _ in solvers}\n", + " for _ in blobs)\n", + " for it in range(niter):\n", + " for name, s in solvers:\n", + " s.step(1) # run a single SGD step in Caffe\n", + " loss[name][it], acc[name][it] = (s.net.blobs[b].data.copy()\n", + " for b in blobs)\n", + " if it % disp_interval == 0 or it + 1 == niter:\n", + " loss_disp = '; '.join('%s: loss=%.3f, acc=%2d%%' %\n", + " (n, loss[n][it], np.round(100*acc[n][it]))\n", + " for n, _ in solvers)\n", + " print '%3d) %s' % (it, loss_disp) \n", + " # Save the learned weights from both nets.\n", + " weight_dir = tempfile.mkdtemp()\n", + " weights = {}\n", + " for name, s in solvers:\n", + " filename = 'weights.%s.caffemodel' % name\n", + " weights[name] = os.path.join(weight_dir, filename)\n", + " s.net.save(weights[name])\n", + " return loss, acc, weights" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Let's create and run solvers to train nets for the style recognition task. We'll create two solvers -- one (`style_solver`) will have its train net initialized to the ImageNet-pretrained weights (this is done by the call to the `copy_from` method), and the other (`scratch_style_solver`) will start from a *randomly* initialized net.\n", "\n", - "caffe.set_device(0)\n", - "caffe.set_mode_gpu()\n", - "# We create a solver that fine-tunes from a previously trained network.\n", - "solver = caffe.SGDSolver('models/finetune_flickr_style/solver.prototxt')\n", - "solver.net.copy_from('models/bvlc_reference_caffenet/bvlc_reference_caffenet.caffemodel')\n", - "# For reference, we also create a solver that does no finetuning.\n", - "scratch_solver = caffe.SGDSolver('models/finetune_flickr_style/solver.prototxt')\n", + "During training, we should see that the ImageNet pretrained net is learning faster and attaining better accuracies than the scratch net." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "niter = 200 # number of iterations to train\n", + "\n", + "# Reset style_solver as before.\n", + "style_solver_filename = solver(style_net(train=True))\n", + "style_solver = caffe.get_solver(style_solver_filename)\n", + "style_solver.net.copy_from(weights)\n", + "\n", + "# For reference, we also create a solver that isn't initialized from\n", + "# the pretrained ImageNet weights.\n", + "scratch_style_solver_filename = solver(style_net(train=True))\n", + "scratch_style_solver = caffe.get_solver(scratch_style_solver_filename)\n", + "\n", + "print 'Running solvers for %d iterations...' % niter\n", + "solvers = [('pretrained', style_solver),\n", + " ('scratch', scratch_style_solver)]\n", + "loss, acc, weights = run_solvers(niter, solvers)\n", + "print 'Done.'\n", + "\n", + "train_loss, scratch_train_loss = loss['pretrained'], loss['scratch']\n", + "train_acc, scratch_train_acc = acc['pretrained'], acc['scratch']\n", + "style_weights, scratch_style_weights = weights['pretrained'], weights['scratch']\n", "\n", - "# We run the solver for niter times, and record the training loss.\n", - "for it in range(niter):\n", - " solver.step(1) # SGD by Caffe\n", - " scratch_solver.step(1)\n", - " # store the train loss\n", - " train_loss[it] = solver.net.blobs['loss'].data\n", - " scratch_train_loss[it] = scratch_solver.net.blobs['loss'].data\n", - " if it % 10 == 0:\n", - " print 'iter %d, finetune_loss=%f, scratch_loss=%f' % (it, train_loss[it], scratch_train_loss[it])\n", - "print 'done'" + "# Delete solvers to save memory.\n", + "del style_solver, scratch_style_solver, solvers" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "Let's look at the training loss produced by the two training procedures respectively." + "Let's look at the training loss and accuracy produced by the two training procedures. Notice how quickly the ImageNet pretrained model's loss value (blue) drops, and that the randomly initialized model's loss value (green) barely (if at all) improves from training only the classifier layer." ] }, { "cell_type": "code", - "execution_count": 5, + "execution_count": null, "metadata": { "collapsed": false, "scrolled": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "[,\n", - " ]" - ] - }, - "execution_count": 5, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": [ - "iVBORw0KGgoAAAANSUhEUgAAAXUAAAEACAYAAABMEua6AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", - "AAALEgAACxIB0t1+/AAAIABJREFUeJzt3XmcXFWd9/HPtzt7AlkkJCGAgbCIqCSyuIDaRECEYZvB\n", - "EQRFB5iMo8CjzuMwOlpdioo4IM4iM6wTgdHhgRFBRAhLM6gQtgQCIQQkYc8CJIEQQpb+PX+c01hp\n", - "eqmqrl5SfN+vV7266tZdzr11+3tPnXvuLUUEZmZWHxr6uwBmZlY7DnUzszriUDczqyMOdTOzOuJQ\n", - "NzOrIw51M7M6UlaoS2qUNFfS9fn1OEmzJS2SdLOkMb1bTDMzK0e5NfUzgAVAW6f2M4HZEbEbcGt+\n", - "bWZm/azbUJe0PXAYcDGgPPhIYFZ+Pgs4uldKZ2ZmFSmnpv5j4P8CrSXDJkTEsvx8GTCh1gUzM7PK\n", - 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"output_type": "display_data" - } - ], - "source": [ - "plot(np.vstack([train_loss, scratch_train_loss]).T)" + "outputs": [], + "source": [ + "plot(np.vstack([train_loss, scratch_train_loss]).T)\n", + "xlabel('Iteration #')\n", + "ylabel('Loss')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "plot(np.vstack([train_acc, scratch_train_acc]).T)\n", + "xlabel('Iteration #')\n", + "ylabel('Accuracy')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Let's take a look at the testing accuracy after running 200 iterations of training. Note that we're classifying among 5 classes, giving chance accuracy of 20%. We expect both results to be better than chance accuracy (20%), and we further expect the result from training using the ImageNet pretraining initialization to be much better than the one from training from scratch. Let's see." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "def eval_style_net(weights, test_iters=10):\n", + " test_net = caffe.Net(style_net(train=False), weights, caffe.TEST)\n", + " accuracy = 0\n", + " for it in xrange(test_iters):\n", + " accuracy += test_net.forward()['acc']\n", + " accuracy /= test_iters\n", + " return test_net, accuracy" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "test_net, accuracy = eval_style_net(style_weights)\n", + "print 'Accuracy, trained from ImageNet initialization: %3.1f%%' % (100*accuracy, )\n", + "scratch_test_net, scratch_accuracy = eval_style_net(scratch_style_weights)\n", + "print 'Accuracy, trained from random initialization: %3.1f%%' % (100*scratch_accuracy, )" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "Notice how the fine-tuning procedure produces a more smooth loss function change, and ends up at a better loss. A closer look at small values, clipping to avoid showing too large loss during training:" + "### 4. End-to-end finetuning for style\n", + "\n", + "Finally, we'll train both nets again, starting from the weights we just learned. The only difference this time is that we'll be learning the weights \"end-to-end\" by turning on learning in *all* layers of the network, starting from the RGB `conv1` filters directly applied to the input image. We pass the argument `learn_all=True` to the `style_net` function defined earlier in this notebook, which tells the function to apply a positive (non-zero) `lr_mult` value for all parameters. Under the default, `learn_all=False`, all parameters in the pretrained layers (`conv1` through `fc7`) are frozen (`lr_mult = 0`), and we learn only the classifier layer `fc8_flickr`.\n", + "\n", + "Note that both networks start at roughly the accuracy achieved at the end of the previous training session, and improve significantly with end-to-end training. To be more scientific, we'd also want to follow the same additional training procedure *without* the end-to-end training, to ensure that our results aren't better simply because we trained for twice as long. Feel free to try this yourself!" ] }, { "cell_type": "code", - "execution_count": 6, + "execution_count": null, "metadata": { "collapsed": false }, - "outputs": [ - { - "data": { - "text/plain": [ - "[,\n", - " ]" - ] - }, - "execution_count": 6, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": [ - "iVBORw0KGgoAAAANSUhEUgAAAXgAAAEACAYAAAC57G0KAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", - "AAALEgAACxIB0t1+/AAAIABJREFUeJzsnXeYHNWVt98jgXIY5ZyQMNlIJJMMwhhssI0Dxsbr8Dms\n", - "zTpne9e73qa9tnFYrzMYe53WOeyuFzA4YBAYTEYiCQQCCSRAaZQTEtL5/jj3TlXXVHdX9/SMZsR5\n", - "n2ee6a6uqq5Ov3vu7557rqgqjuM4zv5Hv319AY7jOE734ALvOI6zn+IC7ziOs5/iAu84jrOf4gLv\n", - "OI6zn+IC7ziOs59SSOBFpL+ILBSRK6s8/g0ReURE7hGRea29RMdxHKcZikbwHwQWA52S5kXkXGCO\n", - "qh4MvAu4rHWX5ziO4zRLXYEXkanAucB/ApKzy3nAjwFU9TagTUQmtPIiHcdxnMYpEsF/Ffg4sLfK\n", - "41OAFan7K4GpXbwux3Ecp4vUFHgReTmwRlUXkh+9d+yaue/1DxzHcfYxB9R5/GTgvOCzDwJGiMh/\n", - "qepbUvs8CUxL3Z8atlUgIi76juM4TaCqtQLsqkjRYmMicjrwMVV9RWb7ucD7VPVcETkR+Jqqnphz\n", - 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For example, if learning diverges\n", + "# (e.g., the loss gets very large or goes to infinity/NaN), you should try\n", + "# decreasing base_lr (e.g., to 1e-4, then 1e-5, etc., until you find a value\n", + "# for which learning does not diverge).\n", + "base_lr = 0.001\n", + "\n", + "style_solver_filename = solver(end_to_end_net, base_lr=base_lr)\n", + "style_solver = caffe.get_solver(style_solver_filename)\n", + "style_solver.net.copy_from(style_weights)\n", + "\n", + "scratch_style_solver_filename = solver(end_to_end_net, base_lr=base_lr)\n", + "scratch_style_solver = caffe.get_solver(scratch_style_solver_filename)\n", + "scratch_style_solver.net.copy_from(scratch_style_weights)\n", + "\n", + "print 'Running solvers for %d iterations...' % niter\n", + "solvers = [('pretrained, end-to-end', style_solver),\n", + " ('scratch, end-to-end', scratch_style_solver)]\n", + "_, _, finetuned_weights = run_solvers(niter, solvers)\n", + "print 'Done.'\n", + "\n", + "style_weights_ft = finetuned_weights['pretrained, end-to-end']\n", + "scratch_style_weights_ft = finetuned_weights['scratch, end-to-end']\n", + "\n", + "# Delete solvers to save memory.\n", + "del style_solver, scratch_style_solver, solvers" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "Let's take a look at the testing accuracy after running 200 iterations. Note that we are running a classification task of 5 classes, thus a chance accuracy is 20%. As we will reasonably expect, the finetuning result will be much better than the one from training from scratch. Let's see." + "Let's now test the end-to-end finetuned models. Since all layers have been optimized for the style recognition task at hand, we expect both nets to get better results than the ones above, which were achieved by nets with only their classifier layers trained for the style task (on top of either ImageNet pretrained or randomly initialized weights)." ] }, { "cell_type": "code", - "execution_count": 7, + "execution_count": null, "metadata": { "collapsed": false }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Accuracy for fine-tuning: 0.570000001788\n", - "Accuracy for training from scratch: 0.224000000954\n" - ] - } - ], - "source": [ - "test_iters = 10\n", - "accuracy = 0\n", - "scratch_accuracy = 0\n", - "for it in arange(test_iters):\n", - " solver.test_nets[0].forward()\n", - " accuracy += solver.test_nets[0].blobs['accuracy'].data\n", - " scratch_solver.test_nets[0].forward()\n", - " scratch_accuracy += scratch_solver.test_nets[0].blobs['accuracy'].data\n", - "accuracy /= test_iters\n", - "scratch_accuracy /= test_iters\n", - "print 'Accuracy for fine-tuning:', accuracy\n", - "print 'Accuracy for training from scratch:', scratch_accuracy" + "outputs": [], + "source": [ + "test_net, accuracy = eval_style_net(style_weights_ft)\n", + "print 'Accuracy, finetuned from ImageNet initialization: %3.1f%%' % (100*accuracy, )\n", + "scratch_test_net, scratch_accuracy = eval_style_net(scratch_style_weights_ft)\n", + "print 'Accuracy, finetuned from random initialization: %3.1f%%' % (100*scratch_accuracy, )" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We'll first look back at the image we started with and check our end-to-end trained model's predictions." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "plt.imshow(deprocess_net_image(image))\n", + "disp_style_preds(test_net, image)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Whew, that looks a lot better than before! But note that this image was from the training set, so the net got to see its label at training time.\n", + "\n", + "Finally, we'll pick an image from the test set (an image the model hasn't seen) and look at our end-to-end finetuned style model's predictions for it." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "batch_index = 1\n", + "image = test_net.blobs['data'].data[batch_index]\n", + "plt.imshow(deprocess_net_image(image))\n", + "print 'actual label =', style_labels[int(test_net.blobs['label'].data[batch_index])]" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "disp_style_preds(test_net, image)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We can also look at the predictions of the network trained from scratch. We see that in this case, the scratch network also predicts the correct label for the image (*Pastel*), but is much less confident in its prediction than the pretrained net." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "disp_style_preds(scratch_test_net, image)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Of course, we can again look at the ImageNet model's predictions for the above image:" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "disp_imagenet_preds(imagenet_net, image)" ] }, { @@ -938,7 +879,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython2", - "version": "2.7.9" + "version": "2.7.10" }, "priority": 4 }, diff --git a/examples/02-brewing-logreg.ipynb b/examples/brewing-logreg.ipynb similarity index 99% rename from examples/02-brewing-logreg.ipynb rename to examples/brewing-logreg.ipynb index d36871fcdfd..51fe73606ad 100644 --- a/examples/02-brewing-logreg.ipynb +++ b/examples/brewing-logreg.ipynb @@ -4816,7 +4816,7 @@ "%%timeit\n", "# Train and test the scikit-learn SGD logistic regression.\n", "clf = sklearn.linear_model.SGDClassifier(\n", - " loss='log', n_iter=1000, penalty='l2', alpha=1e-3, class_weight='auto')\n", + " loss='log', n_iter=1000, penalty='l2', alpha=5e-4, class_weight='auto')\n", "\n", "clf.fit(X, y)\n", "yt_pred = clf.predict(Xt)\n", @@ -4891,11 +4891,13 @@ " n.accuracy = L.Accuracy(n.ip1, n.label)\n", " n.loss = L.SoftmaxWithLoss(n.ip1, n.label)\n", " return n.to_proto()\n", - " \n", - "with open('examples/hdf5_classification/logreg_auto_train.prototxt', 'w') as f:\n", + "\n", + "train_net_path = 'examples/hdf5_classification/logreg_auto_train.prototxt'\n", + "with open(train_net_path, 'w') as f:\n", " f.write(str(logreg('examples/hdf5_classification/data/train.txt', 10)))\n", - " \n", - "with open('examples/hdf5_classification/logreg_auto_test.prototxt', 'w') as f:\n", + "\n", + "test_net_path = 'examples/hdf5_classification/logreg_auto_test.prototxt'\n", + "with open(test_net_path, 'w') as f:\n", " f.write(str(logreg('examples/hdf5_classification/data/test.txt', 10)))" ] }, @@ -4903,6 +4905,74 @@ "cell_type": "markdown", "metadata": {}, "source": [ + "Now, we'll define our \"solver\" which trains the network by specifying the locations of the train and test nets we defined above, as well as setting values for various parameters used for learning, display, and \"snapshotting\"." + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "from caffe.proto import caffe_pb2\n", + "\n", + "def solver(train_net_path, test_net_path):\n", + " s = caffe_pb2.SolverParameter()\n", + "\n", + " # Specify locations of the train and test networks.\n", + " s.train_net = train_net_path\n", + " s.test_net.append(test_net_path)\n", + "\n", + " s.test_interval = 1000 # Test after every 1000 training iterations.\n", + " s.test_iter.append(250) # Test 250 \"batches\" each time we test.\n", + "\n", + " s.max_iter = 10000 # # of times to update the net (training iterations)\n", + "\n", + " # Set the initial learning rate for stochastic gradient descent (SGD).\n", + " s.base_lr = 0.01 \n", + "\n", + " # Set `lr_policy` to define how the learning rate changes during training.\n", + " # Here, we 'step' the learning rate by multiplying it by a factor `gamma`\n", + " # every `stepsize` iterations.\n", + " s.lr_policy = 'step'\n", + " s.gamma = 0.1\n", + " s.stepsize = 5000\n", + "\n", + " # Set other optimization parameters. Setting a non-zero `momentum` takes a\n", + " # weighted average of the current gradient and previous gradients to make\n", + " # learning more stable. L2 weight decay regularizes learning, to help prevent\n", + " # the model from overfitting.\n", + " s.momentum = 0.9\n", + " s.weight_decay = 5e-4\n", + "\n", + " # Display the current training loss and accuracy every 1000 iterations.\n", + " s.display = 1000\n", + "\n", + " # Snapshots are files used to store networks we've trained. Here, we'll\n", + " # snapshot every 10K iterations -- just once at the end of training.\n", + " # For larger networks that take longer to train, you may want to set\n", + " # snapshot < max_iter to save the network and training state to disk during\n", + " # optimization, preventing disaster in case of machine crashes, etc.\n", + " s.snapshot = 10000\n", + " s.snapshot_prefix = 'examples/hdf5_classification/data/train'\n", + "\n", + " # We'll train on the CPU for fair benchmarking against scikit-learn.\n", + " # Changing to GPU should result in much faster training!\n", + " s.solver_mode = caffe_pb2.SolverParameter.CPU\n", + " \n", + " return s\n", + "\n", + "solver_path = 'examples/hdf5_classification/logreg_solver.prototxt'\n", + "with open(solver_path, 'w') as f:\n", + " f.write(str(solver(train_net_path, test_net_path)))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ "Time to learn and evaluate our Caffeinated logistic regression in Python." ] }, @@ -4928,7 +4998,7 @@ "source": [ "%%timeit\n", "caffe.set_mode_cpu()\n", - "solver = caffe.get_solver('examples/hdf5_classification/solver.prototxt')\n", + "solver = caffe.get_solver(solver_path)\n", "solver.solve()\n", "\n", "accuracy = 0\n", @@ -5261,7 +5331,7 @@ } ], "source": [ - "!./build/tools/caffe train -solver examples/hdf5_classification/solver.prototxt" + "!./build/tools/caffe train -solver examples/hdf5_classification/logreg_solver.prototxt" ] }, { @@ -5270,7 +5340,7 @@ "source": [ "If you look at output or the `logreg_auto_train.prototxt`, you'll see that the model is simple logistic regression.\n", "We can make it a little more advanced by introducing a non-linearity between weights that take the input and weights that give the output -- now we have a two-layer network.\n", - "That network is given in `nonlinear_auto_train.prototxt`, and that's the only change made in `nonlinear_solver.prototxt` which we will now use.\n", + "That network is given in `nonlinear_auto_train.prototxt`, and that's the only change made in `nonlinear_logreg_solver.prototxt` which we will now use.\n", "\n", "The final accuracy of the new network should be higher than logistic regression!" ] @@ -5300,12 +5370,18 @@ " n.accuracy = L.Accuracy(n.ip2, n.label)\n", " n.loss = L.SoftmaxWithLoss(n.ip2, n.label)\n", " return n.to_proto()\n", - " \n", - "with open('examples/hdf5_classification/nonlinear_auto_train.prototxt', 'w') as f:\n", + "\n", + "train_net_path = 'examples/hdf5_classification/nonlinear_auto_train.prototxt'\n", + "with open(train_net_path, 'w') as f:\n", " f.write(str(nonlinear_net('examples/hdf5_classification/data/train.txt', 10)))\n", - " \n", - "with open('examples/hdf5_classification/nonlinear_auto_test.prototxt', 'w') as f:\n", - " f.write(str(nonlinear_net('examples/hdf5_classification/data/test.txt', 10)))" + "\n", + "test_net_path = 'examples/hdf5_classification/nonlinear_auto_test.prototxt'\n", + "with open(test_net_path, 'w') as f:\n", + " f.write(str(nonlinear_net('examples/hdf5_classification/data/test.txt', 10)))\n", + "\n", + "solver_path = 'examples/hdf5_classification/nonlinear_logreg_solver.prototxt'\n", + "with open(solver_path, 'w') as f:\n", + " f.write(str(solver(train_net_path, test_net_path)))" ] }, { @@ -5330,7 +5406,7 @@ "source": [ "%%timeit\n", "caffe.set_mode_cpu()\n", - "solver = caffe.get_solver('examples/hdf5_classification/nonlinear_solver.prototxt')\n", + "solver = caffe.get_solver(solver_path)\n", "solver.solve()\n", "\n", "accuracy = 0\n", @@ -5727,7 +5803,7 @@ } ], "source": [ - "!./build/tools/caffe train -solver examples/hdf5_classification/nonlinear_solver.prototxt" + "!./build/tools/caffe train -solver examples/hdf5_classification/nonlinear_logreg_solver.prototxt" ] }, { diff --git a/examples/completed/00-caffe-intro.ipynb b/examples/completed/00-caffe-intro.ipynb new file mode 100644 index 00000000000..875e15ea356 --- /dev/null +++ b/examples/completed/00-caffe-intro.ipynb @@ -0,0 +1,337 @@ +{ + "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": 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J4gw65kp3yAk8DG+3ieSVisWONUdjJplIxctCb4LgLEnwrWC2st0Skp/JR+Xx+YqkI1/9\n4JHtppzuVjQF6xrcH8+k445ymGBHLvCZ0XxjScGpFpI4LXZO94mQK+EXTveZnBIwqwE4S04QSgxB\ntSKqCDs2ZiUpOQgGIgmRIEYjScKlsGNINPYWBAnMWWRyjn0MejiRlS6GyaB4QiXjJtgQVCb3URWG\nN7QkYigjFFJ5ORsT1FAV9jDwiZIRjUQwbENyIvsKEqjO+VeoLMlp+zYJa00QiVnd/sX42pLF3XBz\nNM1ef7ttwOGl3dAXVCVwE9p+A3y2Er2BdkIdlQYSuBpmA1xQggGUrPQE18vG/Z1gGJqEJRfO93dY\ne2Y9DVJJPD2/Z+sLEbB//wkZToxBqYU3p3v2bSZM7wMRQ+m47yRx0tLxNhgdNDm9f5jwczeQMbki\nnNGDw5LZtgtZV+xlBnt6uKJpzm69dVQLrTcurQNCzeAWtB3Gnnn1+kDKg603Xr854Z65/+06idyl\nEmKMcaWkRnejpIYe0xyMSyJuV1QzHgmJiVwhBr4jCIRie2MyW4HhSDBvdhFchE68MOwJNygkAqd4\nwzpIbIBiOCknhoAoqBgqzhgX1DPhNqvGEEShKHgdEB2NBBg+ApXAdKVHInoQEogHGgNs4DoR1fBJ\nhqKACxLCMHASbeuUEph1VJUxnLbDw8iUuvL8fAOC8fM5ya8vWb764U+gQWfKIBKu+2RQJfiJfExE\nJ5uvCSGxrgf20UmlYt7RaiSBmio+lKUmDKeUgo3g7RdHhB3Ngi4nVBas7eScGd4RDVJWrtdnQuBQ\nViqZw91rRsrcrHE4r2zbBaSDg41OCohmSL0j9hWl4H0jZND3oPWBedCa48zD9twHrYPZxt6hLsrh\nWMnVWWrisBzZ+2BZK4e7laQZEYU0CBeCFUkXaj7hfgAPRARhqldrhdveqYvMWUdPwGxja0m0Nqiy\nMuzKNoKa5007rBE2uS5zw5qRUyFPWhxVQWWCIi6BzzpCeJ4VpIO74n0lxry0UqrzwhvC5jaBETrr\nEiQS1qCU2WJKQLZ5QTZlSpEk0W+NmjMxjL3uhBQ8ghBmK3fLWAsiZcw7kowRHWyCQmbB6I6o0BrU\nFTwUEVjXheOiyHln2JWzQK5Ca3/NDP4vEqe7ExDUuuDuqEKPJzQpKU3MXZNM3Zg5Kc+kCoSDBBkB\nyWg2jAmrjj5IMpAXmJLquI8pMpOYxFSGyIOgc7e+5f70hvu717x7947b9sxXXz7wr//u3+SHP/yS\n/+2f/BPu3nyTool6e+Lhw4/IOXG5XlFXhgX7dUO98OH9e5aTIjk4HE6ILKjA3XnBYpb16guosCyZ\nbVzQ5EgClSBrIAK5xxxWmf8mEnRruASCIzoYEUgkUlLCGt0GiCB7Y8mJrXWQoCrs+46oM4ZQ88oY\nhnmmlgO9BblmrBvNyzy87rjA1gzfgiLzhlbmIeujcd2mmsKsYwajgYjgCdyDLBBxIxRan7q6qhO5\n4l5ICt0D98H12giD06HQm3HzoCZh7IGKsl+dmoVaFy7XnR7B8Xhg2zaEeW7CYD2DJDicFOJA7xu5\nJA4H5XRccJ8VZIyBxyDnRLhho1AEzkvBPLhbK/DhZ57Zrw06/i/+UEhpwrM2BqJC1or/lKCaiI+H\n4+YQk8HXnLBwagjuwnLMNLvNWUcqEUofRujkWEQcY2rGUsqcz5/xvF1YDso3Pv8NvvzxB7IW/uz7\n/4zf/Z1/5QVGPlPriS8vV27bjloAjcvze26XK5kDNRUu1yeyNISKqGEy1QAes5fXVH+q/2qtUesR\nIah1IkURO0kTNpSw2XaNMUAzkhSVhZCER3uR8jDVTS8HVTWhkQgZkAZp4gLkXBl9EOGksmI+5Sdh\nTklKawsegzY6+zawIVz2OaAvRV5Ah2ApC2XJiDkSEyF0CdwdZCJQoxuqBVxJdScXZdtupJophwNa\nKqMba14I2/BxQTUzUDxDksy27axlDtgRUPJK2419axwOB7Z9R9lBMvZC+IgGmYkW/vRSTUGPnaQr\nmtNUUmBkHBW47Ddyri9zsuE+qClPwacow0Al85/+d8+/WtBx0smPqCpay0wOn0xqb51SKttlR9OR\nnDJhY5beAbVmJG4IlcvFkDSTLMwZI2hjymjC5/tVH2gGwbk+vWfvO1IMZaXmhTdv7vns7e+z7Y98\n8e6MjY2n54+0bef6dOWcF57tidaf0DK1bLtn6lHx/UCSIBenowyfgzMkxghKKmz7jiTlw/WJmhOH\nWKm5YD2mLCUbvc++WzWxd6OmMg+CTILVzalaCVfCNnQKgRFJjFGxFlSEQ1q4fNi53XZu24574/ES\njDEr2LoqpyPc+mWy9WlhqXe8PiuqhujkapQJsozyYnoyIAJRxdwZOiHZWU3m7JH3FUwprvTdud0a\nnmZFf7JG1SBiTkLDja3Fy/wHEVeYT8Gw7UWLpiCdYUHNhe1Fy+Y4NjriO4xEKcJw2N04nIPen3GE\nbYckiRxCu3bu3lX2raHiPD42lhU0z0uq+zwvIv3nntmvLVkiVVTmoOVhEDaVuaMRkRib474ivdGk\nsfXOcIgXHYyGodKQ7Gh+QTiGEZEJETQ1TseMegHtEAsqmZKVZQg5VS5fXvBj54fXnVIqwc6HDx84\nHFf6gOfnYNiBr6KTOYEUmjvYSvYyxZhhXLyR40zvU0KuJdi3IEwBo+QDbQSv6lTfui1YlBedFnQS\n4jvdGsOC0JWP7UKKBY2X1ik2LHa2bcMjsxTo25U+gr/40U5OweuTsuRM+MBdGB3qKZAyJmkoE5J/\ner5Ri3DMldYaz5cf8eT5RUMVs11KwfG8MnDcJ9SbfsJ5uXDbO0mVzqz6Z00EhllgmnECp+G24ykh\nGDkdiEhIUTLB8aC01mm9czzd8/j4yKkcufWOlDKFnihJEiM2jqfKeTlz2W6MSNR1YXu6UDSR1own\nJ6mR5UgXmXPLZSPnRK4LhiB6oNvgN//VV0RATvPWGba9UAUBf3T5mWf2a0uWhx81evf5ixjG8Vjp\n+/PLYC7UJdP7zuEQaMoc8h0WUFbF6FCVpCtus2UQqRzqQiBICsyfUQlKPuC+z2HbndsYjFFwryzL\nyvsfPbHv2+QOsjF6gDzT+7yN33/oLIc+PRopSOXIw8ePqDe8G2ODzz5/zYfHL1lPQtbAunJ5NlSU\nu7PSurMuBbLQDYTC5enK5WlwOmWWI9ydzi+t2kK3R1rLHBblenmi5IXHxwvHuzvOp8Lj00deneZh\nvz/e8fpeiDFQgjAj5URKhRhPbKNxyhmRBYazVKUugHVUBrJkzCrleABiylUwhhghxrqutH1WB1Gj\nLCChvB5TS+U61REr0PptggIp4yIYU73g7txug2084BYcUyKGIVVYFkFTIDxxPgvHPIjrjcPd/L+t\n7bRtR3c4ZmdsN9IwaikkBq/fJqxdGBqQmQQyTOW4ZKQqre3UNcghjHAiC+YfyUlJyUCcesiMMYif\nz0l+fclyvDthJiiZlBIicP+qMlpl35yQjpYbtza4XgZjJLoPnAuSjOd9lnBFeXy4MTqsdQ7dBLx6\nDZoC74m6BKUWTAavPnvFl+93VBfuz47Gwtgyy+FM329s7ZHz3ZFv/vqv8eH9lfP9zj6euD8JTy/w\n4t1h5f58R0ob3oK9O599cU/Oyr49k/OB0WUieTUQmTduSooNY1kW2p4mkhTOkKntevX6gNkgF6Vm\nuF7f88W7xOPjR+qSeHp+4uND4u1n91S9ca6Z7g+k7KznwM0xcyTNBD2sJwqZoRkfhdPxgLWNbo+k\nF9Y8qVDXOg1kY+d0nt6gZoNOENZQEUSCvDhIJ+eKhbGWhCvTnrA31Odrv95ueAgpJ+paGbaTk0NR\n1GERIdeVHoXbrbNdd0pWtq1T3woqwNhIOXHIIIvw+lwRyfiQl7Yt2HZQFjR3UjZSqYhltNzoopg5\nWYR1XfEESy5c90bKmd47h3WZ6FcI7Rq4Z1IS4Fessvzpnz5iNtGSedslchk8PQRtF+oCpcJSodQD\nmpw3xzOmidOpMPrUYS11ofyWMcZOztPTsiQB2ScZJVO6bgiuweEucf/ZmePhDUVvXB9vtNvgzZsj\nv/c3fh/LFQ/hT//0e1y3jd//7d+irs6f/cn3WKsgFJ4fblh7Ruvg/l65XI2cTrTdOZ3esFmjaOZw\nOLKP63Q3Lgm7XllzJmOsVdlbZ1kLrh0/CDl3Skm07YqMyv3rFTfj/Pk9yIG9x2xP7IklMuPaUZ0I\nn7nT9jn3uDua4NavRBLeP+xcLnA+PvDm9YlIBUcnc14SLTrjtrHUQrdpbqu1Im6Ivwzdtbyw8YKG\n4kUBwQVGOLUW1pxx5iWVX4boGEEpmajCdZ+aO5HEdduox+BwnICCMvAwLptwXA9crxsRjVwEVLEK\niLO5TfVCEsq54qlT6Fg4LQZFM8pKb53efSatgkrh6dpwFNfMejqy7xciO6qJ0aaSoMfPJiTha0yW\nb36eyGkl5Cd8C+RS+Pw1qBb2fefu7kj3J9x26jLweMbCp6W3CPlYybkR2gkGjlFSwUfmsBS2W+Pu\nlVAW5XZzXr96zdP2wGdvX9H7e07nhZozEivrIfNP/+KPsChszze++c1v87f/4O/w3e/+Q663jbQo\n2+MjbR+shxOaK+6wNeGyb+T0iMbK08OVVBQo7HsDbaDB5Xnn3etXXG5PJJE5P6TC82UjacF1p+fO\ndoVDPbKNR3I5M8wQFepRkOr0/Ufc3wnSBEkHbmO2QolKOSltv3FYC86grM42Om9fZdaq5JR4enxG\nM5zWlbJktnZjH4O6TODiwDLRNnd8DMpaeFGSYEwh63SZQiCUWjEfU06U6uRTcgGZ0p3uDU2GmVLz\nrKxD50HXBB8/brx9XTEzDqfM1RNrzbgKY8znDZzbbUOS0Me0kx+PgrGRMkQXimaGG0lBMmgI61pI\nNiZnpzdSKEkzHjtt38jZ6dbAp/JDkkxh7a8ag39/Elq7oFnncB1BqCA1cb09k5Ozby/qUEl8/LJz\nOMgLZClINkqeyEWYIiRSWhj7oKrSm6EoRGV4QQhuF+fu8Jrx6IQJ1yEME1KFh6/ec757w/39mc9e\nfU7JCw8f32PduHy88fhw5Xw+wGGw7cbt2hjd2GvlcFjJGoxtMMyo60pwZVjQd8URDsdEaw8sK5SU\naftgaxvr4TCtChLkBCKZ3jqxvOLLy44PgMHlqx9wOh9ZFyX2E/uFaflNr9E0kAw5KSIDU2cy8E6t\nmX5zTusEQT67f00PAxG2/YaFc3euqE5ouLcdDVBN5JxxcaQIQYeY6orwYMkZC+h96sYsBmP0CZ0t\njjORwP02oCaK5Ok9SsKSnGGwt8S6LuxdKTqBCS1G68/cnQpjTI9OC2e1iqlyXjJOR2IHV9wKMTJt\n36bCoASXx2dKFbIlNE+3pyLkBYbtJNGJrFq86Memv1/LlED9vPj60DAyuSTMoY9pVV3XyuWyUcoK\nKcglo6Jcr1fevLkDeSGhwjCmpKK3DpIJlOvlNuUusVNKJq+JfWxs+43wxBpHLvuNpBAo/rgx2Ll/\nfeRy2Xj/5ZV/69/+23z11Y+5/+I1/+h//u68HfvgfDpMXqQspG6czxUVuF4H16eNN3dHbvtO0sz5\nOD03t63BoQKFp+dHhmY0IEawHO4wuXLbbyQJUobRhFqdgVFHpyQnVaVbUAlqdtrFsLRzfb9xPp3o\nrXPdL7x6fSIvywsTPqF5S5WyFtZjoy5l8iM+yDYrxN39ibBB2ItqWGT67QNSmotCrDs15Rdx6nR9\n+otBq79o9YJJfoYmwEl1fm7ttiOmtJtiBks5UFImWp9I4GgISpK5kSuhlEgTYBjTVsAIskw/UnNH\nR2Y5ZvrulHWCQwYczivoFI6+WgsiidYm75VzhQiGdUJ4UYc4KpmQOefVmkE7miaC+bPia0uW/iLV\nCJXJOEcAG70bNuafwfRHpJTZX+Tk+75x/2olkRBN5FK4Xhu1ZrLORQUqCQubH2oKFg9UVh4eNlI1\n7l8t3L06o36gFuVP/ukf8xu/8Zt8+eMHHp8+8q1v/RrXy8bf+jf/FrfrxrZt/OCHf4JI4f7uDT/+\n8QPDnhHtnFcnymy/1sM9dU0sq5DykZQGoyuaCkmViEqtUx7e9oGmzOu7AzGM3m0qlFHKYixaIAXN\ndqwH2wanUytYAAAgAElEQVTbzZHU0Tp4+22laANLrO3MbsHIzuW2k6dFh7FPVj9VnQRckRdXos/X\nYwE+f5aX2zVizijukJLgjak01jSzQiYxuo1GSlNFsO2dQFEF1TwNfd2x20BceLoZIsqPn3YOi3Cs\nhbvXd9SUuN1u5Gpst8apFsRnTRwJwoxsSupGPa5sjzdEoD2PSWBvHYnZPkpOuIBLkMwws5+a/uRl\nH8NSCiHTpp5ECO9IKEUToxmpzKUcPy++tmQxn0RdyYXkcylFqsFJhZwKKa/s1kjyEwKzYD44nte5\nwSVVehihwZvTAe+BjTRXKrnRhpGqkDPc1YpK5bQs5BqQB4nG8XzHvl354rMz799/n1wX/vgf/+88\nP3yL733vz8m5sm2dZaksR+Hp4crDYXB53DmdFVEn08h54dWrI5IS3YOrG+15cFgOXPuVdnlEtZDa\nDsOpuXBa6jRU7VeKFvKyEnUSchLgwnT01UzKyl09gtVpgIoLWoXWjaxHbvZEZ5DVOb5RohspZZax\nEaKknOjduD4P1gX0pSULlO4D1TQvLn8hif9SZZGSpyVbdCJQ4ZSS0GFzWGf6bELS9KyYEX2QQqgl\nk8gc72ar8+6dEsPx1rhcPrJHzM9LnAQvnnvDZUpuBMhJKJIYEby6P9Fd2G43ctEptkxlKp1JBAUJ\npZbAVeg9qGmZ30uZiIH4nHfDpjM0p0REmvq3BCJzc87Piq8tWdZDZdqsYFkKKU22VkRp20YboDVh\nPvBoqGREhDGmv/66tYlkLErbGuKKhs7DUQrHUkGMkmMiOFm4XT9SScTuEJllHVjbOa+V8yGzjc7x\ns7eoGL/3u7/J1gbH44mHh4/knDkvK5fnQYzBhx9ttGa8fZdYVqOWWdJLLnz/z3/I55/f8/0f/Jjj\nabr/sIH6geGN5IJo5nq9URZF62SVNWfarSEupD6QKBhzlxUjptd/TSSFF28pfTxhzfjGF99mu35g\nf37mvC4ky9jiPHzcWJaEeXA4LtSc6Fyn/CUGwnRxKsGwuQ5oyQWRjJnQRifnwohBSnOO2W1QSqKo\nYNbJRRFJ5FTR8KlBHtPENbVLt+kgSZVIRovBqWbuygoas03uL7vDPBAVEkwj3XD2bqhDs04bThKZ\njy/T7Tk1ckzFQofngHXNqBT2vVPKdIQGg/VQ0EiYG7gwemOMaVc/nNKvqJ9FKrd9p5RlrjaSNA1A\nEiw1Y8T0qTD73W7GvhtLrexiVMlct41xdY6HgpqyD0NSZ+vTGbgWnbqpw2d8/NF7jodMmKFRGC3z\nox985FSVvW0sh8S23QgLSql89f7HnE93fLU90EfjVbnH/cqru5VFzni/47ZdaBQc49Z2Pn54ZN+F\nLCvf/8c3DsuJnAfttuOmyGHKPVo3TqVi+Thdfrxl33a6G+hbehf+wneOd5/h6UiuK3UJRt4YafIH\nSoIq3LixfFH5kIXy+hXLu8HT8/NcNRQ31tdTf5dsQ/JgH1dKmu5G0VnZ3RIRbdqqE2DK7TovrrWk\nlz5+qrnx4FDyNJP1DVWQCIYHYlCXSt+vLwsi5saVzHRYuhnuUJcj7oM+LowwylKhJtpmjNvko0BI\ntdBx0rGyPT1hwHo8st+u0zy2KmhnySseg7VU2hjsY7DdjJwSh/U0W70yYe02BntvELCUSl0Tdu28\nvn8z7d1j+7ln9mtLltY2cl54ft4RFcoIPDo6BlEU06AkUASVMtcHyQ4xbcIjGtkV8eD62ClHyJXZ\ni16DrXVGngI7+oX1uDDsRlyMugb1rOTW8F5AoI2dNozj3cLztfPu3bd5ev6KbX9GNfP+q49kVbZ+\ng5Tn7ikRjuowhFJW6ucFl5XQE23fOdbKtm2gU3SoKdMNtp5o9TVSD6yne06vPuP14Z6ynpA05TpQ\niVRhyXRrSGRKLGCP9HBGOKfDge06ZxTBqQLXdiGlwC5PtKcnwjvPT++J9sT18oj3O9bjSi4b3j5i\n++BQ1gkqlANtwBaddALJRvIT4Td8bLSboynRNdAwXDItBiE+L6Ax2BEC++myukzgbSoDujvhheu4\nMDdSzfqYvRNulJwp5zNmAwt7WXonPH18Zi3CoWQkOusilFKB6Uy9tWeGQU2FnF6sxmZY3Hh8uuGm\neBzZbm26PxfleFrJIoQOJAXRtik+/flrw75GNCyC0XdEpre6jU4pwnoomApdjCxKxJhbwwKWQ2GO\nlxXVdd5SueAxTVZzxajx+ReV/TZe/PkrT9uVcshglcNd4nqb5qY9NlbNbFdDtPD6/tf4wfd/QBuN\nUg6kAre9YT1YjyuiC+Hw/PT04qk3pklViLnXARvOpTsihTGEWz9Qz68oxzPy5jd59eotb+odnhc8\nMqKVEQnLB1rM38vsBATXRN8H6DLVxCz0aIRMyPb5BsJC8ulirCpEfUX3Tjq+I58Et8GbbycUZynK\nvl3xjx/48NWfcnn8Mx6+/B5LNg5x5nxI5HLhUDthjrSMK/hwVBJ5yYgqwxtZD1w2Q9KC8rJgImce\nnndKrogYx6UQwwh18qFye2605qxFyCXIZcxFJO4UhYid67aRklAXhZS5bY3TXULdgE6uir7IYPK0\nnXI4FCRNf3ZiYZjN1qo7rNM6LnLl/OrAsA4COXX2vZO6sORMwilrZbOfvTMMvsZkyUslo9Rlmo6G\nTfMONqanRQQb/iJ3bxBpLlJDCB9zJRLCjW067gTKkiiLMsbOclDcbW54WZ3hGyrOtjeW9cCHy5W3\nb1/x/HGfqz2Tsq4HoPKNzz/n+frAF9+851un7/D0KNy2D7Tu5Cgsy5HWL+QibK2heubhMijrGThj\n+cj9289Z77/gm5/9OlbukXokIiO5MHwSfC8tOpqnlD98/HTxxTZuoBlwkjS8jXkgmYsWct8pGtgY\nuHRUbLovs9KYcKvFGQAZGUmJrb185K/v+X+Ye7Nf29a0vO/3tWPMOddc3W5P39YpqqUpisLYFTDE\nJoC7FMKRUKRITq5y4ZsokbnxbRJHSpT8AVaIFCOc2GBHsiMogaHAIKgqKKrlnKrT7XPO7vdq5xzj\na99cvLMKhE/FEQo6NW722mvtvbo5vvG93/s+z+/ZP/wg1/1HiaKdq759yMmDW1ycvUWQc6zZ4qTp\nfE48SFesqjN008mt4lygo80CnJB6oxtDbnp+zHSCaxAErGVcjiyWAWmZGBqtFLzxYCyGBlZY7jk9\n6hih9sxiVNZba7BY6oDUWU+MhrTNxBApc6HbqvIWj3b2igGjcJC9dcT4RiuJMDiqKJNBzV6CCZ3U\nEtPllmHx7YMl/r2LxRjzj4GfAu6JyEd27zsGfhF4Bngd+Lsicrr72M8Bfw9tVv99EfmVd/u82qIU\nEEPtjeCDdrcQ9aM4swMjmN2LpU817e/rjhKcoWW1w7beaVWfCl3UnOS9p+SZsLRgBOc8XYTzs0sW\n+ws2lxPWOnpPiOmcb29xsD9w985dnn3xMR4+uE+MS0RWjNaT58JUOq1bjD+guwDeIvEaYX3A6sqT\nLNZPsLdc04zFDCtmIt0t6EZnLB2Ye8ZZobeZXjNOCrXMaqetFVMrM0kbE3Skb9V+MHcMnXm7YTWO\nzK1Sd12dgGB6p3hL82GnjriDEcsYRu0WOX0CdyvQG3UR8EYHkPbwGgdXnuSoOfp0wenJKzx68Apu\nc0GZwPXMehGhZmIYKMHiqiqvja3IjsbuGgzBKzjCQskN0xWGmErFGgjOkOZKsI6URBsE1uCCtp5z\nmqmt0wSMaXiniN6UVVmu7lqQojRLjMFFixGhJPDGEvzAPDecjVxe6oKxmF2r2NNoGBHiUvG4YBgi\nOO/4cxMpjTGfBC6B/+1PLZZ/BDwQkX+0y4w8EpF/YIz5IPBPgI+jAUafBl6SP0NbNsbI//SfaOmQ\nU8MIxMFjB3C9QjRUwHaDmE5vCjEQys7jEZmnwnLhiVGBBh21j0oXnI3k3PDegmk6iykZg2H0HnGG\nTFOzVPc4J4pO8pGeoDdDbUJ3Cucp2WKKMIwjfnFAtWsuy8BqfY3h8HHWx8/Qwh7VRIxb4f1KO0t0\nMHyL2JLrDMaRW8H0jO0TNW2QlqjlkpY39DpjS9VmgxhoDWEm5wLNI5wwb7YsF1puOO85P9+yMEHP\nLDUT9w8IcY/qR4IJeKuEfBNHbPA4q+c053cCyWjBR6Jf4VgQrMe5qgPSdMbp/Tc5e+cNytl9Fm4i\nhEzpM+micrA/0tsGHy0V1YE1NexrB2suDDHQLUwZpDnsrs3dG4TBapltFNUb4sg8J7pUHIZxWDJN\nSctsVPcWd47H3R2MtxCD3z340NLVqIFwuVxRmior5k3Cjwbjdefy3mF3i7x2deE66/hv/tf85zN/\nichndvERf/r6W8AP797+eeDfAP8AjcP7hV083uvGmK+jsXm/++98YW/BWGIYsFgEqFKIgyN1ZQVr\nvIAwjgtybogoDqlVGBce63Qq67RawVpFCkn3DHFQ3IIo+XIIo56NSqYVpaiHYHfRDYVSDZ5ADJVK\nY4xLunF060hRaLNBwoLJrBj2bvLU9Q8yrK6zCQcks8LEQYEPOGpf0si0PuNswdQNpibC5i65Fkyr\nlOmczdk9XM9cnt1DZII+U6YNToS21WFkqw0fhC7Qu6PlgZIq53Mh1UozBkRYD4F0PuEWhuYcYViR\nV5bVMHKwPCDEERtH7DBQg9BNYFxewfsV1o14n0luJg4B6yLerXB5RYsHHD75PTz25IeoF/d4eOsr\nTGfv4GRmfSD0tiWGJWIKwQitZIwFrIouo4+YXYtZd3aDabqbuQBCwXhDSh3jAmmeiTGomzKrPiAO\ngYaQUsM6hbkL4IKn1KwPyy70VrBmZ7em01ohJRBxDHHEr82OqZ3pptJbwTTBYJAm+Gho6f9/89cN\nEbm7e/sucGP39uN/ZmF824i84NV3IK2BRTm6QyT3pFNgYxniilzOqbVSS9PtHqVzBKuTZjCkJIxR\n/eNVGiVPesBujRAD0h3WgPEW4wLLGCk5U3sjiaMKTNvC/trgrMcFw2K54uREcKsb1Ah5ueToiY8y\nHD6FDStKGUhmhTiHiwNlt3c6I1DOsHXG9Q1zfki6uMf88C5pekQt55TNBVagzBf0nqB0XGt0CtNm\nxneDa0pinErTLp/TgWvJW/IleDMic6UZcD5ylgolw4DCG5K/JJ0Kdl15dHGHOATEqdp2uRxYHB4x\n720xcYmLS8QuMQuDa4YhrBhsAX/O2B1TGjl3AbN3kyvf+zhhs+Hurdc5v/N1fJiodoMtj/Ch4Jvs\nBouB5iw17fgJrhGdU6CEMkJ3NBlDdAvcAlU7r1Y7g5sgO4+K8uMdIUSM6RjbGMeB7bayHJfYXney\nJD28N1H3Y/ADxjhKb2wvz1ksB0wqpJoRbwjeIKJQFIv6/Wv/C5yziIj8e5K83vVjrQVazjtLagXj\nmLoAjWF0iMB2u6HUhrOOEAacj+SywRi3U492UtLoiAbUrC+A92EnwWiYKhSjpMtWirasqtaofhip\npbJ/cIQ1kW0qeGtJYjkrA3l5xPLgOdb7NxivPk9yexR3AAR6iOCW9LIBqQQ749slbT6ntQ2Xj+5x\neu8WeXMX2T7Cz1uMdUifcK1RU8ObQpdGQ3kBYoQhBkwBayPiDMuhUyVpakC3SAcJCvVYBM/oHHNR\nJ6R3BhsMSW03uG65fHCpw8Nc6Kbx6P6Wtgps3r4PMRCPDxmvXWVYH2KqpZxl9oZ9KgsWeys2Drzx\nuLhC0shdG1gv11x95nt58sWPcufO69x580vEZhjqOX2+JNhGCwU7rMA6fD/Xjlk3+DBgvE7J543i\n7Zyr9F3Hc7O5QEQYx5Fhp2dTyYpaB5w3O/mNik4vLyfWi0itOmDNte4onoZtmjHe0hHcIpBbZjCG\nEHQU4bCIUZA86Pyrf1P78y7Xn3ex3DXG3BSRO8aYx4B7u/f/2Yi8J3fv+3euf/G5WQeE1vDSdccL\n19SE45ynpLrDcTaGRaAkbRuVlDHW0USoqRKiYxy9lle5gNjdz1n1KWJ0CNi8iuOstJ2SNtFohOZJ\n04S0yjCuWR1cpfVAaSva/tMc33yJMN6k+6uI3+nObMBWi/GWqV0qWXP7gJbuUzZ3uPXaF3HtDFsa\nkmaoM73MtFIxsof1uugxFWlJ631fCGOk9k5qCuiropEKOG0KtNr0idAtfumptbBaeUoThiGy3czE\nIdKbxYaBORWqQTGq1uCtJ8+ZwQXOp0oQWAzC6flt6p2H+GFk79oBy6N90sIzucZ5y0RGVmNgmBNu\nE3CLfVJpTEuwybO49hzvf+wZ5PQtXn3lswxhi20PoZ/S5gu82F1UiNeslV7xDp1RjR5ht3NYPbuY\nGHc0y76j/qjA0zgILiiEw4F3HmNHxsVIK1mV6x28Va+OiGBDpbRCiMpy9lag6Pcyl4rzEWcN3zgR\nXr3X6QLmL2Cx/EvgPwP++92fv/yn3v9PjDH/I1p+vQ/4vXf7BD/2ARhswHSh97ab4KuadRwXlKJk\nFpzGmEnvtFohCFVgiANTToyDEiyDt0i3O7RSprWEtbpD0ZVLBkDLeOdwtiO9s78+Ym6ejexzf7Pg\n6LEPsH/0IuHgOZobceM+pa1JzhFixZSJaITcN0g/xZy/Qz69Sz2/zaN3vgHpguAyJBXpta5yDcHi\n3KUe+KnYwWJqhVYwXTVKWAuxE5swlxljOyHqDtpEdjePgWh3XozE4D15Kux5C72S507ohhgDs9sR\nXqxVgHYzSNdwIO8sF1uN+6ubmeYL08k5ZhkZ965weOMxxutrpsFwnhKjtyytJZpEa46hGJwdNJ1g\n3Ge9eoIP/eWnOL/7Nu+88jl6eovICa5ukDhQi+KZhhAxKAPOB0uuRUuu3nVwi8EaA33383pDcA6c\nUiTdDmvVWsOZqv79cUBapZSKd54meq8YIywXg3LDWmF0+v9qrQyj5uyItTx7vfO+xwOgKKtf++K7\ns8P+v7SOfwE9zF81xtwC/iHw3wH/1Bjzn7NrHQOIyFeMMf8U+Araof8v5du024bREcTuvBNR6Ye2\n4F1knifFHA0Dpc0MwwJTdddptmpLWIS48ErdDwoIN86p18EKFqhFLbCGgTZnrBi6NNzgaWLIsuRs\n68hmn/2nPsyNmy8xXHkSG29S2poQlOzvhsjYZ6Q8IOZT5ju3efjoNc7n27h8iSsJV7bE+YxWGiUE\njHh8qzjTWETB9qa0EvdN1FBnHCw174R8RvVK3htcL3jRoA3fNa7PdkPvQYmYXhdWrlWVuUMkTQUR\n5acNXpsWIx0fHVOqGMfO6WkZklCkYReelCpxXGBEk8rq5czFw3fY3nnA+uYBx9eu4a4e0+NIwTOf\nXRL2V4j3jDZTMmxypcaAzwOr9RN88JPP8aUv/CYPb3+Zq8uKpAdYr0PjNG0Z3BJjPdVWeheqNIyD\n3rRrGHYPttoFuzvbtG5BnFqae6f3Qi6Z2hqXlwVvhWHYmQnpBOepKdNKUesBIM0zuIh3hm3NWKs6\nt8W40J2/i87svt1aeK+4Yf/Lzw5qgW0dh7K2tJe7m4+Uooys6Km5462ua6OyIfIuOsF5lJTe9MjY\n6AqskI7FqlSmF4KL5KKT+xCXzMnQhmewq5c4fO5pxuvvpw83yX4Paw8IZkDsxOi2uLLlPN1luv1V\nHr3xR7TpAt/A1MI23yFaj8eyPTkjGAujKmGV97VrH7ObzveIHQO5bhmx+KwdpFYszXZ6LbAVXO9U\nJ0hQbV/OQsFAVd+584ZatgQXqKWTckeKp1UFSIhtrA9GUp501iGOWpRRdtn099DFIs3g8TgarQup\na3wHXeF5YTUQl0sObl5jeeWA8XABDrzrRL9PGA4I4wK/8Ji4T1yO+GHJwd6KXu7xytd+E27fxtfb\nrMIWqkGqp03auiVUys5K4YJnsPp9fBPsLuJoDcblACJsNxsVQ3pD72owq7VSUlEem3dsa2YICxDL\nxeUlq/VA71W9OdZRu2EWVTmPUct9K/r5jBX+4T//DgszqinjQ6R3ocluNfeu9alpeK9ptzknpEHN\nVU1TMSjAzaGT/No1NHRnJXU7UN8Y9elUSsZ6Uf3SYiTjSWafZtccPPPjrK5/kHY0MA1XCeGYYDyu\nO0KfgRO2J6/z6K1XmTcPsNNd3HQfkhLtTRccljTNdKfiT2cNYadZCnbHa66ayWicxUgl4DHOYHKn\n506fG73qFNlZi0wN6Y7uHdNlZjV4lm7gcp4pvWFdY54zwStnTUrH48ilUzP4hcLnbl6/yauvfYMn\nHr/JPGfOHm3Z5MTSWHLr2nJ3GihkjKPRFGBhLaU09vYDOSW2p4nN5TntNcPRjSuEceDwxgHLZaOO\niVQisa/w6QJDBFlyUY/Zj8d894s/w/mTX+XW534T28+Z6ymEGTvAnPT1RkAy+AbJqWlGbQNe82B6\nYz6fNFPHRGx15HnGeI84qBWcG8hV6KWRKtQ54a3Ddst82YhjJNqiPiinYGXvAr0mpGu4rtB2wIrt\nu96z79nO8j9/yqmf26tRyzpH2IH3jO16XjHKCTNicd1TcyXGUX/BpiKmkXpWWfmw818YjxWV8wtZ\n25YNzLDmpHo25oDF8Qd5+pmP4cYXkf0nKGswskfsjloT0RXa5g0e3v0qF/e/QcyX+DbjygmSL9hM\nM9LB9E4zOiUS0ajoWgvLYaDmREmTtohTUSl8L0g1uDFgF5a6rdRto6eOVEvf8c/sBPNWqEboRri6\nv0+ZE7lXTBRaUZqnNQCRnDolVWo1iHi2uWCix5iZvb0F1lrSdsLZQC6V3sAGSxWN4Wutg9V4hioq\nkfc+UkonApttJldIGeYKy8VA8pXDKyvWV/Y4fuwGi/0Dor3KsHa4vUCMByzDmqvHV6hRCNsLHt56\nlUf3XsbJWwRzgcPrGaUZPW+lGYmgkibtWNaqamWaijhjjAozl0YVwIddWab3se7eKs2xaIwFu6Rl\nR2cMgeoM2e2yNhE1HnazUzt3/uv//c85lPwLu7oGgHg/0GvRnJWUcMFqx2u3Jdba8dbtuklm50tQ\nWUTDYJzHmEKrKEGxKRtXmkXcyPk0MZ/DTCfeeJYrz34v1578GDbehMUeslgzLC2kgWXNiLvLvXf+\niNN3vkKfzhl6RS5PKLKBPu/QQJbSG7UkvNG/O6MZJEYqZKjzzLyZCMbTS4fW6bZhm6XUCVst0hxS\nDHPqDHFBN5XW1JVohr6bbMPFdktwTvVks6ZT1dJUXVBmBK9e/Q7TPGOso5eOdQPnpw1H45sOGKlg\nR+3meadyEdXiNQarvK1UK5ik0LkMfvA4P1BKwrVO2erD4WK+YDrbsDnZcnzjJvtXKqmsCOUKYVlI\nw13c8iH/xc/8fX7nc59j3j8gPP0UD//wt5CzN3Fxg7VNE6GDA69SnN470vTP5UKNa6ULYiHZWSsJ\n6QRjsV6YSoEualsQsKLNm8EHei/MuWmDBKfw9qiLRdnN2rK2evvsdpZ3v9471vHfVkh2N9DkTzI4\ntOVnKa3i4y6rUKxGNXtPblkp7tlQu+AHtyOXqH9C0M5SFcvlbJiaJwyPs772XTz+XZ/EX32OPhzh\n4z7u4EhVqHKOS8Ll3T/m7O1fh+kdZHpEm3SyK/Xhbtg4UVIGNzJvJ3Lash4dAUedCqU08J5adwpJ\nVLFb0g4NGjquGayHZoU6G1qytKJxGj3qrmpnBaQUY0m5Y7LgjaJSa9GUMe8ENzi2CaZZaFkz54N1\nzEUP+35UE9c0zYwhfksi0o225FNRpXcIHlplHCKLUbtNm6kgzrNJM6WAtIE0GS43mVp3YHYHtTfi\nOtIdhIPGM8+/wOr605jhmLgI7O9bjpaW/+hTn2KKS37ntz7Hcem8+Ue/x8Xp1/D9EZ4zjBRcGHaJ\n1YAIMQZ60cjuimBC1POUCAFwIlTpJBGNIszqTnVGqCXjrKXvmNMihu4stvXd/yk4DCKdmhu9omdg\nBz/3i+07a2eZUyFErze40S0wzdoTV+usoRZDL6rjcTZo3scQNDpvOWirlY6jYU3B+Ug3igq1bmA1\n7BPMAVee+wQH1z+CP/wAdXkEIeJWS4YyM/YN+eLr3Hn1ZdLFlxk5Q/IZeTrF9oWytexmtwvMGjss\nDr9zBLbUaXPBNkfPhlwz1fMnmZQm0Gjk0pAGe8FpWrETUs1QLa4LUnUga73VGzE1hIYVT50ruVWG\n5YhgSDnRXGcMnlQLczW0AofrCNLYjwtKrbBwCvUb1R8fvEYBBgKmGoKAK9BTUQFjLoSuPv3FMHL1\n5pPcuvs13GokJ8dkRGPwRMNvW3M0cZS5UI3gysgb8xtcm2aOnnwSqXuczRGuef75L/w8H/juj/ED\n3/1RPvfZL/P4x/8Kt1/d4+2Xf52VCAssfdvog6a7GRG259O3IjW8V7xs74LUhjWGJuq9x1qNqdhF\ntlfbtBrZgca1yjI0V3SB9Y51XoWcOTEuFtCUCaEw8Xe/3sPIiT1whcHqTKC1hjfqjDNGMTbGGGRQ\n23GtKrz7pkBOvMbbtXnCBSEbKFaIreDbPhuWbJePcf3ZH+HwiQ9gxqdoq5uYRWARPaY7pnybizc/\nz/zgy+TtO7h2RquJejnjZKFt3AVcPKqQ1R8z1S2uZ0zu2GaouWDFM6dOKZ3aDFQB6/HLFcIWT8O6\nJcIW58H6ijeGK8cDeS7UbKmpqZBT9eWIM5jWGbynBvWilyS4YBhjVH9H9UQrVFtxo2XpLSId4xri\nRTFGrmO6EDyqEPYaKhTtqI0VKxRjqFZopZPPE4shInnLZnqZECLXHzvi4Mqai4uZN998wOYyM01C\ntII1A+cXTSHlc6NROX3rHcrFI6488TRydIUHD9csxs4XPvt7vPrKq7z0/o9x9+GGay98P+ur13nj\ni79BT3cY7InieCXTpSIVTSpG7QepF8RpTIY0IScl2WCE1ivBe0pteDEagdg6uYrax5smW+dWFRvs\nLFkK1mv8lY+71/L/5Z59z8qw/+GnI84KoOnE1hqc6ZRdEJGI6BOGHQnfaha8yqkh2IlsPGIBhCIB\nzD8LxAEAACAASURBVJLgFkxmwRRe5PDZT7J/4wVY3YR4jF8dMQwzdrrL5f23uHPr9xi29/DTQ1xP\n1O0JrRWoDVMnct7QeqFPM+WyKnY1J2qqeLym9paiicPdkCtgHaNvOxRPYVgYaumsVnvQFJbtQqOZ\njg/KC7ZiyVshJYP0gJkb1WuZWaqh1AbyzSesdr8G5/EhUBGmacKgw7vWG42OODVGSVdfQAwKvmu1\nUbcFs8t17LYjJpBtp9WObeo2RTpioGHx0bJ3MPI3/85PUGXijVuv89uf+TLLccXpo4maoTfNtDex\n41fCMDrsMLC6cp29a4+zd7SH24vgA4u9NVeu3cTFQ4ZwjCmXfPX3/09ieZkhzUDXs6obMKaBmXES\nsKPq/RCh56o0nyEouMipgj2lgulq81itBpxXtJK1lpIrZofQNaLRi80oxLB3VZO01vm5X+Bdy7D3\nbLH8t59yahs2QnBKYDddebh/6t/pdtr1h+27NCdnPL5bktX0LNM7vQ/MJZCX16hX3s9j7/8RVscf\nooeryPKYYVzibMantzh99TPcf/0LHK8zsjmhTFtK7RgqmEKfN/TNCWm6YN5W8mXFZKulQOs440mT\nooBa70g31KqxBTZYBlSusV4v6ZJwTlFE0tDh4HJgmxKlal0ejMU0y+Um0avFzsKmdbyLpNpU6mKE\n4C3WW9JWd6ZxGPXQbjV3s+ZGLhDGSOoV39h1iQRjLDGOpLlQkwbJsjNydfFkoyFKVizS+rfa9dZY\neoNxuYDQGdeNFz7wLGERmabE119+g/OHmWAjoCR7IREQDTYdB/wY2L/5GKtrNzF7a/b29wnesj68\nglncYLW3z3HM/MFv/BL+9A2svcD7Sw3OLWCMw9CV2ON0ih+cDqS7dIzzNHGI0RGmOmw71jtqnXHe\nMM2JxTjsFk7HdOil4qMuQGstqTSG6Pmvfr58Z51ZYgyKMd11fLxR70lpqgfSGrWRm5q2ckk7TpVm\no7fQcMaQ05ZgoDTLpg8cPfH9rF/464SDG8TlHna8jvEO20+Qi7e5//XfJ937Aut+l/JwgxfRWYVX\n8qFrM1Ymyryl5karokGg4pm2ehB0viPWknuj505N0CvERcCIPqHWBytKydRqKQjLVaSSMBbmueAY\nmeaEN5EePEY6xhR8dNSciH0kpz/hDteaMU1oUlUDVoW5ZEI0jEOkiSOXGRc9xnmcqMXaB7OrxVXW\n3gQYdRreDQoSN0DRWPIiVQ1W3WjMelFyTrpodGdJxfOHv3+Loycs//HPfIoPfs+HufvOXT73u3/A\nPDft2HVPTzspTS2EMnF+O7E5v+D6cy9xNlWWe0u8FCjnYK7CfMgP/vDf44//7f/F2dkX6f2cpW2M\nwwJpA9t6znIx7h6YjVRndVhaIRjLPCsAsbaqKvCSCbvbW0QYh0jNGR+tcsOCo1ZLzoKSHjR4ttbv\nQLpLS5kqGuEsUnFWh3x49TzMpanOp1d6r4zjoEDSpsOkXDI+DEgbmfw+28VjHD3zfew98wns1ecZ\nh5scHxxw6WaCbDh960s8ePl3ODRbWjshlVPY/eIxftdh2dLmR+SLDW5bqWdV07fmTK+CaU4lFL5h\nB3SRB090gZ4VmeqNpieXVphTYdpahmEEUxkWGrSqHLTGek9ofYN3ozoDjSb+FgK5NrazHuqrsYiP\niIWeq1LxdsxesVBozKmyzcJ6f8X28oI4OGxEJ+Pe4oxSXLz1GttgvKqlvcN1w3pYUXpFAmxrw3p9\nPbozBBvISYHcuSptpbw282v/6rd5/OmrPP30E/zoX/3L/OqnP43F0LIykGvuGKOaPV8N5dE9Ti0c\nP/s8aVu5MAsCTWMpRgec8r4f+jG+9LnOwzc2+Jhw/RLvL7B+N2k3HuNAvFWIIpZ5mtlfrrjYbFit\nlszzJUNUoEVtHUQBFouwu58QrSTsQM6VVoXgDCVX3cW/zfXezVnQFT9tE988iwRv8UbZTcYYaqsk\nMUQnmqDbLEU0jm4+bewdDrSwxxRusP/CJzl67odYHDxGH5csjm5wKQbhHg9v/Rbp9a+xunybLTPJ\nFYwZ6GVLa4aeE71sCe0CUzdIbmw3lZa0myRV4XNVBGMcQ7T4odNNp7SG7UpuAZjLhDWQUsf6PbCF\nkhTuJq3jo2UYHcNgmefMGDTbvY9eNWO5wuBoJVIpuN7orbGIEXKnm0GNcabRmpalphhqMgRGNYDZ\nHWAiRi0BEXJrpJoouSNdCK7hjIOqat5tUgpNnSuL0VJnIYgh+8UOolGwpRGdp6VGTcIbr9zjzq0H\nfPULX+PH/9Z/yN/5u3+Nf/nLn8Z0h2TBDxaa4IlMZ5cMy8D5g/tUI6yvPUbpB0SEmXMO0MDWvL3B\nCz/wk3QTOX/7t1nJJaZ4wmAp20azheY63jiiCwquCLBJG8LScbGZ1IMvmTjsKC/V4VzkfDtpGBN6\nRhliIATHOBiscawWkZoq33GRE0PcA1Nxe+gBq3Vqy2rx7ZY0Nwweg5BnQzWi9I1esNFwcM1x0Swt\nXOHm+z7J4okfJO49zY2bj1GNZ2bGyoY73/g8m9tfIpzeZWUSzRZcrwzGMlGRlul1BmbSdIntnTlV\nhbtlaFU1Q3jl467WI7XPDEOg9MxiueDs/ha/66M4i7r5gsHazt6+EiLzlKHB6BzOGnLKrFZ7pJSo\nOPauPcleiKyGFbdvn3LxjXfYO1zS01YjGVzHj5bodulaXVhENS9JrURnsVa0+xUMYoQmM1PqNDG0\n3bzBD+CXgeViiTWobL03hhJ00FksvWVmhPmyI7ZSSmYYIliLWEsXQ0+d07sXLEZL2QR+6Rf/NX4x\n8fGPf4J790549Rtfx3aD3ULpW9VyJcFKZ3PrHuV04vCZZ+gtsfSGZM9xWchdIF/lIx//Cf5gOmW+\n93mkndPmCdsddlA2bS9CLx0N8BCctYx+RVgJXSLYQusT48LinMd7D3IAQCkVEci5Miy8MpFNxQXN\nqfl213uX/HV6SRw1ei1EoxEGVp8Izo24oN6MPQfFB3AOGy3Djoze+ho5eJbDZ/4S41Pfy+LasywO\nrsFijSkOX+/x9h//OnLv6yzyGbVecFEvOLp5lTxX6tkGSQmTN0i6pJRM28wY8dTiKJUdQEMp+KZ0\nnTYz4VxnmjpxXFJmLSHTrMC5MCplxjmhycQQHZVdBkjReniet4yLwOVFonTh+H0vcPP9n8AujhmG\nkeMPV57/2F0evPoaZ2+9qZENkqmtMJpMmgubTSU3wbpAK51uhMUy4AbYOzigVIcfB0IMuLhguTpg\nuT7AOIddekLQ7qMPGu3tjKNNiXz2iIt793n1K29yVjupGWwDelNpCA3BIN5qNy435rMKqTMuA5/5\ntc/x0//p3+ClDz/B//1Lv8YYI5d0chFid9hmkZ6RcsF5/QZX3v8sNTpyBxcai1C5mOGu2+PjP/qz\n/P6nM2xusV8fgakUUxEbWIRITQkXHKXodP7yopBrZbvdEKJwcBgxRmgtMc8aeBVCoFaNDGwNuhRt\nt1voffo2Tha93rvIiX2PsWoCqlXZYcbr07nWopSX1ijRsN1oKE2YheAdzJHLeJXDx7+f/Wd/kOHo\ncexiwfJoTTYB8pb7b3+Z+fQVrtoNF3mmScHtRR6dPYKUMDlRp0qojT4n5suEJLNL3/VglMDoHAQf\n8N3hrAaYdmNJxVCq2RnHAqUklqugT3YC3jgMGXaESwkW51Xz5gz0KrQOy/Uh6+vPEK+8jz5ep8cB\nZzrD8dO8+PRHaQ/vMc0nNDK1Zcpmy3ba8uxqRZdOKRlnR4IdwRRW+xGxAWMPiOMKjCBWI++aqFsy\nWqHVAh1lleGZadhFxQ4jB95y9PZ95OyMu5tIa1bpaMaB7NKYY9NWsxOsdUy9ke8b/Er41//i03zf\nJ17gr/+1/4DP/taXmE7OMHi2Sa2+mY6vnWEzc/sbr3HDGYKNpCj404Dfv+QsvUF9sOQHfvSn+dVf\n/mdMl48IbtJo8w42au7NXIRcwLoAwRKi5fraf2v+Yk3A2AFLZ72wNIHeDc5FfY27Jhl3KWAauVe+\nnZDyPTyz6OHPWo8nKu5G1CLcpRK8JcYCrnFtcYwRQ64TJhxS5Sqrx19k/5kPEA6eJixvsNzbBzPQ\nygNuv/LbnLz5Rxy4DdN0wjgEshhanajbmYHONl1gWmG+2LI921FXtjrPsKHjvWNvHaGpLD5vZnBw\ncd5YrkcdjjoHYnExshAhl8LeYsm8TfQmlLQL/XEzcenwoydtMl4sdlBmcYiO2jrGB/xyj2bUvBRj\nwPqZEAOkJc4UpGbdfnvVnBEr9FqwNiDdE31AyBhj6X2ktM4wfBPIMdHShpxnSrkkukBwkTiscSGy\nsSDWMlWhj1vWT97g4sEZbLPGDYqCxFvXGL5SO0ZgGbxK23vHeUtPcP524jP/6gs8/+KT/PCP/Ri/\n9quf5lHfYq1y1ooIrRkkdczJxJ2vvMqNF4S9GzdIttD9Q0LYUuw1Hlys+OGf/Fl+51e2mPQNjleq\nkJ7SBuuFiGXlBqRrZ6y2jJVCDCOlNMXmGkeaM5uSCMHhwsDFZkurXaf5Ri3pPoAbvv0d+95FThTU\nkGWV0VSrEifVTgqbri1dYx0FpVNuvWXTl+w/8RGe/9CP4659ALN+nIOjA4zL5HzO/Vc/h5z/ITeG\nDT0V1ocLLk5PWATh/PScmDIlbah9S00VmWclSgJxtPSkcorSKy447Vw5iFF1RuMwMM+FZiDP5+zv\nDVxuN4oMRSmIxlZaqQSrE2MfwbhGbY1hHKlbDSQNC8OcNyzyBTk/wuQ9bFwiAnG+QPKW1jak+SE9\nbeibLSmfEH1Q/06ptKz4UmMsg1vQS1LCox+xofJgytQ5cXFywbTZcPLwlDBmBgeI4BcrDq89wbXn\nXyQe3WDv8Ig8evaXCy5OL9ibb6sdeBcjZ612+2xWMLir2vbPNHrorOwe+bRTXefl/A4vv/rP+Kmf\n/GH+8PNf4PTRBjlNeND2cneMtUOduPvy67gwIHZQMLmP5OZ4mLa4G5GP/pVP8bV/849p8ykPTh7h\nVpbgOwFHb4mSCl0KQ4RqHdt6Dqg40hgIwRLCgtobxgp7e0sNXBocLSes9J2msAPTu96z7+nOEqLG\ndNfaMQ418RSQjkIHTEOoJNuYsmPbR45fep4nP/iD2MMXcYtjhuMr9GgY5w2PXv8y7ex1QtXD+vFq\nSZkekOQe6ewMU7ZsygW1TMhckFqwwRL8AkS/vo+dnA15A6Zaxug4TxMsUA2SM4xmxek0Mx4f8uD8\nnP29K9x84kXWV48JY6HMD3jti6/TLivR6CBtbRZsbaHMnY4j54oNnnI+4e7dZ3Hl61yJDpMjpjR6\nfov7t9/By0TZXvDo4UOmacs4bUmzYZ4qm82Mc2CNI6XCcjXQWtNsSfF4q23S2gWMJc8dusNdduYx\nkudMtFsu7rzKra++wQe+/5Mcfeh76atjOnB8/CSn7g7ZGfISJjpkh5u0dWuqnulqa5pxIo3et/iw\noLaRelFYWs+XPv81VsMCd2TIUyF1QymG2hrJCZI7bjNx/49f4bEFFHuD5Avr+jar5T537mZefP93\n8+Szn+D81mdZX/UYe84oRmHjwTOEUeduZoPzDmv9zjyGulRbUWVDr+RtoUlhTipzsSI4VFKkpLh3\nv95DfOsezhlyTgxj1OFVaIwjOKd5jQaH944aHAfhKsm/n2vv/0n80UdgPGbv4AbGeWy/4NH9rzKd\nvUbsM6bO7C0MnQ3nl/eYt/cJrdGmS3yaadsZkzQxSksprbvH5UhLE6txQEyipsTUIOyviYfXePy5\n72LYu070e/gYmHqF2FmNBzAckXykkznY3iYuXubeV7/A+d1EqkJYQE+OnAqtatu3V8E7x4M3X8Ex\nc/bal7l57QkuT855+9WXKXnmYDHgaITWSZstdelpc6dOFZnBjxZTO0dmxenbE7nokNGbTI4GYwVx\n+kCiO5bDkuLUQxPbQLpMmgtD5Yuf/UM+eHCT9XMv4TvsHx/TV4aaG5I83hpyVwuwcQ66oSsDglL1\nNvNWtWd2d/48P9kgPfPYU8d84i99jN/4zL/lwf2ZbgXbHJvzzGIRmKdKkgv8q29y9cUF2Rns4hiR\ngslb3nr9FT76yb/B7/7KlsvXf4dAAmd2XONEmRWHu1gbukuEqIQfu5NNBWt1qE2nW/BGGMNCwSXB\nYpq2clQ+9e5EyvdssWymSWMDoqdMM95Zzk92QAYKtUGtmZ5XbN3E4onI89/zMcabz+GOj1jsHbDa\nW4Bp3L/zOvn0TQ6HwuXpJfvDSM0zJye3madLhRlMM/VyUnBCFsUNOaelWO9UEaw3OGuZyha6MARo\nbsAcXeXmB15gefMp3P7TRH+IMTBKJjRHMA4X93HiyHWimH0OnhSmOy+zvWfZTnDSJg5XAy4IwzJC\n90grtCwsrWG+9RbxaM033nyFOVXOJzhYRTabDTVnVssFVSB0wVmHM8IYO1Ycic7lPJHFgB1wwZBt\nwdeOtbqDGGNZDAsMBtcq5Eae1RNDDPhVIB4ZXNQYwUJnuNZZ3VyRNxPlUvNT4jJQ0eFdp+9qHCXH\nBDMw54y3hZoawVscns1J4/X5LiF+gaPjQx48ekdxr90xDpGUhe7AZGG6+4jz4U0OnnuG00eNa1c9\nTz32BHcf3eMr9w557hM/wf03v8LQTmlkBSUGQx0VzOdtU8Be7+wNK7zVUrrWSm+q7xuNqtp7N7Qe\nQATj1PGTyneg6lhsJzirc4kgiGTGpWZzWG/VJloEY69w5eAmw2Pfw/5jH2I4eoJhfZPloUHqOdvT\ne0x3X2PZJsrpQ5a247vl/HJDLTPShZw7tmr0dSlNg0ut04XTlLesJHjBig6tjFHZhxg4Wu2zXF7F\nuD26WZAYiS4Qo6OUCC3T0RdrPUQuTMUN+9AdVjqDQq5otbLci4hpDCGSp0pPUCbPTGEu5/hlJFvL\nYIVe1Afj7ABWZwDGKxXeRofpUTPrtwUP6vSzO4mLfltYL1ivOFuhkdNEtJ04DpRx4PDGDa68+ALH\nT76P/f01LS4pdkm3W5pbcXTlmEevvgVGS5o8ZXzw+GCpmtFEKZlFtPQuLEJEaBDULmy6YL3HtMbX\n//gu6+MFH/7w+3njjbfYnEwwDpycbtVGjFBn4eTWbWxw7D/zDCcPHjK6QLOVBw/f5urzH+IjP/RT\nvPL7/wfBn+B7wra6m+ibHcw8QqsYb5CqcA6HY65VUbDSGceBacqUrKLNucByZViuvv0J/z1bLOvV\nGoPVlKhedjjXrIJKC9Yb8JZHNrE+eo7Dp3+E8dozxP0142LNMhpkvsfF3ZcZ2j3q+W18v6TLlgcP\n79PkEmsLtAKtUaeERVW7DVEz2Q716YzHuUDrjeAsRaD1SJk2eNeZz+7A9BzD8hLrHxHHrlnr3eGd\nAUl0GegsEDzNZboduEiG6qs+DPpIr4liKm6w5JyxeLpUsEIqIJPhYIwsyfpCt87gNTpbykxwndVy\nzbx9RJoF7wbStuDEYoHlMtBbwUULwZGcfAs+2Izhcp5BLHb/iHjtOs+/9EGefelDsFjRVkdqx64F\nuMCFTJ4EimZNViOERaBUS5kF7yvjMLApE4MDIx2xGoY7ZcGgERDGdpWkzEJLmhz8zniP9WqJF8fb\nt0/ZO/DMs6F1T5LKMBcu375LWB0Tnjjg/OIMN45E84C3X3udj37wr/Lmra8x3/09mBO+CRfMFGAf\nFIXrjIpuveq+nPH46PBGbdHTtGWxtOytB8RAlb4rHb8DzywP75+zWqyoOcEup7BjtXfvhWb0Btxe\nOeLGje9jceUjDAeexVVDXAibs8rZG7eoF/dp09uwuccqwvnZXUzPbKZHWDNj0Im9d9Bdx2Ioc95x\n1NSR2UWoqdNFsIPBOCWk+MGqSO/yPrff/DwH83XGg2MWiyP8eMDcOgtTqL1QzQK/9zhmPCaOh6Qm\nLK7e5PTey4zRkTcKf+ilE0TwztOnghOwoe00VZBPN+yPhs2g5qZGR6yqYWtvzJuZ1bCEPJNyhi60\nGHGrSKJhTCAJNAurccUqrtjOsFjs07E89eRT7D3/PP7KNeL6GrUGhnFFHbYq4DSZVt/m/MGXOXvz\ndR7euY+1FjeIKnx3eTRmB+VYrQbSJhGsoRjR0kw6rcJijFgaRYTaDMYEyty5/eYJh1cH3vfic5yc\nn+Kigthb+n+Ye5Ney7I0Tev5VrO7093Geu/Cu2iTiozKqlQmKRCCrFnNGDBhwi9AzOAP1BgxRGIC\nY4aUEClKSICoUhXZRLbRe3hj7mbX7HbnnN2s7mOwjodSqowUigB5nIm73HVd5ufutffa33rf54Gs\nteQ1303sr15j11uMgW1/TpdmTMr88JM7fvsP/in/5n/6Ga1Cy1RhIE2LXw4s5hRIzYmikEuFc6QY\n0ZzZT9MJt1TbtcZZsLUUln856virfMEXxuWANR4rDbGA+oArPcpCdp5s3+SDb/5HtO98A9kOdA08\nffaU11cLy+FTwoufMOgrjsfnlPGGu1d7cjqQ8hHLxHI8IDES7kfitJyIjoUYwFjDPBZaX9+RjMkU\ntYRQc5WmE9TCvCz0fc9y8xmvDi9Q57C2QRS88Xh1jHkipoRfPebZh79P/+x36FYbHnzjexxuXrG8\nes7SJpSBtExIaYiitL0nLYkshvbhho6B3jUc4h1SljpyNmCdJydF1HKUyGbV0doGUiHMhe12x8XD\nx6y2l9huoO2HqsZbNfWvxlBUGYbVCUihqAsYucEK6CEhh3t0ioR55Or1j2jKEb2/Zbw7YqSpym8p\n9Tuh0HcDqoGQFgogtiXrDCp4ZxEFZxzGVFOwk6qbON5HupVl2z9iPC48erBjChMpZEQy81yIGUpW\njlef0W461sOG4xRo28JyeA7W8fbT93nvO/+ET/7in+P1HqeVr+YGQWnJMdKb9tTZUUKOONOczLYW\nssFI5c9pAjGKFEViAf5uVd5XF9FftXjrKclQiqmUeFM5xb7dkuSC9ePfY3j2H1K272L6jqdvn6F5\nxMZ7rn/+F2zMDePVT7Dmhjy/oEwjJR5ZpitMieQxkCYoxwyp1DMQEUpSfOewRUlzwjUtYTlhPrWC\n7pxzJA1cPr5kf3/kvG/JIZHGiRiPxAKlre8iy5hxQLgf+WyceXPd0Fx+nc3lv8M3//13yfNnxHjF\n9YtrfFa8cxQjGCuYopjGY9cDm/YSgyPbyOFwrAdsxjAM67pYjIMcan8lw7IkvHQ0bUe76klAyAnj\nT8jTdERNxhBp88z4+mPSYc8hLCxxrpbIOTHfjpQ0cj/dQN/y1nvfwqQV11dXNDPkaAjJEmOktYXt\nYJnnPRiLakfRyJwCSwRn6+7AmkrYWZa5xuatJcwBZ4RlyvzkR5+yOWt5/+uP0GM62Q8aphC5e33E\nGYvGzM3zz7g4f8CwXnNsPZg9q/SCTz4beOeb/x4/+/kPSPOICa/QuDCro8RYe1Ch4EzN5jViSbHS\nYox1iLEsIXFIkcbaasxOiai/gduwu5tAzjMlG6YxYcTT+ozTGekUHrzLex/+LsPuLcx2zeWDlm7j\nuNpPfPHFx5hwS56+IIUrYromHK9pSmIc74nTiOTIcpfR1GCyIUUlzIqxFcS2hIyhnpRrruPDooGu\n7diPI4PPmEa42d+iKlzfQG8aOgY6Z5iJHFNk0oh1PVoM8zyzv7/HfPRTuvYJzfkbyMNnmHJOsxx5\n8kbBLooRwfh6LiGaSab+gqbc4GxPTDPNudBIQUvtiACICh0Dc5kpsrAi0yqQJkoZMTlhw4TuZ+b9\nAb36giktPH/1OWWZMePMfHdHsp6sCTGW8T4yT4VOPLt3tnzje/+Y1e4tvvjRR9xPDatYmPYLS3aI\nWLwVjCRsD3f3tc3mvaeYwOCaGiUxlpQiOQe8VxrvKMUgBUKGXJQUDHevZ/78+x/x3jcuaJrCzfUd\nRWG9teQghJwxy8zLn/6Qs4s1oX0HKy3lsLDnNXeXb/Dut/4D/vJ//SHruFQRrFiyVWKouwaHQKpo\n2BQWlqgUUzNlWINzCUrEIdhWGBrPb5zaexkT1lU4gnOOkpQ0KaVtWMqGb3z99/Dnb9Lteuy68Ohh\nx939yDQljq9f89blmh9/9FOcHBmPB2xW9oc7wjxToiDBEZZ0UhvUiHo5VZOr51CRXMgmIYBqxveO\nUAK+qYYxUWhc9SpmFuaQUJYaK5FM30E7Z9I80SAYD2Vo6NoVrYDG63qYKQ1eH1BsqnA9a1k01C6/\nFFRGWgX1jqxKZyxopJSI0QXJgRzmWhOWhKYRKRMxjoTlyHh7z+H6jvmwJ9zvMVNkOYyMxyPiHUsu\n1SKmBrIgx0AqhinCFCxzNLRt5mzYQd8whSs+/+yvyCkxLpXYLzECBucajD2xx2oNiEyibywEUE11\nOCPlF0ptQ9Wve+dIJdW0Q0rVCBaE11cj5+cNfWtqZmzouLs7JZVzpBxGrp9/TKsXmHXHbAptc8+r\nFx/xnQ++ww//5fuYwx5fXuK9J9hC2wnGGDQlfNcSl4V2ZXAYiq3mYmMESfX9UZAqnfp11N4i8hbw\n3wOPqK/F/62q/je/rirv0YMOlYhKnYJoNpUe2G5ZP/wuu699D7N7B3ZnbB6tURVsarj5+UsuFV78\n/Iek4wtKuabMgTKPmLTgSmAeF2z2GK20FecrPFwjvwC0uUYq8SMBp8MoU+okuekalIABzOllPCRD\nBKZUWEqgbU1N4voO1UhKypwdD599wPkbO0LYs24vWOYR1xZa70njkYKQxGBkwSx7TF5QvUNyxpoW\nLYIJgRwT0/6a6xefkKZbXFlYxqrbyEskjYE4z4R5xoghx+qFF60y2JKEZTE02dKrr+1HW3lsRxOZ\nZyEGpRhBXMStDf3unKHdcP/pD9CXL2nveg4acA08HFqWyRBTwniPS4V1Y6pXx1ochUOBGPOp0dow\nTwnnWsiBrq0W5iKOOGeaRjAK41GZR8e9mXj8qGc5jvVGNBiyFpbZkKbI1Wc3PFt9QmpnSr+h8AMB\n0QAAIABJREFUycJ4+ILr/RN+7w//Y/74f/6UtTuyEOmTQY2c6sJCKameU8UEJ2QtJ0C4JiU5YVGY\n5oyE9KsvFuoz6b9Q1T8VkTXwf4vIHwH/GfBHf0uV918CX6ry/hPg25xUeSLyb6nyiqmE95INrYco\nE0m2uOZtHr3zPfpHjzH9wG6149lFy/3+NdNrobk9EHnO9PLnYCc0BnwolCUzzXP1rS8FSqI1Va1X\nciU44jMkRYxHMZhSSCXhO0cxmYTFWEfJircOJ5ALjGGhKwbvGqYUsKaSQLwTNFdxjvFgu4bVxWMG\n1kSE19MPWNvH2OmMyE843lfPjGkckkeWV885vHrOi/sv8NnAmH5RepteXTNNI5thIEwTJiu9bys0\n7ljrwDhYkuJ8z7RUT2fMSusdRgxziqgEjPNgKi85ZaEEyK0iNjEA2jvWTy748NsfEm8PvPibT0h3\nyqurhUUKlw8GfF+IOlGioKWjk0zQRIMBLdWh407bF1OtW8YaUkxI9RGiCt4LQ/4S9l2rGYf7SM6F\noV9YdULIC40Xcm6Q1nGIC+n4mpvXZ5ytB6zJRAfetLy8vuHDD7+J27zLePWc0i+QIloEzVRJUUzM\nJlEiKBYRX7eES65TOhdQYN3W76ky7X+FxaKqXwBfnP7+ICJ/fVoEv5Yqzy1CFmj7ljEsWNuQ2dKe\nP6O5fBfTPWF9ccb5Q0dcCnZxXH3615jxM25f/5iYbig50DihECiMqAaWGVCDqD2BwGvWTNGT5amm\nfIvmE4WwvswLQpkSS6jnMednDdMx4BqLVVhKwntHZ3vEKDmCxvplN21PzhHnOhq3xjbnVf0gAlk4\n3n3Gxz/939gtM+tmSy6W6+sb9q9fkqaRy2dv8uLnz/GlPgF845nLSNf6mhguhcZa5pzICVKRemib\n6wh8WeqELyyQCiwk/GlI4V1DzKnKn0wmhIRrYd04NNUbQuktb3ztbbz1vPjoI6b7wLQUFqRC/5wi\nUlhvWpY5gmbUG3IyxFDHstY5OlXcl70kqWLdqArFUSg454khVwsbFpVEe2pnZlH2V5HmcYvYgvdV\nojvPU4WELI77l6/ZPnxM13awFLJZGMdb7vYHvv3b/y5/8S/+kjwe6oFvjORTrdmZ6qls/Ib7/RFj\nM60zrDYr5hDohpZyckzWS+ZXXCx/+3NyS34P+Ff8mqq8wx5sY5mWCUzD3ZSYveUb/+ibrJ58B2kf\nsN46mp1huU28+vgWXV5y++rPKXefI2Ykp0gBljBScq0IO3GnvJAi1J65PcGnOXHHfNPUyHmJWGtJ\nc53WOFO5yt4a4lFRLGGpKWgMFInEUluDzlTfpXhPHGsQFOcQaVHXkPIdAz26CMv9S65/+gOWorye\nLeFYmJJWKHcpnIUqaRrnpULkvPuFp2ScK9LWNT37++NJkuaZl1Admq4nTvXpWVFKTbU2d0KaMxSt\nGNaSCCEi1tCvPPMciLEwW3hw+QbvvPcmcbrj5c9+Rp4WXNfQbKpYSZnrYMQq/eBIKTOnXIEXgDUC\npzyYt5VyQ1G6rqH1lQ66hPkUlK0oWWOlpn4bS5wKYRSOCGoj662jGwpFF9abDpHMtGReP7/i7OEV\nQ99TXKKkiRxvef7FZ/zDr/8Of/4v/xfacSIcbuiGDdkoh3EmjRFjGq7uDhRVfKu0nUdNpt8YoMJQ\nlrzA/xcR/dMW7H8E/nNV3X/J74JfTZX3ahbslOhbqV2C5hGP3/wttk++Sbd5wDA4Hj0cOOZAJy37\nl69YD/By+oImHkjhHmIVIeWwkOdCiYU8J0oR0hJxzqPGVJNYtYISQqIsqfbTTWUG12lNBYhjhCln\nNOU6Yq70bVZDWw8wMyxzquct4iAltBhSCNhOMW1DYka4hVBw3UCeJ/rFsz8mumhqJsvXqVwOhauX\n17WM5LSC3krCiq1PBh/JqszzgvctS5wrA9krIlUoW98Tqhse+XLUG0Ad0xxxPuNdDVW2jcVaoWsd\nNIVg4d2vv42UmR//xfdhviHFiO08D/vKYs45VQLO6YkswCCObrDQWkquvZ3RVBZZ1EQoqUZPimIk\n4htwKogRYshkLdimomYxliyWOQIHRbVmuEqZMDbTd4I2LTufuHv1nIunF4S5wXYeme9Z3C13oeHh\nB7/PR//7D7EhE+OINLYeklqDlsxm5/F9nXa1jWBNIeV4UswnXOOY068pYBURf1oo/4Oqfmn5+rVU\neX/8vDoxMIW3dp6vrbY8eP+7mO0H2H7FZkd9Dwjw/Ed/zlZuuH/9czQciOMrVA8YnTnuXyNlpERI\nM5XYEms7EeoLZ+MbSqpwaMTUQpWxxCWgmlGtd9+lVLeg8w25CNYZGuuwBbLEkxa7Pp5Sqd12jYWS\nS+28tCvUNHgzcH37GrcB2205zK8wahhSjeyLUUIptKXgorLMga6zmCUxGIOJkdL603evbIaBEh23\nrw9oFNquY4oLcwon7KtDKbRdARPx647puDBOhRAKvoXGW6wzdN4SsrLEhFwOfO8f/zbbruVHf/p9\nxtdXhPuIeF+r0WUC5yr4TyzpS8B5zngpOJvBGlKx3N0vHFVwzuCaapU2hUq/V4ilLm4j9bt2toIU\nHYZgLHOAoob7u0jbDtzfZlzj6HrBGkXKzMpb4nJgurmia1eEFLDJwHzPZy9f8p3f+0N+/sf/nEbv\nSDZi2lJ//gTmSLIg7jSAoMIHRQwfvRZ+9CKfokeWetf8FRaL1EfIfwf8lar+13/rX/1aqrx/+n4H\nTpmZiLbnwdM3aB68RX/xHqZpuXjcMalQ7g5ML3+Gu/uU++uP2V+/5KFbOMY9YRkRPZLTCMVVunxO\nWOtIS6wXe1NVFZSqURCjjHOgnKxaWbXCJ/JC17eUlMipaqhTzMxjqGSVBkKMiKlkyJzr9iwthRKh\nXzfsto9pux1lbilLIjcLoRxIsse6zGKroCd3DeNSyHODFSEPhftcx9mNrajVGnCv25mSCmGcKaHg\nSsfxPjKXeMIMOTQLjbM0nVKIeGMQXeEaZY5Hus7SNo5eLMtxIhSh32348Hf/Ibo2/Pmf/Bnz83vM\nkrAKRerJe3u6bLJq5afFgjEOY10FXUggSyKGjO1b2iXR920VTFnIIdL3LfNsyfNyqkPUmxkxMXiD\nNwaTFBXDnBJtY9nfz5TS4FtFNND1QivVgmwV7q9e0F48IsYNnQtgR/aHA9q+w4M33yV9/BnFO7RN\nqESsVJi6OQl+jTHkKGgyKJl3L+CdLSCWIsIf/eWvuFiAPwD+U+D7IvInp3/2X/HrqvK6QtJI1IYg\nO3ZPv0l/9jVas+Fsnci9w06Blx9/RD8vfPrip9wdfsLWL0wc0ZzIy4EyR3RuMLGie1Ks/Xk/GGKI\n5EXQ4kASxmRyTmhWyIJplGFoEZNpncNJdacUFOc8y7xAV2qlNztabxFfyDkxDC1hDkQjFXq3WiHb\nM0zjqmAlR4I7bVvGRCbSNIoUT1PAU8glo1h8CBAKRiqsurWOECZSdoQi2CUzHgPFOHKyTPORItAP\nHTln5mXGFY+qpzOOHBcwmd4bhrWjSMQjNWVrwKx6/sHvf5dmEH74l3/D649ecZbqcKB0Qt/NNBuP\n9ls23Q7VaggIU5WYGhLOGPp+zX6/ZxMNy6LEYJimiXk8WQOyEpYFssdpBSqqFbKv8PdJMqoWGoum\niXXvmVPld82jMk2ZlKhTM+uwvtQbgktMy8QqT5TFE/xCXH7KzeENPvidP+Rv9j+gD59zNA0FoS0z\nS2nJxaKpxUplruGoihLvTxV3S4x/d9Tl/9ViUdX/gy9vdP/25w9/yc/8M+Cf/X3/3aubjKKktsU9\neEb3+Jv026f4wXH5aKjj033g/v6GM7NQyi2l3IFO1YESE2la8KlOZVLIhBApRRDj6x0sV9qgcadR\nYhFKhqaVCuA3NUBXSHSdJ4WZVCzOCRhoeohBkFK9K+Jq/dh4V2MxjaNtG5bjRLu7oNtusb5jDFeI\nCWg80NkLiCPOKIvhF15L50ByRrAsc9XSqVQjs3e1MhCXgBStE7BFsL4FyfS9I5aMmFJPpzGEOeG7\nGgy1Ut0vqYDOidXQQM4Ur6zPz3n3t97BmAM//6uPma/u2TYN1hRiUVYPz3n4bMvqYsBsNnSbh0Ci\n5IIXj5SIlplQ7snTkfXU0WQDSZnGmf1+Zjxk4mIJx0RaMtNUO/xfbr1iimRxLMGSs6Il0DRVgyem\nVKSTEWKClIRUWnCFLDXD1Q8ezELMkewEnyOuLHz26af87re/y//1r5/gw88wJeDTUIcivgLSIYAJ\nCKWe+UAN7xZorKn6jd+4E/xgMEU4ZMd7b3wLf/ku3e4Cuw60qzrePd7fksPEtL8lLfc0JqHLQkmJ\n+XikUcsyRvKkhJAqzhNTCYSh4H2lWxqBuAglWHLItL1BJWFtwUjBmtrTMA6MqaDorJGu91hrMbQV\noF2XCnoi+ccUoQjrxwPt44dsHzwl47HOk2JkrYUmJWxWTLGoVECClRp711JvGFbAenta3EAuCNWX\nmLOSQqExXZ12aUQl0bQOyLTeYNVzDBNLWvCtq+HMIHX4ZyrsGxQ7WL7+O9/ASOSTv/4BepwYNFUy\n/+WWt954i4s33qbdDviho/gevx6IaSbFhMmGMN1T0kQJSrRK8YVJFiDDYNiuNpyLrSzoIqQl8cUX\nB+5fKfNhRtVBpgIUU5WuNtaA1GS4xoyxdUCRs0VMx6uXE+szoektHsVulHK4h+GCZBMGB8ueME8s\nsuHpW7/L9d2fsJKAkwbrLaNd6KQjp4ISwFZfpW09hoJVRaiCpF/2+coWS5hiZRqvVjx4+j5+eIDd\nrFldWGLa40rL8epzLjeWT//sJ7RAXL7UPCRKTEgsaMjMY64RbSsc9hFHdUp2XUPMuZJj5kCOmb7p\nKCXQr3usDYhWuodrDOo9/apne76rUxRqQtXg0C5DyTW2YYRQIqqZRg3RerqHb1KaC6ztEPW01jPf\n3OLcBpPq004kgAhd2xLDSCwFVOuBqVqWJWCMVumQaO382In7wxErLWEJ5JzwXa3FOlMXLU6xxdaC\nWamd8uZkcA4lEjTjrPLw6SViEx//4BOWMSJJabcbthfnnL/5JsODN5D+kmbY4mzHki1LmhmXgmpP\n5zra7SXCgg0BPUvENJLyRMwzNkbCdGAJt9DconGk3cIb6xXnDxpef77w+vMEtDBnyglW4l3Nk+WS\nMLlWJELMfO1r7/DxZ88BS9gnNAg+wj7do0Ni68+QB+eERTA+kcKBq7sb3n/juxy+/5Aw7lEzk0xi\nEfDFnbZ1iroabVFfuWHGCEa0Hvb+ks9XB6xwLck7dk/fpts9pls/ZkZ4et6x7I847bj/4gtW65ek\n8XNKvD7d0WZSOpBTIs4LUoSu84wxoLkKe0qorb3jcQRnUFWsKWAz3iumMWDqnda7Ft82qGug7dG2\nIXQr2m7HNGes12oH84rH4JtQtyLLfe3g5HtcfwbdQ2z7iKJC7w3Xy8iyv8F3A84VsmYaWyMz4zjR\ntnXOr1nIdTNQz3Ko27yUEte3dxTV2rdJAUXJqdqr6v2vPgVVlRgTEcH6hl3fIVQwt7GORQPdpufi\nfMsnP/kRr17dMKw2PP3gGzx4+31YrVFa2ovHZLfGGMsyTSc+1xln6wcgDY3f1OBnmeq7SFGcJjqj\n9aCyLCzLPd10RR6vuHvxCdc3r8jLSNvB47cGYrzl5sVEIxWblCJIEVKGnO3J/la3pB/97GO6fsW8\nBOLp/yXM9b2zhJHm9Su2uyckNUiO2Hjg5vVzvv3uh9zOA729QOQOVyImNkQzIaal8T1iImoSQsGI\nYqSqNsRbflkB7CtbLMV4SrPi0VsfsnvwJk13hum6CuCWLdcff06ve17++Pscjp/QcE8JieM01xnx\nEmlPbKxiFVFHXupF5L05qRIEtFrB1AqrXUfJC6axNNs1/cphug7XetphQ5ABvznHWI9r12xdV32D\nRgkmoXGEZaQcR9q8ouSJoAbjHnP+8DFIg7OeeLxDZCbeXzF3G0xXGV1aIsl7xOQKdUPJYpGTjzLk\nugWZU8BbPcGwqxhVLCTJmFZo2q5SSDTTOIu04ENiigZpan5LNNE1DWkp2N6x3ljubl9z/eLAk6+9\ny7P3fgu3e4rdPKDd7NAQML5BnKOUgGkNQ7vBSEfwLU27RRap/nlpSd0BUYdlIeuCFAe60A9nxO4C\nWT1l6B5jnt5xc/8FN599RIh7Hr6xoWHmcFN4MUGjBlNapgShJJzESpnMBSvCPC4ohiBahwxFaBbD\nsFamuz0aF/LSslr15HTL9eEeN6y5mXfE+EMebBJqLCtXwFc2mBZq5SFn1k1L0cqtts4iWvtNf9fn\nq+vgqxKz4fLJ24hvUW9ZtUI4HrBRePXJT2jjHa9fX9E1Bh0jzBGNCa+GMRUkKSElYlZUhcZ6limA\nVIFn0kg32ArctpZsQbywfrCjOz8DY3HDOe2wxrcDu+0jIpaYIWYla3PaiFlSDuS4YLJHpMcYOB6P\nOPOA3eU3cO0FNA053uJIYMpJL3Hk0ZMtt7lOvwq1Q48mfNMQ54ICMcWagqWmYdUqF5dn3Nweqiy0\nCOuNJwUlRpimxGowkCPWGtreEiYYp4RasMYyLTPSeTarjmG74Rgy7/2D7/H4nW/SXbyJ2TzBtD0x\nTfhiULGMc6RtGrp+QPyGHD3O97URJwvW1Qvap6ofT3FBdUK10vLVKEYstm1Rs8PS8HAzcLHdMd9/\nwXS/B32JaxYwhuvXhXlawBq6VnBA0YJ3tRdTzdXVL7OkQo51EDF0Fp0j0/FAt96RksE3IJo4HI78\n3h/8Ez77s0+w6Tlkj+YJSR1xrt+voQZtlylhbC36LTnUSP8v+Xx1TUnfcfH2B/j1Q8ywwQ2Ofm0r\nqfAwEa5fcOFHSj6icUbjgikZVwolldpbSKU+WQxYYwhjoHEtOSaKZIa+IUtEsSSg6SzdaoU/69De\noG7A7p4gfkcxnrG0tMMWmwp9v641xdOAwJQAcY2GkRICy3RLh8GlB/S7D8jdBWIFV+7Z33yBscpq\nt8GuOlJZ6NY9V1cjfVNrs1mqElOkkEV/gUUque6fi4ExHEEWGldBdse5YFQ4ThkwxKj4QWlWQp+E\nOSvzXaFkh3H1t7veWM4udkjbMVycc/net+l27+HP36I0O0oJNBTyeKwhzG5H41us6zB+A6bBeodK\nRu1MThMlHbGpooxccSgWykJWh+QI6UDIB+a8J+ZIGwspRlznySHSXoRKp/GVDPPp85oG9k5wqtWg\nphYjFjXVSVNSPYcQhFVnycngY2Q53DI8e5uQDI16wv41L6+vePz2e/zF/6msQjydp9XQrHOmKk4s\n9J0j+5oZNFSbALkAfzfh5StbLIeUePbwTZrtM0y/IUomWYspLbevPkHSyN3+C2I5YE29kKYyEnVh\nnheWkGmkqU8HV22+thFKKlgvdUxpK8jPYthu1gyXa0xT8G2HNGto10g70AwXbPoVS4kY11FKpGQ9\nhS9znV5pQjVTilKKxfQ7RGHdPsIOa5JvEJQ43RDGa6yz2M2KTOI4H3CrNcvL13Ql0reGMSjWebpG\nKY1nPix4MaRSEGMQVxGyobqeqrXZOIwXnK/mgX4Nq0FpWkOYZrq2RnVyrgauvhGevXlOt+7YPnyb\n9RtfR7aXmO6SYrpqhk4LzLfkcKRdXyJ9D7QY35NwaJMRVTTXiEo+JbzVO0RqN4VsiWnB23vicsTk\nmTQfMFqwKVNsNU3naLFtj+86zHBEsvLQ73h1d8cy1d1BDJCLAVydXFkqAZM6MWyshZIwIkgpaKzN\n1abtyDHh2sg4XfPmO2/hNjtWccDMheQ8auv26/6uTvbGuIAXhKoqN6J0zW/gNGzMmd2jt3DDI1y3\nwbaWGDJdzhyvP6ezM/P+DokHputr+hIgzfWCVZCk5JgQozgveAxjDhgPzjZM00jTGqy39KsVzW6H\nX3e0fUsxHjUrdpdvQneBquX6/hYVxbdC064oYrCnFmBYJooKqg5pBzAG1zac7R7S+wdE12OtYFUp\nmvGaKrzB1sagiLK6uGD9+hb2dzSNZzKOuERaqbatVedrAa7UO2nrBCkGjS3EzBKEWSFl5TgFGi/M\nx0JrHFKqNq7zkd26ZX8b2OwMD56dIeuW9dsfcvb0u2j3iHZzjgJCwaYDZakt05SFzjdIu6nKBtdV\nQLqZ0aVq+TIF0drOLHogLXeUlNB5IU6vWfIr9seZORY22wt613E27Eg+QVyRU4fxhs7C0b3gLo94\nIt/68DE/+fENd/tq+kpLJKUJ5x1LKFh1GFu3S23naDSDibimHt5K3OPLBlMSKU/MccavdqwfP6G5\n+QTXzARLFa1Kx2rtycVgmgZRJcYFPTklY1Z+Azv4K4azS8Susa5lsxmwaaGMd4zXH+P3n5OOt9jx\nwMZYbCikJTCftBBeqr89l4z3Fg2Jpqtb62UZWW1bosbK19o2mLOe9uwM7xuW2HB++RYLLfMCmMDl\n+Q4xjpAcxbYY53Hek0sBV0tV1jVYcWhpUQxilWQucX5LkYk43mNNIadA1oLYeojXtg1oy2p7BtMB\njRlneuKy0DvQkuoAAEPIELLSAfe3B47XQjpaxiUyoUyz4IyjbQVIaPQssaBNwAr0fX2SDrvMcHnB\n+Ttv0z79gLL7kG71BuItam4xOdRhRZo4LBON2aIykHILtkfEg7iq/VMBDagErJkw5Z588xnT3U+J\nhwOvPn3BdP+aVCK7J2/x4OvfxW8f411H0nJS19W4fvB3SMgkr5jBoscjvXdsN5b7qRA0Y1pl6CAs\nCSOWkj3ptF1d5pGz8571WqExLHGipD2uTBgKUSDOBfEr2u0leqjTraCJrd3UOFNcKFpZBTEXrBO8\n93UH9vf4ir+yxfLkyddwwxl5DbiaSRKTKbcvYZkpCMfjNYRESRmDQY0lS/U3alFUCo0VzBJJWLKD\nzoMpgqbAerum2a7oOodzHeMirNsNuweXTBnoLJvurHo6pMHh6KzDeEvUTAwjTqCzFacTUsF3DTEJ\nCVBp6BqDISDZ42RhWu6RFPFuYE4jzrVIXmH6NQ/f+BqfjvekcY+jjrGFOj5tbWJMwmIER1UpxFnJ\n0TItATD4LBXArQU19QkZyRgthAwJobWwOs8Ml+f0D3ecP/w2dvUN7PoMaWv/P6C4U3o5+AOttZjh\nYUXqigXxlFIPaBMGX+q70qSQ8kQ+fkHa/4Dx6sc8/+s77q/3+F548u47PHvvu5jz9xC3OtUMQFjA\nKEah1UxyM7QB61/hGyrTTQwx1nMW6zhVgguaBENlvbUIbV+fMopArCfzPreMyXHWBboY8CkRSk9n\nLnl1O2FLwCbLoREwTYVWGMEEwbsCWShRMM6Tfwm6Fb7CxXJxcYl1Da0fsLa6WhzKy9vXiBTifEc8\nvibmI04SySxMeaSxjjQp4k4wSSpWFFuLXXPKdF1H03TQNvTbc9zKE21Hu3mI7XdEWeP7DdZ1oB3r\n9UCMC0UsWoTm1JYMaUHreAqr5XQ2ECnF0bZrrG8xrj4RYooYCiZkUtjTNgMpzjRtz3Hcs12dc/n0\nTW5ffsoUj5gUUV/H20YrrUW/pGIaYdd4Xr4OhCWgXsimxl10P2EL2KzYZBADiZaEJRFZd4bHb56h\n2zP6J28xu5btaoO2Lck5LA6TapReS4Fi8MMO165JWRHRSrG09ZDOlkiRUhXYJWF0T4xX5HhHPNyx\nv96jWHaP3+HB+7+Nv3iL3F2i0mBNzYAZ7igkxPYYv2NYP8NQeL0fMT4Ry4JxAzkpISuNNTitZ2Gq\nuQ5CThPPnAtZ61OglPrEL6p0rqnFNmfJemR/3HN5+RavypaUMmmOXN/dcfLF0ziIvcXUPQJpSaSy\nUP6eFfGVLZZhd4HvNjSmqQlfVRyFWBKs1kh+Qvv06xw/TWQOkCfEepzAuhdu5xqnz1KwVihkVAVn\na5xBXMP6fI3vWwKGbnWGbXc4v6OoB9PibI9KW0/OXZ1OlZJIS0Sk4DVDrnQV4xvUOjIN3bDDNT1G\nHAVLkXqR5XEmj1MlSKqhbTYVl9quWQIs2rF7/BZp/xLinmKFORkoShTIKeOMq6o214BLJFMdkIZE\nI5Z1B41YTCmYxnCXF4xXYgmcnfd84/13eH77Y/rhHdrdM9YXb9D2Z+A6stZOT0MlVxoyeY7gNnTN\nGut6xNcg6ZeqhkYsUQrhJDKVnHEmM6cK0lttW1YPH/Po699Ezt4gd5fgNnj5crIkiN8AE946dHKU\nHOmGyOb8yP6wIH7CmMzQeW6PdXop1qKhgChFA43U5AbGkkodcVtbT/QPd0f8WUaCxYigJjLOCw8f\nv8tnuweUuLA+L8y5jp2VegBZUkQkISr4zoKxLCnxG3fO4rcX+OEMb1r6tqkJ0PHI9avPOduu2Dz9\nR8RnX2PVPeHHf/Ev2PlEDHdAYs4zRiAjGNtgnZJjRFBaB2KVbrC4tuJC++EC2ww0/ZZ5imy2G2zT\ngMk1k2QKWSdCKPTGEucFYy3eeUzrmcaRo3H4fkMznGP8QC6gYiAkVGsC2pQagsS2xOjomzWH6fN6\n5+vWqNmwffI+Lz/5EW451KSxq8R+Gkdr6zg4i3AXI4dSKFZojDA4wZTCqj/p+zpP6i1P3n4Xq5HL\ndYvJlqur5+xDYLN+gusf0XSXONNXXrJW4xglEsoRPdxVWmc/oOIpKlBKtZcVU7e6ReoT14BJPc4/\npPRH3CqzeuSwQ+HszUe4s6e44Rm23SKuQ9Ip0CmOeluba8jVDhi3oXCHa3sKhq5zWJM4P+sICUrJ\nGBze+yrugWock0otnSNYLbXC7CCFhGhd4IqSYiSkzG6zpkjBNAmVBYOtvx+RyoVWRzEV41Nyrszm\n9W8g65hhg7QrjHF0jWWRhdZAufuUu1cjYfeIi/NHXL77LmF+l8PP/jWo49X9kbarFddSalxlHvfk\nUvCtRa3F9B5WPXQDxTaYdofrz0m0DNsdpmmJgJOIKszjka6tcqBILY417YrjUpiOSjc8zqBoAAAg\nAElEQVQ8Zj3sMM2KYhuKeIyDGGJVLKSAjROaRmwHxRqiGta+Z7se2B8XNEeadsMxWprLdwiHVyCB\nkmN9USXRSYMHnLMsySAJnLEMrcdrfa+L1iBtw+rpY9751gcVZD3dcfP8M1787CX5fs/2nTO2l0+Q\n4QyaFcU6LDVpXShoGSnlnjRf01oqylS+jAWdHilUHJSaXCvDmrA4ij1HV9CZNaW9oJcWt/J0/Tsk\nt6bYDiPV5Yg1ZLU1UW2UIhmjVf1Q6lERIg7RSOsL3k50pqJzSwwYqlzIGIMI9UA3G2QuSFZWrUWz\noqkgRqlPhETSwBInfNeQikGSR1KucHUjFKnDg8Y7IhWsoao0vicuv4EC1ma1ogjULG9BKITplq7c\nc3z1U25+/gNuhguac0FkxtqKrvGupyDM85FIrFXbUPBeEGNR37K6uMCtBsYMq805pt1Bs6Lpt4Al\nG4v1DZrvictM5xrm/S190zOsO4oKd4eZOXu2l0/pNhd4hFgsSRpQWyMhVL+iywXJmVgC5Ei76QgT\nFDKuMZR9YBnvON4fsGdnPHjjA66ufsyyXJFSQozgESR/6Tc06JRpqReOCAQSqsr5k2c8+uB9+keP\n6IeB6y+e89O//AH7qysYWwbrOLt4QNevMN0aafq6ddEaH8lESppJ8UiJe9COHAPSJry1tV6tiph6\nAFgkIibjHVg1BB3q4atzrFZbhBZxFvIjxNcSVxGDcS0FyFlxRrCndwXVgpZYDzdzJIZYeWaaWa8a\n5vvEEgux1BP7UvSUyChkqZDxZY5sWlfT2KXaCWqeyyKn51gm0vY9h2Mk7Gd0P5F1xLeeOWSaTmm8\npe2p4VRvsEYZ979mrfj/j89gexrXULxniqfkbQhISczlAOMt+9sfk59nejejqRBzwomSl4J3jq5b\nE+YISoU6dNANDd63uGaFa7c0zSOk3eFcg7fCOM8MfoPNyjjPdM4T9gdWXY9rW8Z5YlmEbnhEt9rR\nrM+INGRyxSSlhEqqiVVTkAyintwMTHnFdniCCZnGJLJCNGc0g8WnhRg/p7eXmNUTuos32V/fYiz4\nUtAoJImkVrB0zKcAZaOx3jm3PRdvPuHph9/i/NEjwjjx6sc/50d/+qeEaYasWEloK9j1CmM7bBHy\nItgmg1qsNhS9qR7FmIjhnmzXJLT+eXEnprEDUUTS6ecsmUyyCrQ0RTC2pT4eBBGHeosjV7TLafBi\nyLSmunaaVBltgRlJI2Yc0f1EmGccDtd5iEJrlbAUUjaIaeg6BxTmkisTrWTOz9fc39wxNAaSR2PC\nqFLKqhb7tEepiKiLh5e4iyPlPiNeabuWmBKlRLp1U+GFp0U8TUce7nrg/u+8Zr+yxSLaU1KPNWuw\njqiBw7SwFEPfD0T7gsHfcDMVQgjInChRoCiNN0xLIowTJYETVyMwSfCuQ9WhsqKYc9rtE4JxuGFL\nTInHj58QpsDd3R1Nv2Yab1nvPIYa3V5CS797DO0Gt16j4mjUk4ohlQQkrFbeTylVcV1wiOnx8pSQ\nz2h3F5iU0HhgWV5DB2U5sL/+iNWj97DDiu3jd7n++cfocgQCxVmC1PcgyUKZIo119V1hs+Hpd77N\n9q236M7PmI53/Ojf/Cv2z7/Ajokex/0C7SA0fYM0BvWg/w9zb9JzS5ad5z1rNxFxmq+5Td6bTWWx\nskiiqiRKpEmC8kAQQAs27InH/iv+JR575okNiJAGHFC0YFuwAdE0+6bIYlVlVubtv+6cExG7WcuD\ndbIsWEzaYoEoHuACt8u85ztf7Ii91/u+zxuVNETMlBQnrAWCRYYgWEjM5/F7wAjNkAE0Cj1A6Eo2\nJ7AQBDE/f0CDMKBByOZPDtHzZ8HiFdm2ImeckFhA8EpCawdMH6DdIcsDh1evUe1cvf+Ypkf0ZsUs\nU3tnmRsaAmad7ThgArU7QeZwOJCyQ77bDClMtKZedZcTqrM/bSxTqvPOhiQMo9DtgIkSp8DaDoTB\nsbiYsrvYuJv6K14/tcUShuwFNuf0W0xGbguZxmE5IHTUOttYSYNQW+K4nqhL4+pq9HKaeSWHRK+N\nOGSGaUPeDoz7gVUjm90Tasps9k+orZDzyO3dO4IFps1AUdg/foK1E8fZs+RPnn0Tpgv6MNKTEVpH\nWgHy2WLXiRII4qA+tYDZiZQik42Ml1uWukV6wepCKI8YhguOr7/L4eENrShpv2d8+jHXH33IzV/8\nCckCWn2EmVKmHh0GeKjK9OiaT/6TX+P6G98gXl5i97d88Sd/zvHzz7BaGacNWuB6P3BaCyFtnMZ4\nPgCrOsvrSxqPiO//hcE7afpC0AbdMDXnL0v3rZiBRZyMIwYqiIwEMUzMVW/zrVLEt8ENnySKdUwV\nUwEe0HpL72+w9hYtL6kPb1gPB7YXe8arzOYgxOjUzBiNmPjxlqq1xYte1QiqDCnQSiPEjFpjGEDC\n6kMEiwg7UhJEAq1V196kYj3QzVDxoQCieCxfyRK9yFTiV16zP722YpSYlCCVGJIfMOtCsvMXjRJk\nIlFZT0esO/neVKmtgbjghbopLqbEsN0RNpm1F4aLPXG6QGMAhBij2/XNSCkxr5XNfkepBQuXMGae\nPHmG5pE0bT073xekV0QTaiMpRb+r6rmmU5RERtOA1cJARAZ//OtqDNOG5biD3hm2rwg37wg90NsO\nG59z9TPf4u7tj7DbBx+ztk4OmeNpZl466fqKj37xn/D4m99mf72ll5mbT7/Pyz/4Q4JVZAqUWkhE\noigxRmppbDcXZJmIFokibkgU+3HvjNaBNF6Tph3aCqIFQz0xqM1juBZQ8ctDMcwCYkYI/hRWqd7w\nJX64Nmk+XexevW0oIXZaP6HtnkFW1nJDXV8Qjm+4efOC3o2r/QW1L2hYCUMiTzB0F0KrClp9qxdD\nIJoRQyDH5D2S0ojZIHVUCkPyM1/MAykK63LP7ZuXbNJbpipIchbcZr9HhkipjebNVRyOR3JK1P73\n8IBPGHzPL664oxNrC1iEzVY4vZ7ZSKJaJhA5rHeElEjnCYicXbubnNHWiUNC8kCPIzENpLxnHK5g\nP0JVUhTqsjJNIypCHgcQhThisuPi6jnGACMUrWRriJ1o5cRajZivMdtiOp45VwoCqgWzRM5XiMys\nbXZbfxiorZOGDWURNCzYsHA63nJ19Q9YGJme/jyPP3nJqz/+HfqhMKUt86lzLEaa4KNvfZv3v/2P\n2Lz3Hqnc8tmf/j6f/v7/wWgFM2gmxNqRqhS8IQATjncz+/ezq+HnaVQXJSYnxZC3SN4xbS443L9E\n1EuTBCVpI0qii9FxaLqaOflNAsGCh6s9W40GCHRUlc6CSfDosClNKyoLApSlIWpoXemnQmQgbZWc\nR7rNxGRITg4UMXc1mArBfJSrQenngUkNbmuxIMiQfbtGpKzGR8+ecyuJ3cUW+sqTRzu2csmubbFp\nRWJ2xrXAMEaMTjCI+x2mnOHxr/7aS/antw0jYz1jIbtFujXCmB1dc6xMwxVhqWiL9Or70Vora3cK\nRxjcI1UNLEW225G0ySCQemDc7JFpIGn2Ep5eGQZX20MYMBPK6UDePCPvntPCgI9sKtaP1HJDqDN1\nVSSMBClo3KEpEMXBCk0CUSMZP2u0YEQppNap2qj9cGaSdca4Q/ueIo3ZDqTximjvcf3+L/Duh99D\n719wc1RyLY4vfXrNk298h3jxAV1vuf/iT7j58z+kn2YWNYYhQ/F9vGBEiYSYmQZlkIlE90prFkIc\nSTYSNNMiwETPl4Q4MqKoLOQAWAWHS5JkoqTs9QxBCNZBAyIJ908570AQOs37LltyDpsWImAh0w16\nUCx3rBXGJCzSWLWQtxekiy3LfKRphOYG0sOX1d8IOfo5tZwr97p04mbP+qAkGbHYicOWyAXjNEDO\n9N65sJFWFh+ZU7mLB7RULCqSIElGutDpDOZfsw2Jol8dK/5q19jf8csQ3Dik/qtgjOMO1YHjCWpP\n56n56nFbc9hbO2c6gilDjsgZSh1CJMtAtIlh95Sw2RJCpCwrXRqnNvudS2DulYoRxws2F9cOz8vB\nre/W0V7QtrAsBwKNVlefmJy7KEWVSDr72bzQiBhdpAwRYsPajK4nrFS6ggwbLjaPCB2ydJSOThu4\nes7TD34BwiVdBx5WWNhx9fHXuXh6xSbMyOmGH/7Zn3K6ffAW5eQAOzGfCoboZ8AUAloavRYaK2oO\nEQRAzCEZJoQwkuIFIT5CZEs5zlidCWJoF5SIBfHDf0je7ItrMXypwwQ76yQeFwAwUb9T09BesbpC\nWQm2QnsghZlW7ijrgdqN7eV7ZyEUrEWCTb69DUbKHaOg2qkNlm7MxbUWPT/oavH6dVMH5ynG7f0d\nFjdsry64Pd1RpLP2jsVAyIaqW4t67zQrmDRKnSm6cjg9MC/Hr7xmf2pPlqbO1BqGeO7EUGKOhDQy\nTBeUesfSjvTkMOxahPVkWBHiGIiAtgqqDGnDNG1JGhnijp62HFrlQgox+ADBtFNaJeWJYAMmA+P+\nMRo3EDOgCB3rC6EXpBeiVGrpDMOVQ8VxQmQ0geYzf8nJLxwigYxYoJQDrZ/IvTtadZqw7RWbx9HZ\nYNaATgsDfbhg9/iKLjO1z7QI03tbrr/5LXbXW2R5xQ//6N9x84PvY2sjyjnpJ5GuiqFYClSrTCTa\nqfLis8+YvvGS64tnTvk3BakuEIYBgiFM5Ok96vSK0/JA1ANWI2GYMHXFvtP87KLmd1URxBxU5yTP\nht/2HBHl4AeFXgimWF9IvbLWI1M06nKkLEdOp5VhumDY7hBZafPMeqy0MlIRiMp0IaQWKUugFOgh\nEKMhMTOfFndq58SQhRTOu8QY6UTG6RFxHDmuR+I4kepIHAaUMyg8TZg1z+GbURd1vthmg0UBDn/t\nNfvTO7OYEnGbSsdHf01PhGwQK5IKcWyEnvxOnhPpPLnExNGgIoTB2V8xR8btgEXBxpFpyogeSWlC\nNHK5ucBImI2McQMp0WXCAaLeUttrJYnQzC0spo3eAyllN2uaPwVNcZqMRO8odHuXVzvU6IEovIXZ\nyDQFSRu4igxMSFSSdpJFsmwp0w5JG1qsXD264KNf/EUuP/wIYeHh8z/n9Z//EXqYGWRALaBVCckv\n1JQCMQYUyBhJI31dCOWA1Vv6esBmCJOCObUTqZgYTHvy5XtM8RW9HBCLIBMSE6IDQe3HNwlfKC73\nuW+sY/28KzgTHw0FragVH4y01SeC/dyN0wbWJaLxgv3+McSFcrrB5sJ631hXY14VIzJEoawVA8Zp\ny6GcwAKtOk4qBJ/QWVDyZiDkBJJQiwx5w/X1Iz4fd+w3z5jiHVWPELYuRmui94UcB9Yys90+JoXA\nrN5g8Pduseh6glYo68qoE0SfiasUzGYCBS2FWvrZeVrYbkdOXZiXhWHYUtdCHISUhGIVBmEJsBm3\nbPKEde+Nbz0zDBMxTixVmfZ7Qh6AgS9RXSFEzEasNz9YSqArhDhQuztwxR8tSBQ6Pi3KYujZJ9Z7\nJ4dEiFtaPNJSpYu4E3ZuTDHS10YpjTh+SZ8PDLtn/Pwv/2fET1/x/vPHXH7tGwTg+OpzPv/LP6Uf\nZ7IEup6DtQKlNabNxLqubMboGB9tSMyUw0K/u0EfvyVPK0EnxBaEETNB8OmIhh1y8ZyRwHL7wOZq\ng9kRIRG6kcLkLAHOyBWMEMwBGub6jJm6n8xchjSDYM4f6NYwOf83LYJdMG3fZ7sRWq1ou6WeZuwg\n9CVQqmKaqKt50K53+tqQsDKcm9qmYeC4Fv8shsR4OZG3G39iSkbCiGbI+w3PP/55/vdb40ILcVhB\ntqTQqetC7ZXSAmUtFCv01inBWOvfw2mY1Yq15pMaBUIkD3tEon+4vbsIaYH1NBNTpyxHpt2O40Ex\nDUiIhCSELGjoHNeZtHsPbYkpbFjXcm49Hilkcp6IQ2RFSDEwqesQpopZxPDcd0oDrbiCHmMiBIft\ndXWckok/aUzEQ2Gi6PlidgvMADJiyasaaitsc8IOM8hE79DUiKFR+hHJBzYf7vn2xx+CztRUePj8\nDV987w85vXqJdKN31wci4u9ZgGAMUyZiBOlYFOalsq6d9faOuj4w9IWge3pdQDwdF3UgSHP7SLpG\nUmMalFoWhs2IaaZbIDDQYiPGjJm4Ki+G9YJ9mVUxBTW3yv/72zH/1p3H7DNTzqx1II5bUoRYhfld\nY7mZuXtd6euAr+HAOnvX6DBuqfEEOIhcxdDWOZ3ceRFyIowDaZwIMSKSSHEkXQ7UHDhq4Fu/+Gvc\nf/qOzhdMcU9bZ8YxggyoJFrJbmVqDU0BiYFzHdF/8PobF4uITMC/wVsrBuBfmNl/+5NW5PnfM0or\nDOphpiBGHjK2DohtIJ3IQ6acTsSYsApdCyEZ42ZkaTOmnYGExMgwjqRhYogbhs2WkjLruVI6MpB3\nV5QoTMPgQAe7oAXHpgZ1Y2aXiiRF+kTgGnrDxGn6jbOeYB1MSJrodHoagETAvAcmJrqMxPSEZBtU\nK3mYOT4cvQF5uSOWSAgNSiWWV5zefpdlWdgMA1aF+xc3fPHZ91je3ROLUZpRSViBFDoxJWKEIY8s\n85Eu3QcMGhjFEOmc7m7Z3Vbk+gW9J6Q+RnLF1EjR6yNiGqm9kqcnnowsB6gVwgEJwXsjQ8KanbWT\ns2dMODPLVzAfOctZHzM6hpyfKIKFEWPLIjOdwDbvWJc31PmedldY3inlwVjmytoi+qVd3gBZiIPR\nmlDUyJOQY2JLhmYkGvurpxxEuYyBbMIwXfN4/yGnVVkeNvyDX/mv+Zff+22eaKSm5iVXbSGOlaru\nf+shYNEQVYdWfMXrb1wsZraIyK+b2Ul8Zvi/isg/xVu//tYVeQCn04lHvWFa0d7IZMbxgt3lc+4/\nHxAikgaGMdGl06wzDAG00VpHJTCNA92MUDq9GSkOhBiQIJTaQCIhDpAHmmWi7IjqEzRw5dn36a72\nYhGVgZgieepAY52PrOvqtd9ViQNIU1KMBAm+bQsREfFAEgEdt0j0Zl9dj2ibyWGktNdoV6SuaH3N\nJt+y3HyX5XvfRe9OvLo90rswHxulR2Lt5Ojtu2QIUyJ82VoWI7e3D0yjW+BTTJg6tT51ZT3eUI6f\nsdxdMKQL8mbr2y85L6o8UroRZPSbVMiMeaKebmlzI42LgybkEWrqZ7aQQLzSNqC+lTPzxaEd1dW3\nZXRqK67iiyLNPxeZRtr6QNAVPd3z8O7A7ZuG1S3H+wWGSEiBGDzbEwQi+PdSwYbAsVa32qj78qIM\nbIZL6IlxvELjyPMnH3C4q9zPnWfvPcfG5xxvPoV2QxoGJEZOdwfGMWE0WlPWpbPdblnLT2CkNLPT\n+acD/t5v+Akr8gBUK60s0CvWOlgmpAvS/jlhuCTUO6o9YBoJkvFWUe91PLUjDIHSOtMYHTodMtqU\nfrYuSEh+zoiJHs69KzJg3Qiho6yEsDlX53mzbezJ5wdxIAw+4pWYqVXoISE50yUS8I5KR+j4vl1F\nfNyqCU2JYOq5iQAmQmmVYJHe3zHfvWbKE8v8htuX3+f161vGVVEN3C9Kt4Epw5DcjTt0ZdiM9LXR\ncziPbN1GLyJstlt3BydBYmVMEPrM6f4l2+V95HhHTNeEHDEyJo21iYM7xi2lF0L0zP24ifT6QNdO\nyA3agSDep6LW0Bb9iaF2vuG4tcU7I5vzm7W7CVMAjGCBiqJWvfng4Y719p77NwtlDhxvlNNJXInM\nSqnGeHZAh/NnGA3W1lnbiZHEKJ2Qo3vhxOtEOsa0nXh89YjvvrzhVA+8WXf87D/+dV79zl+xqWBR\nSNPEbrtH6wHJziTbbkCI+Ju++9stFhEJwP8J/Czw35nZH4nIT1SRB1DWE70tSHdV2TRgcWTz6CPi\ncIkefI9smkgxMSSh6gNlduRpMvWDpAZySGh1PE4SaHUlb7p7nwxCaEjsYKtvL/BFoKrn1qdOaIkQ\nA4F8rsWbCMOF95EEQ/OASSKmDCIUBWJEeuXLvsrz5wXmF45YgT6j9UDQhbU1yuEFd198l9hGju9O\nWKvsJiOFhm4CcYpYzyzd2cqhKpME4tn7fDBjytnB1qpYM/pqNOkMu0QwFyl7LTzcvGN//5a0u0H6\nI7QnhESjkCWg+ICBYcBKR9LWs+8xIhSUirWFmBLWCzEkt9NrQEM4h7TO6FYqqucOz3NBlP9wNlqQ\nmba+os831Psjh7crdYaHgzKvjbUrocI0wnaTCD1yWFeqGlWiw0l8rAJRiDkQtpG4S0gWf48pkHYD\nF9d73vxff8A63/JQPuQ7v/xf8P3f+R+ph1ekcWboK6ZOhiFCjCOYV5j3/hO0FZ+3UL8kIlfAb4rI\nr/+//vw/uiIP4Lf+zW9x+ft/xub6Ob/yz/4r/tN//l9SUoDpimF7wfFlZRxGqAVrLq6ldIZdr0bo\nymZKqHYEj5/2VsjWnV17nt6gHe3GKF5cYyZImig9kUIlJrDmNHtrAWJwBJA5SZ8cfBESsbzxinFV\nRDLaAsTskWZtxOCKtmolaoU+syx3XumnM6f1BeX1S8qP7igHI4zZo60tQIY4RUSNbYycqhE10Lqx\ndvd9aTQ2xUn6KUQuton5VH2E67ZpvxHgZUJ2+8D69nO2F1tsGhwqmcwvtuAj596q834togFWMnFz\nhbWZ2Ct1aCxlIaXz13126EpwrSgQzijaeoZM9PO2Nnp1tgSqLdBuyXqPrnecbmaOt4LVRG0enU5j\nonWvM1QVnzACmjIqfjOMCNmcWtkH2D57xHT9CMlbeo/sxgsurp6CTLz+/AUX48LD/TXr40+IF99k\nH2eSfc4UYV0T48UTVDp//sPCn31azl/TV1/K/7+nYWZ2JyL/CvgVfsKKPIB/9k9/lQ++8Ss8+9qv\ncPXBJ1BAhwCDR3mn7Uh/OJEDVDq1z1hs1NK828SEEF1wlF6ptbJLGTEjmR/aYxpoQRA7V7xlgeii\nSBb/WLpWhH6GXwTf9p1TfXI2Iho+JNDqbCmRTJSREDLYggShkVGBqr7X9/cQsKj0OBPmezb9HnpA\nSkbwBqwYvFaC5FqEkxNXdjERt9FJNb15Sewu4lbiQFsdASWpey2d+QGVHOnWSSoYyv2b14TdljRM\nTGEgqBBHCONIt0ZAMel0SWCJGAawRopbRIyaGiFkal/oZ7MlIoSzUt/NMbn0QjdnS4t1919ph76S\nulDWI3V+x/HultNdJbUJXRoijq+1aKQo9B7PMEMn1qxNWLthWinn6SOtMUyJ6w8ekcYdyQbyboPl\nPU+ePuP7L14TC3S9ZXrcKXPk6v1/yIvf+z3eGx94+aMHLt97jjS/x3zzg8DHT7xW0Wj8xr/969fA\n32h3EZGnInJ9/vkG+M+B3+X/qciD/7Ai778RkUFEPuErKvIA1rVS10KrhV6LX5TNAXlxmNAABEOD\nA7KDOBInhOgjw+xPAcU4nrz++cteFZNKCEprK6YVtJ7dw2fV2dr5mw3BuvuemtPxI1/+Hf8mqokf\nZ8UVX0JDQ6PYSqfQktKD/5vW3YAZtKBtRatvw2S5o998zt0Pv8fp3StiVMZJSCh9qWjHhcYKyQLB\nYLHC0gpdu9v/9xs0G2EARM9fX/Hy2N5JIZKjt55JysSQGMdAKzP3r7/g+PZHtPk1dX1DtEpd39Hb\nO3q5R3pEuhEVUhcGie41k+yLSxJjHN1PZZFwrubTalgzrAnWIlq3BLtA9IJeRqwmQjG0H6Ap9b7z\n8KqwHITjsXGay4+NmiEY4+BnNFNnK6Q0ujvAGkpwLQtjmjLTbmTaTW73CW7DGXdXPH3+AT/67Ee0\ndaZb57T4ZO/bv/hPGC+ukDTwwUcfIykRU2DMLoDutpntJnFxsf3K9fD/9WT5APjvz+eWgBew/ta5\nLu9vX5EHvPriDR98rdPqSq0LtRWGHMnjnrS5xPJEj9AiiD/xGUJmDd6Gm+lUNbTDZrvFunpEddcp\nbSUsJ8btpTtT1RGsRjuPNQP9zH828Tgp6sm+IM3l+BhQDWjvhBRRO9d30348EHBruRGCIiJEjCQd\naqWXhXV5YLl7jd5+Sn/5A+TuAZ3PpMXaGSJMQ+ZQO48vrjnND+QzcGOxjqwVFIZxQDYDNrixUKaR\nclqxDr02QjxnS1JGeznfqb2pN3aQw4Hji8+Iw4ZdEg6a2Fw+Q9tEHIKfjUQI4i5wPX/LFDmHtyKC\neYIy+q+te05YxM2IEkHSjLbutqG2oPoWKy8Qe0DmI4dPT8xvhHJMHI6duRgWAhf70Q2nUShr4+Ho\ntYStB6CTY0fZclxObHJEcme63JA3k088hwnyhrTZc/3kET/6rf8NghLiSKmVm8MdH334DQ4tMNpE\nXTsLK/10YiPxjByILHVl2k1/u8ViZn8A/PJf8/vv+Akq8gDevHzNcrinLgdamanriXF7TZquSZsn\nyHCJ8grSQJkLw7RH15UYzbsZm6vZw5DR2slq1NPMsFesdmz4Mng0oDF54u889vQirIgoiAyeRoxe\nqDp8yWswAF8UnOmSZm71cN6xEmRgVKE2PRstlUUr1E6pM63fw3rPmx/+gPLqR4xEhrzl9rhAiqQg\n9KYogTevbxlyxKoyJCOMEJqQLNBL9YDSFGHw0qbNbsvpuBD7QO5GvZtZS0NyopnTH0NzRT1qY25v\nkDzRDbbPK/YQieNHdOmE/HDOqXwZOzAXFEnkFLAuGK59qIrbjZJPjpr5DS2qYHn2Q752Oge0vUKX\nz1nevWT+4p6Hlw/0Y+DmZkEl0gxQQbXQqqIxUmrHzJOwVSOWXd+qTQkkUjQ2l5Hd0wvSfkcYtvQw\nstlf8+TZBxxm5e0XrxhDIlUjzDNzPXHsT/n4W79K/cEtY1rYjgUJF1iLtF6RHJii0UyB2//4xfJ3\n+VpPdyyHt5T5HusLIkrrxiKR8eJ9Yr5iHC6JvdOl0kLBkrpmIZ1uAbNAiAnripWFrI1+OMI4o2Px\nmb8ZtR6RkBgZfA2oLw6JDlhYy0rOAymaLypwR4EB0hBzE6KYWwZdpe+kYEjtxHawPGsAACAASURB\nVPPmt2rF+gzLCekP6OlHPLz4Mw5vX2DVzmPtRg6Zoh2C0OiM40hdmkd0zbMWtvRzit23nu1YGPrZ\nVbBJNBqbi4lejVYayTJ6algKiHr1XSDhipJhrfLw4gu0Av3I7vFAejSgcY+EDaUnctq76BrEbyZn\nO5zfO7yQCfEwXTP/XEQE+ozpEVmEdipEq4S1sGkDxxtl+fyWuxf31AUejp7Jb92fVDFG1lrdoWBQ\nilDquSVZziZNCX6+CoEgK/tHe8brPWHaY3lDHPfEccfXP/lZ/vIv/sKNt6GifWDAWI63rP0Drp9+\nh+/98b8GW1iPr4lxopEZxoTQ0OqN0V/1+qktlp/75GOOd29Zj3esxwemy0tsc8EUE5dXz7gbr7hd\nDDspMQ70yQmFqS1escZAAFqpRAWLhfXhlt1m49oAM70fUYVkBZudEhKHDTHszuVOHUsOdEMLIUa0\nm59TescMcjjrCFaRcB41qxHU7R5rNM+61EqsC1Lvoazo6RXt9vuEhx8xauGhuKaXCIhW3/LEThy9\nJjzGSCvdLxB1U2YzFzoTgijY2hE1SilMlxMxKTEG4nagx0DFHcKDZKDSrbg3LQuxQdbC8dVn9OWB\nWAwJt2ziz6D2IRo22Mart2OMEBKCIT26YdEaQuPLFrkQGmih90rSBav3RD1CuYf2gB4PrLdvuPvL\nv2C+KdQHOM3G2gRCxop77VqvCEKIma4+HVNRKs07dfAQmENCErv9yG4/cvX0EeQRSyNxs+Py0VPe\ne+8pv/nb/zORTNOV1gwrFfrC8WHl6z/zj/luz6RByGMi2p5ixjAEjqdbLPi4+6teP7XFcrEfCcl4\nuP+ci+PHbA7PSNuE7IR3x8b2yXNe/pXRJLARZa0B1sZUTtxbIqkT0Y9rdVq+VFo90rTTayWvB1fW\ns9NJCjNLhX2ISMy04NuHIAEJwePXXaD500NZfUqkeMGnFqK5PzkESEPkcLhhyhO9FVpbEFbiOhPW\nA9ty4v7+HTV2ZDORjt0nX9EIBKK6x0uCnHFIyd+HKmttROkukcVAEyEYSA2sooiCpo42gSSknAk5\nYFu8GqJ3ICGh+fkCIUyRNldYlYeXN7S2cq2LT/+mhm2eMIRGjBcIO6/VCOZ3WlkxGtrUK/p85Tpc\nsB6gH5B2JIUj9fAO6i2n4+fcf/oF/c2M9sDxzjgugERvWs6RvnaQgU4hxoZaZV3BBELMWBzopTnM\nW4ydH00Y37si5ok4DoScyWFgvLrm7Vx4/aPX2Op1e6ushEmwunKlM7unzzmSuFwPtEEoDy+42l1S\nNbLNE0UPFP17yDo+LSd6BZnvabrQdaHVWyobnn792yztHePFv2MyY317T04jLQ5Ui6z1bCysnhdJ\nKaJd6LVwuH3Bfpzox8SYIqluII8gQusrpZ6IRFQUCXuHTnQvYTAziNGDWXbOjWh38a1XamkMQ6T3\nRlkqWWC9f+WpxD7Tljv64ZabN59xuv0Rsr4j0MnJGMZOTgPBOtbdKGrdYdgSPM/XemO/33I83tNX\nATHiIOeLJ9AUt9lj1GLn3prAcjoRAkybESVTWvPA1jyzzVu0VjJGi52eoKMshwM3n37G4b6yf/6O\n3eOP0P4UyxfE8QoNExozkn10LiF4fJuG2kI5BbQvhD6jyy1RT8ztDfXuLaebFxzu33D/eqYfEw93\nxs07I42ZkDu7baCVysPRwIyYg1PsW2UajGLCWjq1u4hMDGf9rHH9+Cnb7Z7NtAEGUtqyf/IBX/vk\n2/ze7/4JVt2x0cQYomDWqW2lrCdaeML7H37C9PJzWj5y+eEF5f7EmAfQyhSFKSf+3pUZ1VIwCRze\nvebm5Wfsd0+9j3CXOYx7ts++xf75x8zrazZj4Lh6mWoVJU0DQSu9FYbBoeK9K9qMXAv1eM8wTazz\nHTHv0DPIeBgGxIRWndougHZvBgbHlYYk58mYuanQGkEbSaH2lV4M04W6HDxnfrqF9cQyv2N+eMX6\n7hWt3vPe1Y55NY7z6vt+6WhbCDk4yE78oIw6PLt2J5u8fffgFp7qccCcEq37tiSKYD2gvaHdaK3S\niqLS2O2nM90yk9PAUjtxdwE9ErvTTZoofQyIBmKFfjdTjp+i7Ui9e0m/fMr2+hl59wTNIxodKQWQ\n4oZWO8SC6j21L4gV+nJPO7xFT/fc3L2m3R9IZSUslX4wbu+Vrpk8jQQ5G2bF5YD9hdDKyFoLy9IJ\nMri/DDvXfcBaCilGphR59GTDo2ePGHaXpGEDkpk2l+yePufy8WP+9I9/G23Qc/coskJsQraOtZUi\nmcun30Df/AGH4xseyowUtzfR1Kk04SdQ8P+uXqU4ybydZua3r5H377FTJy6RGgN9e83u/U84vvzu\nj6dVxSDuMsOXmJ4VyqH5/2s4nzfmxjAt1OUE0yVlqQy5k8eRREK6C5F5GOnLPcO4pak7ZVPKWF3J\nwX1J1hWxhvTmB/po9L6ibSZoRetKLTNSToit7DaZxx88I+k1h5u3nI6eIYkJWuxQm0+TxPOFXWGI\niaWU855dCVGc4pgSbS306gfrmMKPRT/tSrII3e0ueQpYVUjmFeYxs9nsqWr04i1oS5lhDAQSoXk4\njQZ1LRxfvKZu3nF6/QVpc8Hm4jHjxRXD1pODaciojE6aZwZWiq7QV8rhlnq4p88n2pzQBusJ2kFZ\n7o2GENNCGl0n8ziwYRaBgIXEaZ69z0a6tzXHiFgg4IbVGASTztV7O8brHePlUzTuydOetL/g0Qcf\n8umnX3D35jVj+HIqIXT1mnQ9/2gWufzgm7z80w1X109ZY6UWQDLETE4jITb+Vhb9v8vXF/cL29zZ\nm/Bw/5bD/RsuHt+h93uYJvqQuXr2y7wYf59x+wrkljk0ctxBOaEMlLmSYqIVo1VhM23QZaG8fUuc\nImF/iZaFHJSuC+VkjHHLZhg4PLzmantB15WYNlTzPEqWhHW3bnQBzOg4bKGpH5qtFVJTokV2w4j2\nmThsmU8r83zk7tVrrM2EMbPJkeV+IScfPStuAFSFiNfPiXl9uMoZW6VCQ3+MW5rGiVoLISa6LaTk\nhJsY3QZStdNrY3M5EhL0Vjitd2wv91Rx35gloBiDCGShSsUyjFOGGqBU5uWO8uaOlF8y7XbsLvb0\nsBLiWWVvwXUea5hFevdYN01pC5weCndzZzkaW4uOnRoMXaAV9dIpE0rxSHZpyuEwU2rwUbUZpesZ\nSeQhOTEQAsM+kvaR4dEFYXONjNfYdMX2va/xyc9+h//pf/hNtmFCbWEw97xZb9Sq1Oqjd1Xl+v2f\n4bO0JZmgBYIVp3CGQGvr37ggfmqL5fXDwsCJzeFIHK95c/OCq6cvuJqeYOsEY+Lxk2+zvfo6cvgc\nurEfjHJ3RzDoRFIMdFdNfAyJFwolLYS60JcHSAv3ty8YLq7IA9SqpGHLdhTu333B5vIJ2jvjZs/a\nFopEQhi8QCkGugVUhDEnojjous5KNDjd3dLWdwxaeFhuOB1vsfXItLtkCCO9Gw+nd3Qqw+B11b0a\nMZ7Tleb96yllSqsQPDtjVTHr5MEdCtbPVv3SyZtAL2eqdvf+yV49ZrscCtNlJpo3/NbDA3ncUq1R\nS2UkkLpRbCFtItUUK97zkscN/TQzBKOXytLusOXEWgMpK+3M2EoEt9ngNxFVQzSznDqnozIr1O6Z\nkCEpwyAsfTgbXDvxHKFoVVlWw5j8qZ0caRWSUHqndcUMkjhDZn+15fq9R0z7HWHckKYdu8fv88nP\n/gKffXrDm8/f0daKJgeKBDF6MK9Eb0Zthd6VzeUTZjVS866XMSuiC9KDcwP4arrLTy8pqYEGnObO\n5599zs987Rs8PLyF4TO204iGLW3IfPTzv8qfv/4TRnkg9pkwjUgvoAkbO2staFNKbSxvZ/b7ieN6\nYvP2loGJcXpE4oLyoNjG2O4fUcqBYUhcPrrg9v6BYSqoHsghE9Ke43wgpQmVRAhui1H1RCYdUpyI\nGNeP95QCrPfEKTDuJlhuoRXasoL62SOKMA4Za27VF4UgAwzCbtry9t2t2+DPto0mihShmtCt8+RR\nZpdG7t+dKHMj5YSYegPY2XRYVhgQdBWG7Uix4sT49cgmT+TtnjKfsNxJBNBI60KMmfFyw2l+8AJb\nUXJ2oks3CHGhlUSZjZTwLFGPoNX9dObnvlIhTiNTN2I1uhpzawxrwELHgpLCABaYcvLta4zUkz9R\na/M6wa7NR+jdxVGGQB4jTz+85Pq994njjrQZkGFie/GYjz/6GX7jX/4vrHaEXIhdz3ByQ60ijDSU\n43pkXgpXl4+wrhznhcvLkXmZCVbQtbHM7cfOjr/u9dNbLGfwtSDM84kXX3zBfn/FxcUzWnlg7RtO\nYcvmo+8wvf8Jsd9hhxNLCWh4zJQ7x/WWzThQUeiRu9sj9bSSB0HXyunmHXnaspWC4gSXFg0R4XhU\nLrYfcr3ZclwfsF5Zo5DKLbEaabxAyMzrynY/ETXRl3K2haSzMzY4GJxOjI2YB5Y20JfZG7uqL4wp\nZMKqvnDOgt+6NPravbZi4N9DPLnxU5OhPTOvgZcvjjx+JMy1sInBucNn+3uSQA8ekDIDGRpx42eb\n3ozePKcRdhPTdMnx7o5MRtdCMrBgLK07QTJHh31bd2+YCUUDMSdiNz+zBaOXQgB3FlejVSdAdVs9\n99J8sZgKWkG7b79MhdbcoUxUeg00dVeFURmmgE172v3KcV6IIkjsXD3dcvm1Z8TLPenyCTVfcv3o\nQz751j/iixfv+MEPfgB0JCiqFZgwUcdnIedGscZaF6btFZIim7hxxNU5z5Smgev9FZIj8Olfe83+\n9BZLcFq7loZJ5LPPPuPZ46csD6+R/SNssyeM11xO7/P17/warx4+heUN22FgLiOdo3N+14VQXacY\nBlfZs2SiReq6sLx9RZ4gj1tIgUM5MU57ps2W4/yGSR4Rk0PcyqmT6i1TCmxyJ4SBECr1cMuyFJoW\nhnGLMIB5PuZ4/5KoNyzrvQPlSoW20nTFN8UQUoLaqevqw4pzMK20SkquTo9jRJuRQqSVQm/KlHfM\na8GCcv/2wDCKc7bO1OVwTio2dSExJcew1bUQR78IwUXMkANhk8i7DafbhQm32gxZWLSRx4llnmnq\nFRFqHrlGIutSCcEciSaZtftNAI2YQmuFFAJREpj/njYlkrFutNoorZOzT/08PBEp1YNeeRyR2Cna\nuL8ttMXYxATSmLbw8c8+5/EHj8j7HWFzQdo9YX/9nPeefYN/8Rv/GrOBEDyA5jDxsyUnZnpXWq9Y\nb84bk8Du8hFpfgm9ARMxG2KdNCTa30fInsrgpafTjqrw8vaGm/s7+nrPcv8SaUfW00zTictn/5C+\n/yayeY7EgXEzInn0LvYhEIZIqav3TEqjqXE4zFitlIdbjl98Tjg+kOtCloa1lbrM9HbH/f0L6npP\npnGxGRiicP/uNX/5x7/L7cvvIetb7l59jyEeyDzQ51fo8horb6jLa1K4pRxfMYWKrXeEfkdKhWFQ\nQlQQpatxOK2esCSA+dZJgnjq0CIx5vOF78ZNL1k6McbAGALJzFXvEKjaUIFubs9I2S9uM+95r6uS\nYoYuZBJRA1oUKozDhpQzFUHOBMZoARZjCAPTkJDkU6sfAwRRnz42pS+NbKPjVQ0c+QStGr2A9UiZ\nC8eH1TnFJmeemIBkQtyQh0t6z2jzxGmzgsXEwyKUo3+dgU7ewPs//z4XX39CurikhpEmO/aPvsbP\nfeeX+KsfvOT1m1uHnMh5ukY+xyjwN2icRdTisL08kqYLH+gYDONEV0WSUMriUNKveP30KifygHah\nYaQUGYaRz1685Mn3/4Kf219zfPuSy6cTh7glbD/gg2//c/7y9Qt6fuEquo6EWKk6I1mQHJzkbnIW\n5XxQE804vbohqQCJfJ1I24nT6cQ0JpBKqbfMNrMZNmy2z7i6fszVdsvp4Ya3r3+IBmOZD2ANa8Y3\nvv5znE4ner3ndHpNmD0em4PQ20pZHrDioLnYO7oaj3dXvJnfombUWjEL54SlIiQOp5WcImkcKWUl\nX2xYTz5uljME4vnzjzisbzxGPQR6K3D2T8WzdCPe+UArRg4DbV7IMWMN+tIwIvv9BaflyLwWkgmD\nuoETUTT5+LoaEOK5HNZLUT3dILSmTquXTjhD52PYYDbTm3kEYYQQ3SKTx0QmcvewukJP53Qs9Cqo\nGI+fP+L2tPLu7UqQSJTK7jLw6OMrLj95n/jBY3R6xNd+7pd4u2y4fP5N4vYp//a3/hUxGWYFpHpn\njuLRZjMHmYv6E6Q3ikIjEEZHb8U4YfZ/M/dmP5pk553ec9aI+JbcM2vvlU022aRESpRgaQZjC5ZH\nkDCeG18YMOC/wYBhA8bcG7B9Yf8JvjDgC18NDIxnAEsYytrIobg21272xqquNasy89si4qy+eKOK\nMkzOGCKN5nfTXVVZWZlfxok4531/7/MEmralH64YdyOt+TXU5LlmSU6jDAvliq6KzW7Hg6fnzB58\nyI32gDgM5GaFCwuWx5/l4PXP8+yd+7B9TMmORhlKe0KbL6jNlpV1uDhKlck4Co7FbEFfLui3a+zl\nQzoNMVa65RkhZ3Leoeih9KR+x+PLK7Law9k5i9bzxvU7FObEdU+vYZMDHz54n0XO1N0a1UTaWUva\nbchDgBApKWESEAqmSFPx0epCYuO1QSVNGke6WQsK4XxFuHl6xrPLZwwh45xGkSd9gyalwpOHD2hm\nLUwDWDVXFgcz+n7a7mnkgtfipSQMKDsBLVKiJE3sHe1BofMNRnnikNhuIr4WtJdakC7tBPGOYhPQ\nMMZCUxqGUEjTVtBlmY13WqGVIhdPJaKp2GmbXXVkjJlSRJyac6Jm0MVTTKBZdATl2e56jHIkLEYH\nFnuFl944pb15h7G7wenpS1ydG+a3X+bOF77Ad77xPcZ1zxB6tErCW6gFQyEr6WeJFjCimJGjJ+pK\n9RHfLRlMpuYtrkZB4vqOptkTyumvW+r46PCQQiaNgTIEVMkUEk8fPeHk8IST00uG9glNYwjVEbs9\nzu78Jhf3vkkdV+hhizOKURuGDEZbvHYy5GU1TjnWq5EcI/O59Dh2my2X2w+5/fqcfvWA2f51fNMy\nhh1VJTZhxPs9FnOH1YrLh/e5vH/F1Tpy4+ZN9k9OcWFk2WrSZoNuKqYEyBpnK6tnV9RSUI3CYKTj\nDWy3vZDaDaQhAk56JVVojsfH+6wuNzjnaJqW7TBSU6bxnjGNlArOOMIYsU2BWohktNNsN6OEAWqZ\ntBCKxraUVChVUUKicY6YE9pYjCqEOGAbj3dSCMFkiHK2V0YTxsi4i8wbI4NmChnbrlGml3OllErj\nxPRca2UYeowT9loqgi8CIBn6PpFzIuXp76ap+dh4itZcXK3oxxGNw5sty0PHyWvX2b/+EnZ+gGv3\nCMkyO73GG5//Iqsnl/zkB++S62SMYwIHPp8zigXQsrMwilgiRSlMjsydk+G2amhtw9BHjIIYthjt\ncM7/wmv2k4voXz2iGodC0zhHzQatYNj2XD54wF3zNq86h7GGuN+xtQfMD7/AS5/9A+5+v8eNO1K/\nIqsFbnFE3V0w05Yxj8QUuLra4Y2nxiJzHrowm8959eVbPHz8Ecv9Q6Kz+K6lcYp+yDTtjDgELodH\nGGNoG4il0s0qY7xgfZGwtsUqhZk5xjGRdon1es047Jh3HapCqsN0wRT6PrKcL8jbIC6YKiVRrSqN\nd6y3W3KUbcOHH35EO5vR+BZVIv12oG064igNtdmsQ6lMLonZfMEwbCd0a6VtvXT7Y6UOCTuXXsdz\naDda0vWVSE6ZqsSJaVWZ4OFOMnKlgoSsqRaMBe20zHmkQtN6nDHs+iibwxdlWkXOkZo9/WhIQyF7\nTQiJMXjGUBlCxBqwGjCaWDPDOpOqpjFCv18sKjdeO+HszTdx12/Tdmc0ekZ3+BJ7r3+W5vCEr//L\nr1DGRFEZtEAScy2QkfOHkq8LJcUE8ctkcthijKLtOkqBoRaa5RHj7oKZN1Cq7HZ+wesTWyz9s3sC\nga4Wb1spOWqYq8yDB/c4Oj3l6uGHOD8n2g78AmsPOXrp93n46C66D8ThiozG2oZmvkdNmaANs3mH\n15kcDP0uEHdy7+mazDf/5vt87guvkscdj+9+h8Pja9hZS+NbSJ7lwZJHT89RVNa7EV0ttJq+T8Rh\nQ05b2ralWrmuCpZiW5YnS5yxbC4usVWRhsDuqgdlCSFQQiKEKk1JVSUAGst0py6kVPHeE0IArWms\nxpjCdjsSRgmL5lrwLtF2ln7Y0HWWinyuPBZKlEabrjDzEszUVcsjTYNySjravcKmireamn+m3y6l\nkFJBoZjNWrTKxABaKZKIstAOYo5YO6kJCy/kRTFBzZrdFkLK6BTQyhOzZTeOFKUFIaU1XTtnd3WF\nyhZDJdbIbGG5+cYRdz73Kbqz60S/hzFLlsszFqcv8/Ibn+Vb33qHRw8eSfNQFUE2TUWTqgVUUqp4\nahQGbaSXlFAUh8itfMOQK60zwoBznjTucFpK3L/o9cmxjvMwvdGWPvTyzXnPoDIX6wI/+gHaOGbL\nI5Sz6G5BdDeI9gavfuGf8uNnV9j1fWwaSLHglcNoQ9M05LSjXbSsr3a4uYagGcfExZMNf/iP/0O+\n/o2v4VpNYuTB1QfM9ubM5nOMXlD6fZYzR1YVaw/R2rBNW7QrjFFCnK5tyXGgMw3FG+Z7C/p+RQw9\njVHEy0RYj6ikqUrMyP0Y0LqlqkzJYJQhDAltGvphoHENxhiMgz70cnEqeRzEkmmbllwTIcPx3hGb\n1VPi5Iy31tEPic5JQ9YrhaqFVinGmImq0u01hFLYxYRK0DYeKGhryTqStfS+lBZRUUqJqgVRNYwV\naww1VWKtJCXct5IF8pFyFXBFQYj0qmVMgdZptn2kHxMJhVKVrAvzxZz1tidrUXxnKnqu2L/dcfjm\nZ1hcv4lb7FPbY/zyOvu33+S1L/4WF/eu+PE3vgdW4BwVsYzBNM36d6ZgBXFXBZNbNVo7lPUTB05k\nU2mIXF09oGsNWhe0yvxbKsefoHJCGTJF0Ky1okplHNaEkjDa8u6HH3J2cIabz7mznJGv5sCMZm+J\n8jf59O/8Ife/8n3q8JRQBpTyxNAzmy3IGUI/4Oeefujx1VOzZuwTf/p//gXaV9gWWq9p550o2foL\nqtoR6ogKnuosmTn7+6dkLyYuFRKm7SAnVCxCXYkDm8srSt5R+g0+F1bPNqgRTHXYpmGz6Ump4hzS\nGc8Fazz9OMoBVGnyNFWVYsA3QpVJWWbUlTbsxmGq4hru3X3GrJU8UymVMIglOMapRAs03kLKJGmI\nTJxmA07RWUPJEW0EmeuwuGRJYSSUIL5GLZwuqpvUFsKHTrlSBHKM0oqaKiiNtZohBLZ9kiehM4Qi\nW6xqxPtijMY0hjEHxpzYpUIt4Gee5bWWV3/zNZa3X8MtF7Suo7iWxckNrn3qTa5i5K//7C9oqqY3\nUGtAV0OaniBMKXKZsRTQckW+NvG5GCxOoBxFC+lGOw7PjhlLoGpDLlakTlz83Gv2k1NOqIKzhjEM\nqGpEX50yznhqkjr/d3/wNrP9Du8bbrw6J5kZVxwxW+7THH6Jg7f+iN23/5yk3iPpkVk7Q/GEUUeK\nPqELT6GxxDTgZx5jG7b9IINUVrHUht3lFSF4fvt3v8yziwsePr6Pm+kJHXvCaA05X7HOFaMbTN6x\nXT8m9luW7Yxhd4W3DZdPrxg3O7ySHomfdcSdYncV6PtKyoo+ZdpJ+NOXJCjRbEkpMWs9fR6JVCyV\nEA2qRjpfcF4z7gouOcYUsboy5gpW4xoLKWEDkAO+s2ibqFkI/rqAzUa2Y1Q6XSgl0zUyx1NSoZQR\nZaLM92eLGjMyaOuASs0FXQw5RkkwaEkOG+NIpaKdnN9Usjg1JcSLZdcXIgVnHVYV2s7iveXp+ZZS\nhCDadJWD65bXvvQ6+6/cwR8eY5s9mu6Y2enr3Prc7xCbBf/6X3+VPmxxJFRMVG1J5fnhPlKQc4s2\nllIg1yCVvCrMN63B5IBTle2zgX51hcsbYhVpEyZOa+wXL4lPlKIfyc+VJyKTsqKve/602fYD3337\n2/iuYXF4iLJyN43a4Waegzf+mLGfc/WT/4N09Q7bbWDfHVHiEjvvcIsL0tagvHjPS6l0cyhabLtD\nHsljpcbMV//0q+ydLEgxcm3/jI8f32NTLzAnN4ixl1KqbTl8+Tbn54+pNfHw2TNMTKAcRllM9Vht\n0dYSQiEMhXGQWErO0C4cdRym7FWlZqS7rhUxiQTVe0EblZjx1pOybA2UMuyGkW5PsnGu0fhGyPMK\nLXv3KhCeWg0xVnJVk6q+Ystzi1dGTbM71noZXc4V62QRl1rx3lBTRk2dfI1mjAoVDdYpQExbm03E\nVEu/HYlJy+iA9gwxEUsipUo77yD1LJZLjDFcrdeUosg50brK/pHjrS99hvntWzSLUxo7x82PMSev\ncfrGF2nnh/zlX3+N9ZOPaZn0FtqgqoQ568RMqLWi9RQFmsKQRgl9Rgw8Buc1qhbWqx3bbeTi4Tkx\niHVumg/k4vLXcJ6l1mlrMIUItDKoJI/zUqS0mFCs1is+eP8dtC7cqRktgjp6M2Pb3ubkrf+I4fID\ncl7j/QVlvWHWLtloIaW74NBKk0IWdRsV4w0xFUKtNNphoiWVSKs7grH89P0HzA9mpDxw/ugujWtx\n3jJuet4fVhgiq6seZzRxrOQ80HYLVNaE6aC+3awJG4GV5xw5OtpnLANosM5hjIQKx+FS7vA50u55\nYsmUVEkpU1PG+fbFe+XbllhGFp3FuClfV6pYwMjCTisVqpRNc6mEWEWepK0QaaTISq2KVCohRimZ\nWkFFzeaOtJZFkIqQPqvSkv/KRkYAKowx4Yxl2Fb6bZEcWi3EHAFNKpWuk6yZs4Y8VgKZGAV9a6zm\n7E7HZ7/8GfZeuoY9vo7du8W8PaQ5fYX9138Lf3qDr3zlqzy7f4+mhklgpRFYxQAAIABJREFUZUDZ\naXBODvnAJJCC5/YlVZ6bL5/Pxmio4pnJacvhYcvp0R00jjwZr/th4NVPNfzPf/Pez71mP0Hzl6ju\ncpGueykTcrVmUg4oYyjacLWNfOc736V1Vu4OtsNZRXaHNP6Q5Jfc+uKf8MF3Crvzb6LHLTrtqCWi\njKdqQywSc8olo7WBBA5NMQmKIiPl5XsfPaRZzOjHzOV6zdHpjJLh5Not3vv4I8Yx8Ue/+wd87a+/\ngq8GmxvcvGG76lk93ZCKwjhFjA1aOfb3O7abHmsNKQ1ULVC83W4g1JFaNbFU/tE/+D2+8+1vsLe3\n5GK1ms4IFec8WltiHgk542vFNRptFaVkdrtI690UJ5FrKJWIxcoMvQFjIsdnx6zCBXnIqCzZreo0\nKWZCBOcNYwhgFCknGu/ph0ipIltNucriqAadHWk6H9UEMWt2YxYcFDIOXDU0raGZtTSmY7Xp2awT\nu5QIKmFnhoOzA+78xm3am6e4k+uU5gjdHNGevcYbX/w9RnfIX/7FN3n64AkqpUkkZYlFob2DlCiT\nnOH50wVkrWityWlKRzgleTFrmc33STkT45a9JgmVRg3YIjcZrwMx/Ro6JU01k1OkYCSoIuo2VbBG\nBpbQilTE6fGDt9+hMTNc26EbmZf29TFhv8HsvcUrv73H97+myDtFqx7TKJlrsG2mmkAYenRKqCwT\nkDkJGK+6SjHTm10tq2c7YtJU5cljz3Jp+PCde7TNks9/7tP88//tz1jsabp2xtUmoO2WsAvcvnWT\nh48eUWshjIk4RjAGYzTLxYzLyyuOb+xR+kI/COxPG4vzim+//V0WixlPn15QVIWqaFtDDomYirQ+\namG2nBOQH6YMiTGJmArOKmF8OUOqhWEMdAtLM/Nsdyt0qwgBVKpYpQghYZuWmgqb7chy6SU3qTJD\nHwBPSBJILDXjO4MKhZgLw1AISbaRsSiKdcQKcciMCZpO0849XePYrdfsxkgvwXDsAg6vz/jsl97g\n4PYZs5MzcneI6864ceN1bv3WP6TqGd/4q2/x+MOfQu5pvKQDYtXg7Yv0tdZqEkqVF1QWpSRNUCfL\nQEGAJKprMTNH0Zkf/uBHXO8+xpstCqSwsas4q1D+17B0rJ0SbXY1WN8I8bGOMrSUpidABUwi1YaY\nLD/80Y9xM43zmdvZM2rYlDOWBwfQ3eHN3//P+OirC3b3/op09RHz2ZIQ1/T2CtdAoxxjKoQx4BrB\nXaax4rTDOEvfD3SLGQyTAyZrSmxZr9a4duCbX/8md27f5vGTR6RxgFIwyqN9w3YM3Lx+kyePHhDG\nRAmKZEW70I8DNPDowRWLtuXo8ISr1ZoQIkZVSu65WvWSZaqVnDRFS5DRKY8dIl5DKD3dkilBWzk9\nOmK72pCSImuD8nKhqFxENddEFodzUgmoETpaxgJZRaqx8gSwEqFPIaCtxmJJVIYxMuwK3s2oBWJS\nsmUJFZVlWzsUTaieqhWmjOSisU6xONoj5h391Yp+VylpH2NX+L3CwUsHfOo3P8/BzduUbs7y4BZZ\n79Ecv86tz/8DYl3wg2//iPv3PsKqgPWKkkZQjZSe00hjoOQRlIDEc84oLeewQp4wvQWjZRGjMm6u\nmbUzchhIZoVVmlgrJjlmrsM1I1kZ+Vn9ggGwT2yx7C1atipSqnTua1UUpakqY4rMYVdkZoSiSKWw\nWq/57nfflvmKMuMwJ5bXGgbOUfOG1h/zxpf/mI+IrNFcrj6iQ9HqA3LJpJzJJGwDRKFC1lRQtRBz\nop019HGH6wxlJxH9i4st826J1olhSKyutrLAFRin6MNILpXHT57hrp1MtEaLU0Xm/728xTVXrLLk\nBOvVmrEfhOFspuQxGqocimuFcUh0naffjoRQcN7QeIu3mlgKoR84H1fsL+bEsCPGBNbSakOOAgKk\nFBmOq5JVyyGJ2MsKaV/pKnDDmCQomeXfrlUWnXOKkKMM1+3EQID2ErGxlr6PhJQx2kCNzBaaXRbV\n0bgrbK+E5JnqFtfBnTdu8fJbn2J2eoJfLJgd32TIDfsnL3P2yltkPecH33uXd378LjVFDIWS5SlM\nrTJzAzA9TeF5KkGLlAqBKirkZlsnf422mlITzhjWl+ecnB5z1hhwR2y2z9ifeVRuqNaTSPAv7//c\na/b/02JR0vn5W+BerfU//lVo8u7cPGaz3hFHoXoMY2RUhkqibcyUP9I4r8m9wlmDxtBvt/zwez+i\nRoXWFV8t6iCjy3VYHlLtS7z6O/8JP9aect8QL3+MSVIJaVpLw0AcztE6UKpGUag5U3NmyAltQatM\n1xpSKHhrGcYBXzRxjGyvNhgN2htqTOSY2dtf4pzl/OIZKSba2YySMnuLuXxMSVg0i8Ue4zgQQ8BY\nWWzGGtmyPUfFqgkBiaEUhTIaa+VCmHUL+t0arS0pKA725+x2PdYYQknEGHFOkVLGOwtUMY1pjVKC\nnK2Ij9LoaRtToXHCLs6xyFauFFJJJGBIGV8tusAQYJsCAYtJDl2QWSJb8HNL02nyaDg/v8JmjVaG\nlCv7d+CVN97g9OU7zE9P6U4OOb1xm9XgsSevcvD6b9Md3uGH33+Pn7z3Y/FWTtjclKTKNVEAJomT\nZNhqlgSIACrkOK+UpuokkR3AGHHqeNeyt2hYvf+M9dM1l7NANZUhteQAjZEcjrZ/T03e33n9Fwjs\nezn9+r/hl9TkLeYeXQf0wguBvc7YkdCmMAzDNIFXiSTUskElUNVN1YzIvY/fw6uECoHTktFWZkHU\nwQmqOeHlL/8JD35gePbjHp0eEHcDXsudJw2ZrmnYbUdwglB1c4PJlTCIOk/VSusNNIWsCiRp5uUc\nMFZ0fbUU5p0jx5Fhu5E4xyQ7Ms6yCyNdY0l9oVbFbtxi0MRcaDuH9Y5xDNKwtJpas0AorMZVobwP\nYz/1DhSrizXWJZQxLOYz5vOGlLcoLSVnDALsU+C8xjlLiAnrRF2hFOgJT6r1xEE2RqieOHJVxDER\nd4lhV1FNQzWFsRfOMChSnqqIBpyzGAraa5Ku7AbDep0oWRPyiGorR9cPeP3Lt7l+53Vo9nEHp3Sn\n13naw97Bqyxe+RJu/w4/ePdjPnrvQ0jxhWCqotDOk1OiKjnIy1IRLoHV7sX3UHIVzG0pLyY1pbBS\naI2lnc1pneF7P/4hTx8+YBceEZPIsnROzJx4Q5vO/P0Xi1LqNvAnwH8L/JfTb//SmjxtNb7VE6/J\nysipkrKqk1lccoJKj9YepSzj2NM0Hf0u41zi8eMH5ByI7Dhmx+G1TzHqLblZMF+ecfNz/5hudshP\nf/i/05gNafeEkhN+vkfJBY04EOdGE4dI3A1Yo9BFo3Si1ggajJ2GRaYUq5r6QikDMTHvOqk8WYtt\nG56dX2C94/B0n22/Y3awpPENd27f4u3vvI3xcoesVdyXkpSNaKemvoqBDKFEsDKKm5NAKVrv2Kx3\nlDJZkmtiMV8yDkHoMErwP8+79hkp0z5POMtBWEm5mkIZE13TEvpKLZrtdoSgyNWSomG1DtgiBZmE\nyFZtqVgzorVicTgjVnn/ViuJtmAUzRL2b+/zxm9/gcWNE9TiBDc/hfaUy7jHyfVXODh9nWZ+g3ff\n/Zi7H36AdZCjbBFRAj18fn5VU2gz5/zi+6hIAqBWSFkKRaKBlz5WyZVmPsM3QsafN5rLhx/z6ddv\nsdCtnFsL6BRJQ0+eUiX8m78/Cul/Av5rYO/v/N4vrcnTzmKyIRcxV1lrWDSGYdgKBxiFcxZKxlo5\nuFlriSmwXC7IdYvVDZv+inBvzVh6KCOHp69QuxtcxYb5/h1ufPqM+eKI97/+p6ih0njY7C7x7QJr\nAiHsyLqgbBb5Z5sog9zJDJaCnkRHAsWuyqCNI+wGumbOwJYwBkrMhD5w2MzwaDrvWa9X3HzlNj95\n/0OapuXTB5/CzxxuPme72jFuB5azJevVRvoeuTCfz9huE0YZEtNidQZvLF1jJVWcLCkVNutAM7es\n12ustShtyVl6BjFGnFFCqElFyvQ5TxUk2eYqZFiq5CJPlAJU6ako3RGjgDCK1eSU8MbQekWboZtZ\nXOc5X20YgibHhjBGjINu6bjx6gkv/ebn8Nevo7s9aOeoxRHVHbN/8jondz6Lsks+eO8+T+/fx6SR\nYkYoGaVEEw6IkCqlF0Nm4syRTnatYmxTymCtRqnnpWQFqaKNwTmHc47joxNyLFw8eUjjMgeHnpxG\nCvVFk3cshq7pfuFC+Hepvf8J8LjW+i2l1H/w8z7m76vJ++rXfjAdaAvXTo65ec2jxoTX4mBnglzb\npgUsNWe0LvjOUckYNC4rrCnUccX99xIqtMQ+cHgj4PJACfvU5Qnu8C3e/L2Gxz/2PHv/m7ReYyY1\n29w5QgykmUcRCUljvMauIzlWOQukAkVi/N5bQu7xVhHyAMBs2ZFcpO8HhvEK30GIPcMIP3n7Y7Sb\n8+jJhn/DN8n9SGkqo5IeRV5nMBblwJUZ68tIVAXvtcyWV+mVNK0mlZ6YHYmEdgrjLcYUtDHS+S9y\ngdQq2a1aClkrapHZGhVBmYoylZKqEFmKY7NNlCII3L6PYC1lDAyrgi92urvLMFozU7TLDoXj/GrH\nJsB2WzAq0C1gsT/j1S98lr2XT3Anp5j5EbZbgD/AzG+zOHmD4+uvsw2an37wIVfPHrIbn71AIGml\nSVlujAA5xUlFnqcLVkKSSk1VMqqkDLSWJEiVhR0Y8EaA6vOmY7k3Q5eeJ4/usuczPQM+j1hree9B\n5J27g5wVzS+etP93PVl+H/inSqk/AVpgTyn1v/Ar0OT9/pc+Sy49IUZSrkCSOzdgnKMWiSsUJdgg\nRULpSq4ySqtVoZokFENdUbrw0Uc/IuQNw27D9dsJtZ/ZEDHugKfnCj37DfY/c5Nn97/L1eoey/SI\nmkas1WxGKPaAxV5DXK2lbJwSKkR8EmC4bqVKFyfSfM1ClV9vdmKgsoYxFrTRxJxFEa416+2G/U4z\ndy3r1Y4h9VjX0KeANXC4txRUz24LWRNzwpiEc06mLo2iInyxnKGM4GwFk0WJZz1VQZpgEFBkCG3q\nN8ScsLmiK5PLQQ7QIWRMLCJ87TP9OlGTQytFHwLKeNFXmErjFa12ONNweb4ll8rQQxg02lXc0nL2\nxi1u3nqFwxs38YcHpGaJ8uLccfs3OLjxOeYHt1ltBp48Pufq4jHb1VNkA1HFXDb1T1LKLyzE4ygt\nhecvpdSL7+95Oozp4F8V00SqXBM4SVwfHs04//h92K5pzIgzBV8tfdzy6g3Fm7cX8uRtHP/ia38P\nW3Gt9Z8B/2z6Av994L+qtf7nSqn/AdHj/ff8vzV5/6tS6n9Etl+/UJNXYsV4R4lhGtbJGO0FmF2l\nSlRKAuPIaRpRVRGrKuhMKoXKMF24ipwCtoXHD99luDqnjFv2r7/C7PgGfv8Z86OGnF7lePEWezdf\n4u77f0t++B3q5iG27LDaoqwlxoybLYnaiTav32LHSB40NUZqjVgn28KiKsZaUszkHNBGTRrvJFvI\nashJDF+aSh4EDtF4x+zwgHH3GFMLY7+j1IjVMObEYmaoJuNsEVdLBqUNY8ikkvAttK1Fm4p1Mqob\nIwjcHPm9VEhJoOJxzFhjKbmIfjzUCZOk6LeRUmEIWZLbQxH7mKroJuF9S5+2dI3F4djtCrtBsdkN\nlATKG+YnHbc/f4f912+xWJ6g2kPq/BDjDtHuhO7wZQ5vfxo9v8a9RxcMq0u2qwsunt3HqUpJCusb\nUccaCGN+sShijC/Gk19cO7VSasHq59AMKPn53zFS5axW0Lldh/YOZw1f+/rf8uD9nzDk+1gXaBvF\nbM/IOLJSeNdgm1/dpOTz5f3f8Utq8rzRhByFymGmPksV2SdAKaJ/kxlwPQUutfRenldC5DhGrYZq\nKkpHjCnsdk95cHdkvbvkWlixn85olqd4f52Yjmnne7z5+dd4evY6H7/9FYaLD/Cux+QduEZ8KU1H\nKYpZY8mrDdoZVJTmXSnIOcApasz4mSWGLHGlST0dc2Fi76B0RWvFdrPBYQljoX98gdOWGhJJRaE7\nZkXXeLTVhJqnO+xzkJ2iVks7M4JytQo1IU9LkZHgnAtN09API85J1S1XxICmDXWKGOYI2WiGXSJH\nWXC1RrRJuLnC2MzCGcZcsFVj2jnr1RZyZBMUfYXgKs2e5+ylW9x+6zVmNw6pywWN38e6Q3RzQLO8\nzWLvJZqT18mq5d7dR2xWK+q4Zb16Jv31SbOWc0ZhyVmCtDmLhFUpOS8+Lxm/0LEj2Tc1VcmkFfP8\nHGYxReFMh24W+HbO3Cnee+cHzOaKhepEWWErZRhpfMu4GxlrJMb+l18stdY/B/58+v9fWpM39mvc\nYibO21QwKLISLXSeEq+5BjQCbKAaijJUZaXGnqbIB4pSNVoXOeRph/aVzbBm8/F71HFgXA3snwaW\nJ46xNeAXeLfP8uU/4HPHr/Hxj/6KJ3e/RTM+QeUVrfXonJBtcKbZN+Rqod/SlIYSA5tNj7Z6ip1k\nnIdUJAWr0YIGykLnN0ZMX7YUqEJHqVZRY8Eq8VW6ppELOchAF8UQBxkAKyjW24GSNTNrJHVrHTGO\nosPQljEkvPPshogxhpiRMnmuU4hSQOSxinFrswuCvLUQc8AYSd8ml1EevGuJl4k+jPQhk5IjxsKm\nZkpnuX79hOuv3uLozm304gQ3P4FmhvUL2vkZfnnG7PBl5vsv8WQbuHz6MTX0lP6Kq4vz6cYiOm9K\noZ21U6/EEOMoW88q+0YxuOn/R6SllOeoVQnjKqVe3FRrTXTWoTXsHS64dfuEEgLD0w85PVEczxYY\na2mcxqn6s1FvNClG+Mt7v9xi+VW/nFekknG2o+aA0nUKkk5DRSSM0fJnWMn6VFDWijtFaShRDsfa\nokym5ISqBdUYmnmLGuHpo/vshsxq94T98Zyjs9eIiyNsbXDqNay7zq0v/CE3PvUmH333K6j1B7A9\np4w93jmCMhSlSKnSLOe4kqjZYxrLOI7M5g39ZrobRaFK5skm521DSpKnkkqalHML0tGX57R8fBhG\nTLVs+0QZwChoO0Op4opx1snXERNd10w4JUWtWhp3SuZT5EKSBl6lorRsE6ORMYFQKrkElBOFXlUF\n7Q2daYk5olvLmCNX64G4gZwVY4KQC9UYDs+OuP3pVzi9fkp7tEedLaj+FN/eoPqWbn7C/OAG3eEN\nVHfC3UcrLjYrOpO4evaA7fop2siiUBP+1WiBXGhdKXlKByNC2KpBTzP+hZ9ttwxTxayqqcwMOUv8\nRamAqorWG9qZ5fB4j7sf/ZD+4i5LVihTqFVCucWEKSkin8rNfok+y/9fr12/oT24gVUNiUhVmX4Q\nKiCmoIqGrIFG9tnPE6bPwW464qayZ7EJMGhlJySO3IW0VdiusF09JIw7druRfrXlzu1PMd+/zm7z\nHn6xgHaPYu7w+pf/U9ZPP+bZ+19n/fHfkoh4a3G7SxrdY0qgak1fHaUDbSuRBu0c5IzpR4hRFOVK\nMe5GGisVrUKdQN6OxslcvrFqyjBZERyRUU5hqqHTCnLFOyuwCFMwjSMNlRIlG1bUZElWEkL13lBK\nJpaEbxwY0FXi+85Xypixygo4vBis14TaQ4FYe2KuxJUmREXqKyFVhqGi5y2Lo46TV65xeP0mZ2cv\nkeYznFtQ7R5qfgTdPn55nb2DGzSzMy42kfX5Q1JKWB149uwp276fbnJFkLe1COdYa1GsT+CJikIV\niSEpBKihjCcMw4sqmSpgcZTnsApd0RpyGcBXalniFgvm+wtm2vA3X/1rGh2ZmzlNY+iqYYw7KGJk\nriVRGCn61xAMbpKlBg3tiLWGPljmLQxxwFg7qQYs2RRpElYZ9dG1Sul0crRYnSg4dHEyAakSJRSM\nlkOqdRqnpJT77OFP2V09YXd+zvVrL7P/6nUO3GsSlPRLolsQDo44+/KrnH7mi3zwzt8yPnmIqhqb\n7guYy2iUdWizIA9zLoc1i9kSUyqNi6jSk0tHHgea2RZdEjnIEJgych6LeURP5zSlFCGOEm3B0DQa\nbUAxKR2oGKOFyJKDxHFqIceMcUroLQoShVADTWfwppHIvsuoUsgWUki0C0dKmpIMYRRlha8tu21k\ntIYQIjVm4ggxQ7WGxWt7nN55mYPbN2iO99HtAYNdQDNDuUPc/Dq6O6M9OMMuT0k4Hp/vGIdEDAFK\n5OLiHiEEST/wsx7KczaEbIOSUDlVoGiJ5WilICsUThw21jLmhEahAVMF1Sr9JenXKaMpyhAbB0vH\n3t6MfeBv/vm/Ij++R256hrrAh8SsA+0aunaOSj0xB5r213BSUuUtukasUVIm1pZSe4wK6CrNv1xE\nKV2UlqiGUtJ4yvJGTkIGQD5HKUpoHtMTptZIJpFNpuDwVjPGNfcfb1htLjna3mX98AE3b72B95Xz\npxvcYkFyDfro07z65ZeJT9/l6u63WN9rKfECbyOlZHxVtL6h6jWkAKohGotul4RR42cGmws19Jho\nqUOV4SkNISRAY7RlHAPGIeXckrFeSI4RQ4kZI2dXvNeAjM3WUvFIbizWgnYWpx3KZBb7Dc7I3XsY\nAlYZamOotVCKZVhH+looyhDGQB8CfaxiNguVkqE0lub0hLOX73B07ZRm74TUtNR2Ds0xvjlCN3s4\nf8Rs7yaqPaHYjqvNSL+9EAZgjhDWPH32kHFci3IQKEpNl3rBKD2d4RKu9aTQk5VA/WpVE1xctmla\nSx7MIKIpEMo/VVOi6EGkwx8xwdKdzFkeH/Lyyzf4+Ccf8tP3f8i1dEFYaO7eO6eJ0NkePAwbQd/u\n7Wn8v2VFfGKL5WBeuBrWGLeQWfQYprRoYjqcUI0S7cN0XpmiclQtHVzJiilUdVO6dMIVVDUhbTRF\nQbVWKCvKUidQ/Pn2Gf17G1aPrrh4/Jizmzf4o3/yx3zw07vcf3RO092GuqDZf4uT5U1OXrtk8+Qj\nnj14l9pfEuMFNW2weolxRhqobcvVdkczd+RaKBhM12Fbh182U2MtoYMAzEvWuOUMZSphFHiwMZWc\nFU3bUUOmMw2UzBgHiZ9bjyoFrzVDHOl8i3ZWUEe+gimknEkxUo2hHyNKSa5rDIX1kHERxq1IfGKR\nfy9rhz84YO/sjINbd2iOj1CzOfNmD9XuoV1H1C2uOcX5Q7rlCd38lKo61n3kcv0ErOjp6oSwffrs\nAaXGCawhbDTMcxKL3PxKUVjjIcvPV2598iqlQJX/FspEsrGUlOWDVJ3ALllKxhkomkXXMVvscbh3\nzBzF33zzLzg+KhwOisYO5EbRth6vLdVF2lnH1bOeWg0h/hqOFTc2Y4uiDAvxjeiBEhVmmmoqSsrE\nVRlKlQOvesEGRoZ+aKlVckDoSFJpqqZJyVbAcpKzcsoKtZ+MdZpWOdToOL9acbHd8OzynEd3P+DL\nv/s7/NE/+oe8d+8e9++/T+jn6OaUod2juXWNO9e+SOifcnX+DhcP36VfPWThIyquoWTmTceuv2Dm\nHYoGqzRlOiAHFFpbXLdg6AOu6dhuR2Zty3wBMe4waHzTMcZErEGqe0qjrUHbCs5jcoWSmS0WJKSD\nX1Qhq0AfIyVkXLGMw4AqjhASOVf6sTImy1VJRGsogNmbszi9xsm1V9g7PsUu96l+hvMLtPEkNwfT\nobsls24f54+Zd6eM2nExKDbbC3IR3GyIgZoiq8un7HZXFJ0pWqARz4OQZmomghLe2FT2dp1lDBHh\nRfxsAEsiLSJA0hWplE7NSFQllzxl3woK6ccFX2n39znaO0WtAm//X3/GtWVib+64eTJj6DSutsQS\nKGpEFcvp9RMaVylpB1959nOv2U9ssTz7+BHBNehrZ6QsQ0aU3VQMfL65KigChm7qsYxUJRGHqgyj\nq5iS8EqRVCVWZJtmE6pqTJW4g1Ui604k0uRAaXTFtJqkpKl5fv6Iq/NHPL54yre//21unJ3w5d/+\n9/CzIz64+4SyUyRtKK5DLW9yMD9ieeM3qMMV6/N32VzeZfX0Hm3ecOAFx1SSEi23LUDP3BrSOBKj\nwsz2GaPF7++xSpcc6IbBiERoXi3bnIWaEoJcJKUy7/bAasYSwSQ0ggOqg3C8MgFyFhFSgISlZM04\nGK76IJwuA4uj6yyWx5zcuMNseYRZHlPb2YR+7VC6oboZxbU0dh8zn1ObDtMcoOuC1aBY7XpKTjhn\noIxSlu4vubpay6RlrRgrmnSJakkquEzYK60glEJVFm09I4VkyrRTqFN0Rbbbqgq7WSGde7SaFIZQ\ntcA6zFROnrcz9GKfbt/SdZaf/uT7PH30HotsMTNPNtBVxagEhVuzA1MpdSSp8iKD9vNenxw3LO1I\n6hltDeSscE0hBCsl0BJQVdAKDjtF5kU+olQl1TxBF6bzyiT2kdi5kFvAylauis0KRNGgp266qpVs\nNviZoaBxzDHKs9sk3v3eT3l2cMnH7z3k5Popb/3mF1D7HefPrqAuKFh01Vi9xC46ru0dsdy+iaqB\n3fk9dpcfsXr2lBoCNo/UeEXrPLu6QzuHd5ZMoeSBzs6ZddfIwwaTRJe3SztcK0xjTWQcRmazOXFz\niZ1bWuPphy1VV0p1VKXZ5YFUklBlekvqIRgtGNrlkqNr+ywOT9k/PkW3S1S7T9GWpp0TzQxlGpQC\n4+VJgu3wbg5+H1xDVJ71BsKwwho/0VQUu34NKrJdrek3F9I8Vhqj5ecoZd2C0hK70c+fCjJlJk/+\nKmX/WmVHoac/r9PkaK0ViowH11ohi3qjFKHM1DJdB0qKKAf7hyxP9rCu8rW//lfM3TnGPqSZ3SSX\nTAwDWSca3aJURukKVcrO5tdxsdy+0zKguMxblFvK3b6dMYw7jLJT5mc6wteJMoKiKIM2oolLeXqk\n/51mlVIFaywqGvLUf0hKSIupZKzWqJymPXOiPoezNY5aDHvzBWUsrNeBy4tH3Lt/j4/u/oT56TXm\nyyNmixNcs4c1rWx/rEHrBdntob3D+mvsX/s0xwridkMZLumvHkLtWsWnAAAgAElEQVTZMTy9Txq3\nbMOGWiK6JDxSEiVFGT4ylqIKFY82E5+rsWTtSKmw20UoalokkKsna001nkTF7S9Ynhwya44w+3u4\nRuFbj3ZzMDOU6tBNR9SNTKBah2kWWD2jakvxHtwCpTpCUgzJMO6E9FiyDIelGiAlYkqkNHC5esqY\ndmiSlO+Nk0oY0oEvZurQq+c9kUqhoqvoICpFeiRWWoxFPZ+IkN4bSkkVNCVqrTgjUHWRJwHGEELA\n2ha33GO5v0+3N6emHT/8yz/nMK1Jfo3za1S21HKFcxGvllAbCZlSBCKYfgUd/F/5S11Sw0hOh1i7\nJPUO1U5NJhTU53hOedMhTrwvqAg3yhgzjUsLhVDCdVm0ASXLGUVFcpX8jzJCJ1RaXPA6NS+m8FSN\nxDpy0a9wZkZ3dIjVR4Rx4OHTC9zFhyz3r2i6B8wWS+bzGYvFklnXks0cakfMDUpHtJqhjcEuOur8\nCHP0MqjK7EaPzQFVB4ZhzbhZoXPExzWx79mOW1JNqDYBSXhiraj5MgpdNa1vsaaTFLCzVN1imzlo\nhfcObS3aeFCOYDuUlQxbMR7FDKVnQMGYGVppnLUk1VCYg/UErQnJSEw/GrIJlGzRWuE11LgFk0ml\n0u929Ls1YxyoWrYwSlVyDi/iKfAcSyQh2efwcauYyt5V1HbqZ7sE5Ap4UVoGfha00rLdkpmi5538\nLFXQxjHb2+f4+JR92/KNP/0XrO4/pbEF03VkvXmhvSgjdA1YL+mRUgREaGl/4SX7yXHDMuicWc53\nbOJTdDlDuSIz5jGDmS5+J4jQWmS8NFfpvlInyHQO8vmqmh7pSnJOWJSxKCqmSkGgUkFriaxri1VT\nHLsU0cAhmNHL7Yp1n1guTujmS2azBbYE+jBwfvEYZ8+Zzzv2Dpa0zrBoO5puDzvbxzcGpTvGktHG\nyeHUenKquO4IlbMQbOYBd1TQpZKD9I0OSpHFUur/zdyb/Nq2Xed9vzHmnGutXZ3y3vsqPomkJMuS\nrSBAbMdAIiCdFM10gzTyN6STfpBGEMeNQLGBCIkNI4ogS5HARLFjRTRlK6EiWqQgStQjHymKIvnK\n+94tTrWLtdacc6Qx5j6XNMhAEWM8LuLigbc4+5y9ZzHGN76ClLYYxphHp583ZoeGAck+3c4ULA4U\nvOyhVi9/zCFaq4JFRbseIyLVPbdMI+gS00AmkOkYa6AcKtM0uiWqdNDg3qAZqwdyLVQb2d1umaaR\ncT+6bFeEOReKBRfH+bXdyqMGWkmjyrWQIQe6hGINfdLW9NejMM7naMenAEX8zwqQjDaorigFggfg\nLs9OWW3O6K9v+eX/9m+z2L3Lbvs+HzsLfLiduDwbGOeBu61yFQ6szg6UYsxFmgn79H3X7Ee2WTaL\nh8xJ2A4Hrq+ekOIZNQf6IWK1kSyje9k6a8dpLmKJEBaIzc5KbqZqQRVIrSSLjr+XRmKUcuQ0+vBP\nOozArHsv+aqCRhShswop8/zmhtu7PWenD9hszpy9GhOnixViMB4OvPf+nrnccbFOrFZr0vKEIErX\nL1ktF3Qx0cXoJnYSyFEJ5mXhFH2YKFKQbqTXvqFDgpYKcuE3Xpe9OW7ARDE3IoQZlZkZoQbFxNAc\nMIuEOHiz3leQjtkCKgmNQp5HxhwpGqCZk2cJFC2oVTqUaFBDJdeJbCAyIzJzOOw4TCPjNBMZSV3y\n6DyDEDo38Tue/Lj/sog0BoPvB8OhfREouP9Z7FIrtyGINpVjbfMUf1xu4KVZ8Mupzd0MrNJ1HWcX\n55w/vCR2HR985Q/45OWCcrngJJ/xekps455DveXmEJjLJWO54+6pUC1ydZPpUs80KbS4+H/5+cg2\ny/XNDX3oGGRgI8o4X1FtQ7e8BDU69hRcM+7wcGqQoV/nRb3nEC2UGtstnTGLiC4c87cZtYTUhEh1\nrlGz+QyiVF05INCaOsXQBH3qWc4rbm4nvvXOY/rhjovThzy4fOR+XmVLWEU67RHbUObC0+cjXD/D\nJNOFJavFkqiBvutInRJ7JelA6BISHApGvQGXCtu65xhzZxIYbcs8Gyn2dBrxSZ9REDIBabp831yR\nYpDVkJjAAkpkyi1+QSJzNuelWXDkrBoaew90lQOhOrhi6jT5ykyphcoEtXJ3/fx+8YYWclrVqFqg\nCpHo3sqIkz8rjTXsrj21lVcB90rmiIpB68G8r4QXrGKgHX6tZ1G/WYI1NSRG1sJQlU13hpxesDw7\nYVkn/vfP/CLnS/dASHHB0L3KkJ5AecTF7NdcCKcEjRzyHouFcdwzhHN+6Y3vKcH6CDfLtmM/7pCI\n50uypXtwwuFwx2IxcNgawQbQiVoUiUKp87123Vq5EaVD1J1MjOLOnsWag+GRU9Y3EZk2pEyoBIpl\nj1IozTqnFI+MyJX1ckUIK7JtIXQ8e77l6uZtNidLLi+XLJcrYhywuSdEQcOEBmOuI50K19sdZXIy\nKFIYFj0xDqgqKSVCjAT1vqtPzYNYfC4UgqNleS70vYL6xM4zSRJWnZ5faqQW0NBTg7vzlwmCRCdN\nMpILhNC773H120xVmiDQD445u24+qJDzDn+lwjSPTNOBPHu6GEYb7goqyRm6DdKtxVHII4XeNf9e\nTsUWYWfikgKnLYn3MWZQc3vtjIk0/lgrn1sJl81jLY6CQDFXrwpC7BOr0xMevPwqJ8OS9770T7l9\n8nkepDvKPLNeJKpeORlVK5rc9wFT5jDjxPHMoo/Mdf6+a/Yj2ywfPjVudoV+mFC7IkjmdHlJRbCh\no+sj46FgtSNG9fjo6IrBUkFTohbPZLHiWg07XttHp0JxMRANjrSgrXF0rplq53T/KgRNPiEXIwVz\nLywVNlm52xfndWnP89uRZ3e3rJYLzjZnPLg8hxCoRIrNSIjMGN16cLO3Wii1UIKzd8Uqttv7Ldnm\nCERpzi4+tITAcrH0GAqZ/YYN2gi2I0pPiJFCxqSj1i21uu5HNVHqRAiJEirUQI6AOmUoaKQ0ZYuW\nCXUxEblW5rxDqczT3lnNOCs5UHxDtIVaaqWW2XsaVdfSHAmu/3LpZI56+eTMN5SPUSpq6htPlTHP\nL+Yowd8ba7aqqgERlxSrKclcCZokoGlgeX7C5vKS882afq789qd+hTW31PGaGFZ0MRPlGi0rYPYh\nJhXVgYmEWmDVL8jzRN8LL4S/3/18dMlfd3ecb5bUWnj67ENqeUY8O2HRv8bhcGC17phtItBjBZfO\n4pLiGKyljbr/sTe41qbdkWJuXqBow+eri1/Up9bHhlMkISpI57+v6jeP1UKKHURhQyLEme3eKJKw\nrITUsd1PwMjz27dJfc/5xRmrRY/VjFrLIgmlnYCZcXKi4Ha3Y7VYEUJoNbcw28gw9O1kVTQEdmND\ne3B6v8/iAhKMgDHOIzUUJHp+i18UrpFxxnVEavJypbSBnvnEu0aBkr0nwilE45yZ5wNK9rTf6n+C\ntoVr7q7iLGBnrVSrLv8lNVXvUR5wNOr2pj1bwVSoVu9LM9cH+IAxZ7eAmnP+DhM9g+MtIhCqhx55\n6WZEFWIQhpMNi7NHPHz5NTYd/PFnfp0/+cLnOIvf5mLoWKwqu37nQ9wKc3FGgEkgpspsB1Jw0V7f\nCaH8ELKO/9LHl1yeXnB32PHyowWx27C1W7bTFbp8iWpKtxzY7m+JceOZk9pT5UBlRGvng6kZUowQ\njCkXj6OmawMxP5WQ7MiURKLEhtF7qpWfmN44luCnXFCjzJm06Fiqp2OhM9uD0Q09ISo19ig9s8B+\nNsYnO7ooLLvI0CdSNFIAQRDtkW4AhOVmaJoWr++DKFED42F2z7EGi1enc0FTCSZJLZWqA4uo+teY\nG2qk4oldVO+HZgM3QlKMjBRzA3qnKJPr7O9RQ6ayuJ6k1Nkxk5DAUlvTnglDk0n4ezc3aNdDWo8M\nanDEqxQfGKoqk1WcQyEgzgKXZorn/srqqGGIMI4eb57nNnNpsxYFC5GqkOdCtcww9MTVkouHr7AY\n1qS85TO/9t8R5B2m/Z7tWDCdENlTbMFufs7NlYENmEA/7Fn0wauWHjbryGbxFzes+Ff2LFeBXd5y\nt79huVlhXHHZrcnzc0pZs5sDFycXFBPyBEOfmKcZ1QG0eSRLZW4Ii5oSi2KibmARoifUikCtpBDI\nqpgq0RTNhjX3Rk1HM2lDiCBCGhbUUuk6UC1eHiYf0vn3YGgVStAWY+38tVyUw64wx0AanC3L7NoM\nT8gK5Hyk3Wd3LrGCFEjB0FCYpVJCcB08zZjBptZUR1LLUakhNBAEN/izo1DK0GJkEZBKrdlvUAsN\nPMzOKTP/lc0YfQzqG64pBwsFldIacvzWleNGT8xSGx2labCOA2S8N8HAqpdepXHDHDb2Jp0mVJMG\nvAgQ+4794YCm2OTCnnIQFbIllEqXDnRRWfRL0oMHDA8fctYP/O6nf4WFXXH+cENXlEhmfbqgY0ko\nlaILFsuJ58/vEHVy7TwJ8zgRonG4Fe6WP4QU/X6zwErHw+UppRSGwRGfkjoe390QdKCOMyebM6Zx\nIs+QFj12ZI6Z26wGhVI7pBjLPjKZoTH5hyUFR5EiItEZAeJWOkGVjNEPcp9wa6ooiSCBmBI5FHJu\nBg4hY7sZJkdiDPF4boUUPAWgi8nhX6loDFgKVGmhOjiDVjSgwbuGYpOf3E3lUU3dOVIFm7k/qT1t\ny+XEnplo9/MMa8NbjgKzxnuYK1ioLcl39rdBA6IRvV/c7eazQt/3bg7e1KocZyXmKkQv2fwwMqtk\nq5gIxcUozu4+ftHveBzuzT4jgvZ9ttdu+S+lGEGdqb2bZjSoe4XFcJxVOlBAIQZ37+y6BScXD1hd\nvMRCEtsPvsXnP/NrPOwrEIkxsVn0LDYrv8nKyEpWXFwWXnl9bpPSo+2rz7ugtDXzQ9az3N4V5vGA\nElkul3zw+IbFEg77gh1WdMMF+5s9J11PDO4TZcEh0orT0FUDkoXIwj3ERLDs2S6p78jTRM4j2g0t\n1MIBAg0+/wBP3XVJllHFiCT/0E3oQqRL7l/WDZWQJobs0Q21uM5iGRo1vM12Qkjk6BqTY91uIvdT\n6yN1I6RAbKepVEeLpHrjXcXQIo0LJ81Z0o0ciH4L1pIJnUJpZtniceEuz/Y8SrXaQA5n79Z2k3g6\nTetDWvlUynwvOgviaKG/Wam15r4pvWtx5W+lEBpwgJnb3NJGX42IAf4zB1cPIIbfMlKpNvncK0Vy\nzc5c6aIDG22KqUcCZYS+HugUUpfoT87pLy5ZdRtODT77m/8TZ7xL2D0h9JAss1mvKWRqY0eKzUgy\nur66OboWstV7Lpp7P/wQlmHvvLUn55kuKSJPeOnlhxxq5dmzp6RF4OrpE4a45O7qhrMHD7gdD02P\n7qfsarWkjHs0CkgkxEgtGe0GKkKJCRQ63NrGoUoIoSFh4tnrR4gThGTHQXJDpaRNmQtE7RANpFw4\nJMOqx8tVgBCp5j2FKmiiJWn5ohEAFUKFo/G3cuS7+S2hJtD6kCpC6JqzPkKU0G4/ZykcbZiQ49/R\ndgxwf/M6uzdiakBFcMqKn6S+ikWa3KHKfXw3IVCq32raDCQq2fuKVp6B36jgmvggPiexFv6K+evT\nemWTY0lGI7oC6v5oKXXkekTevHdx8efxfz6bmeaJzZAwFeLqjPXlKwwXD3h4vuLdL36ON//o01yU\nJwgeGbFaBsQOxG5wzlkxapm8h8URPAqE4PQoK5kkHm/4/Z6PDg273bNcB0Qzq5MFd4dbYp+ociDL\nFaUE9jcDITxid3fLsFmzG2dS7AhE5kPhbHPK89tbh38xNzeIbhZt6noJv2SNgLYFhy9SNSQ41n9v\n1VabmAj8z1V9FpJcqNX1PXE8oFqYMgiFUhuVxtwqVdrJL9WIUpszfouv1uPHD1JLW+DShqK+U/0m\nsNZT+IDPqnmJZ8ZorWwM0ent2jlTQdyx04pztNSOPYKjfmaG1bZQtJDxnstLKIXsfd9cjgveIePj\nKndzCHy2IeLIVOuTKNZKtuNt5TeIVd+Mok5RyQpShegkX0LoGHNFQjMrYUZLcqhfFfNdS8VYpYjm\nzPLyEXr+GhcPP8ZiuaI8eZt/9D/+V3B4Rj5ULBhRDVl1KDBPlZxn3Juu6WGMe9ZzUY8CCcF9EBbp\nh7Bn+bFPLrEYuLrZcnru8WVn68DFWSAsNjy9jTy/fcphf0JVuNisONmsuH22Y+h7Qkjsbrd0MTIf\nq3VxmkRQT4PypWHM2rvjYQzcE46sbREJfi6bx1oUeRG6ppI4smRDcP5VDMrQKSrGKAJFqRZ9Uq40\naHfR1HtAw4FQmCX5PVAdNBBvNSiqDhGrn9BVjVALVSKhRqIEQpW2gKu7xeORHCZ9AwBmR61EsVzp\nJTKFA629QzT4a+XqN4b4iV9MkHCkjwSyQcMGG229tjrueIMpasFnJ5bbYNAHoT7r8plMm2g5UleF\nOcCsEAXiDMGEuQZUqqN2epQkHDMv/VOoQJcSg2Q2w4qwuGC4eI3FcMImRX79F36e3dt/xHzYsn0+\nsg93nFwMXL/3nEfnS/rVGumUFGCeJ4YhEYMRYgYmclG0iyDF34f6Q3iz5HqH1sTlxYY83rBYd3z4\n5H3W6zU3V88oMmBhw3R7Q42f4Ob6jMvNivVyyXW5Y2WbBiVaI8Cow8YWUOkRMkihonT1eOtEEkJp\n2u8i2RGg2oaXIbh+AtDoEJCqlyNWPcsx0XmdnyIxG4exkM1Rt5yL3wapUkcPRlUaBGqpZWYGqmR3\n6RccfUO9vzDXdKgFfIYkuBVFUweqEKtRQiMRWiXYcW5g93FxVdUXoEVoi96qn/pJB6Y5k4IQGrwg\npVkBqc9winjWfZVAKuL/XpzZXejdVabUe/UieICsaPMgxm81xW+4apmmssDa7ASghExWV7FSQHVB\nNSUIaK0ENWKnpN51KsPZGfHkJc5OXmaTCl/+7U/z9c/9Jqf5jts6wbBDD8Lt9YgJbJ/eIfGOkGDZ\n9ejQ0fU7YnCd0Nm5px6Mu4kUOkfz+GEkUp5tXHuvAybGlPfEYcBS4PxixfbmjqUI0/ITvP/8hjke\n2NaRi4sNIoFRsiM7tORaaqvwE4KXYho85ppwJOJ5GZQkNLq+/54l99wKFWLXkc29vUQFE/UepkG5\nXQpEa32EgNmINEsmXwiRKG4/i/lr1HtOWvCvR8DEfYlr9YU/N0atEInFIeLmr4hDWa3nVagqRIlg\nTgKtubQDw0/GIko59krtJhW1ZvfjlH/DczuPxGukWdaJks3uh5hz8Mhx/x6EWg8E7XzQaV7+HkGK\n0m5HefElW6EZXujrq/cyx0qIClY97a3YhPYFK4ZqImlPkp5eelbDwGKzYfnyiiTX8OQpX/itv8+P\nvHJLn4UNp3Rzz+XpQ2q/J87G4WYkW2LKSh8X1LJHdWLoI0Jl2Qtz9bjDOftB5Wkp3/v56DIlQ08u\ngdVyw+3dLfvRsLkjnp2xPdxycvYSm8U5V1YYq3GzfZsQZ7rtHcvFosmDE9Cm1M258EgXMTEf3JlC\ncF5U0Hivg/AGNjJKxZL7BstsbQMpqDambHA0q7FhQyMLqlVSSExhBjVMg/OvUGqdG7PZ7Y1oZYlr\nL9qNFZXSFiVSKOoNbleVUN37lkZLydU1F0m5h46lJWOpVSeASgVTsjp/yxDuNSI04EINk+yRcuK+\nY61aQtQTwqZ5IvYD8zw3vdCRgavtpwmQm22qODOizvVeF6TIfU9gDqMBNGsr3yxtBONkSwf9SCIk\nUbJlFsuh9WlCCpXVMnJycUl/8SqaztjEiU//ys+x2L7FUCdiWFDCwMN1Yr0MHHQiBKHveiYSyJIh\nLNCwxMqOkjND6qnmdJ9UYZ6zu81IAb53YvGfNybvm8AN/lnNZvY3ftCovHmKHMbCt7/1FrHvqXWm\nl8j1eGBzesm7twf6QXh+8z7r1Wvkm2umbsltiKyGS14+W3J7syeXGUJipklNG2ypMfiNQKAGaWVM\n8jKJ4jCo6HfUyKApNCLg0WlEG/qjaDjGtQHmyV5BlUEiU8lYLtQEU4GanWPGcS4hvl3aNfKCFHls\n9o0WoKSINRJodeKhCUjjtB0lVIK41p7Yfg5vVv0m8u/c+6U2d5EGA7cyzVHZ6rMTESy3m8OMFDty\nOcp1K7HGdrj4vnHAQpjKiKbejdRV3eKobTw1/3lLcTjYtS3+41rbLLT38ZjHgsF6s2SaO8pYSENC\no5L6yPqkZ7g4p1u+TKqJ/+vXf4Un3/oX9PNjcr6jJMG6mX4zM+sdgTUxCKQGLtgBbKZEo+syvQg1\nzy3qPZJCRKYJw4jpBxd/GfDvNI/j4/MDReVdPb9hnITH723phpHXXnuJD598yHvPrlF7n5MTZV/8\ng70YKqdnL7F79i6Wep48fsY0TqxPVyiV0WYk9NSKn3yoi4q0uRta8AVDcBRHfTMUKqlN+E3EZb3V\nnL5Pg3OlOc60mYcBRG1Th4LGQOeAr/c3s1FiYp58s2mIqHm9n9QtOEwaUtS+vlQlodz30tEIc3Ea\njjjXo1ZHhbRWCI5SaaKVPk7zRxWx4rdIm6vQ9EBeVjWUCZ/aawAKdJLa8eFALSU3aYTPfECal5vP\na5TGUK7+8xfT+7KVUqm5faXgZNS5vlBOmh43i99AGiBG3/YvvfKQx++8j6WAxEg3rDk5vWC5OSXE\ncxZifOm3/xd+4x/8Lc7smyz6yioUuiGwOVsw7ybyckWvyjRnusGdbVQClq29JweXndd25xvUPNH4\nAnii0w+2Wfyn++7nB4zKc5bpK6+cIOKn2cPXX6Zb3rLpB0reMtoIofCJh6c8ffwWNS159sGOB49+\niv3U89rlOfu8Je8nptoWZxtaikpjGftUXO8DOluCl0orY7T5V1WnibRrJjRqjJgSkPuZC22TuTmC\n+JseHOJVc3rLIVdClzhMfrscyYdiR6M52tSuItWpI6G6EKqGigVvpb3naGTQI3QrNEjZyNPYDon2\nB7S+oTbLU1pDYn4bHFnOR1/fUnHiYGM3YEbOrfyyglQjx8Y4bjdetSNQ4E73EsL9NJ9qSBOA0cJe\na6lkK+5b3V7fWumlwctBVVguBr719jdYRkXTgtD1nJw/YrV+wGJzwWrzgGff/CN+9e/9FzyMV5yG\nBbN5yoLNkWQbnn/wnHhxxkFuSSLsDxMWAlpxFec0Mec9hzwj2pEWC6y6z/Y47ggxcRh/8J7F8Bui\nAD9vZv89P2BU3vlFz3a3I8RMycLqZI0k49XLMywbz57esKgj/XpAuzteff2C0wev8cZbV9w8fYv9\nVHnjjR0//Vf/Cvu7iTLNEAaKCCVAwLliRWmnWvQhV0volRrvG91i/sEF8TIIdSdMqdrWWutjWgGH\nKIhTSXyzKX3qOBRf6FYqORg1FQcYijaOVCNtVoUW0GQN+wcvwyq+GWpwAijH10MwzcwmBDHfgLmC\nOAIHrvdBK9WOBqkvBpDVKkilHDdMcLDjmLRVGzys4gNOqwZSUYvNwLtJes1pQWPJDLHDcnXqPn4j\n+6F0DANxAMC94LxMUxXIuZVzmVChTpVZC5thw5QyQuDs5JTNcsP64hHSr7h9701+7ef/M37q0Q0y\nTthUiJODJt0gvPvOe5xtVhy+9pabmJsxLL0kzNkICjHC0AtdCJgdiN2MRmG9WrA/GDHk7yeS/P+0\nWf4tM3tPRB4CnxaRN7/zD/8iUXmf/tLWVYJa+NEH8Fr8kO22cnbW0yUfVqoqZZx5tr2i5Cs+vHmO\n1p7F2FFMyZ3y5pe/wiuPXiFZpZZCDhA1IFV8nC6CmBvsSSun/IPT9su/H4++vq/478sG18ZAadNp\nqw6X3v+0x+ZfhBCCZ/p2ghbfCHMpDYrl3rbEC1KXGCB4gpl/VxhKLubJYaFNxdtiPdLWizl1JkT1\nWYi686bglBcNDUyobhPb/FDbz+6NfW3O/jm3vk6UY7KsexW4BNsT9+x+9nEcOIp42ajiWnun3LRZ\nkZtQ30/l5Ts+fpfNu3gtiLMXhmFF0ESehbQ8Y7Va0W9OOb04JcXK9vYpn/61v8Olvcdlf00Ohelk\nQx1HXrpYu6jLztu8TJsVcCa0nmyaqgdCyUyKif3+QAiJwzSz39/x+bef8e1n/hnEH9QKyczea//9\nUEQ+hZdVP1BU3r//V70Bn/NMtRkzZZEqUidubw2RgRAX9HFmt/dk3K6r6HjLxekZb918wP46MFXl\nsSn/xl/7m/zZt99FBeZ5pI+9f4gxoSWhLZxU1A2xIXliceM23UOojVMbcBKkb5R7nMen8G3RGHZv\nR5praSrCQOyVUEDzTKzGmB1lK3O9p+vU2iYRZl6W3S9IX6wxdG0TWSvxGtQqbcG22YrR5hjgEHWt\nTn9vPDOsopo4nmWqSqEiQaA28VZ1av5RM3/8dXy+027KmQCe8WJmLjrDD4pSS0MEa4PpGw4o/vf8\na/mAtw+RFL1fCclIydCgrFJiOHkJWz0kpyXd9h3+73/4P6Af/CHRRko6YTTP9Dw5GegWQJ1YdD0V\n4TBPRJ0ZUsR5msJi2QFKDELJkDYbZivYDAPn/PXXHvI3amqzsjt+73/+C+aziMgSCGZ2KyIr4N8D\n/nM8Eu8/4S8YlRc0Mc4TSPTJ6iLRdx4/3UsidhskdYjcEFMCU87OVux2W6wWLpl5//YdYlJGyXzx\ni5/n5PJV+qCQK6FmNAzssiM7FZ8pHLNBzGIbDir3bEMBaX0EQJDAJKXJWOFY0vii1fs5gjfiNCdF\nP11VHPqMCFGF/VSQUCnm4/KcCzH4gUHVZlHrL3TsDSgV00aQ5AgCN6C8tnIyqJeD4vOa2nJO5Nif\nHVtN8xJURF1EVueGDDYdXeN+cdSlmNOFpLrmvpgHTJkCQako2R1AHJRo1BjDGvonhHYLlzbYVSpJ\nzcmQwehTh3ZgWpFO6BdLTtcPSOtLZDgnTdf841/4b7j9099h3T8BCeylR3phNRxYrAZi6rDsZn0x\neuGn0f1Hq0EICcx9yUz3dIulp7bVSp8KSnR4vwqp66i2+lVh5QUAACAASURBVL574c9zs7wEfKqd\nNBH4RTP7TRH5Aj9IVF7wxGFDuNic+0CoZo+ok8TJ2ZKxbF3RNizoZcGjR+d8eP0EYuJRhZ9evcTX\nv/mUJ9d33KkwlsrLL3+M89M118+uCH1C8HzGWsxzKsXaCerEwmPjyv1URI+9t88izEHe1G6BI6jc\n1pUjQEbTizjR40iVT8fZTAiELrKfZ4oJUzZXdh6jqQn3m1DaDgxKw8CtQc4VleKvRcAIja+lqJbW\nrzT4tmWOIG6g7f3GET72dCy16AsL16hY8E3rcYX+cZVS6MQ5UzEkxpKxFibls6vWvomXiAGf0AOt\n2cdpOi0yoxuUPhh9hCiVmFyeFtOKfrigH87ZLl/iMgwsbz/gU3/vb/GV3//fOFnccSPKRa8k2RP6\nCI82jHuH3O1QCLFStTriOBsxBoIFOukwjD4G5mKQE8u4JNuhidE8BCkmxerEPUP0ezzyfSIf/5U+\nImI/9x8nDrmy3JxSakAI7HdbQgz0i57FZoFI5S7f0OvAyfoc6Racnp5jcyFQuDg/Y3fI/Is/epu3\nn61Ynv0Ysjjlp/61n2HOe263e/Y10dnG5wAhuSjsfs7mG9QXjGJEJ0JWQYsP+mYtWDDUXLp4bJDl\nXgPjp3DNpenJA63JwAel7sFc1A3Lc3FvsjlDzjS0yJtkMUMtUzU7Rf54ltlEMDeZxUKbvzhFFHFh\nmSoUO5rUeTlVZPZFexwMtgGrth5MrBArFPGpvyKNluLUoTkXCH5bOYlYXPtvRpbR30JxeycnjjYX\nF/VbNxzNLUImRaHrlKDQR8+PmctE7E/pVw/o1g9IyzPP/rx+zO/84t/h67/3jxB9zCHfshBYoaSp\no8wVSZl+7TdfNKNfB/qNESXTrQc6Io/OH6ES2U2FuUKwsbHFK8tVx5y3SISu68iTkeKa2Qr/6T/4\nGmbfZfEHfIQT/Nur3i2BFifs7nYUCh//5E/y3vvvEXRg3MNyveaV8wfcPLllvo7UKOTtHT/ysY8R\n1spLL73G9bPn/Ef/4c/wu5/7E37nC39MvPgEb/3piuX6hMXygpqVIh6l7ZmonrV+jIdGvFmtxyFe\nbRLZFhIUEIoVv2VqvT+h1bRxsbz8iQ2atuoDR3Gs2JnLx1JIixtsBEVsJijk2TfWXF7oKuyoSWqL\nXBtdXmuA4E17tew91RFRq8cbs91SVXxajwMZ/jRKjDmYEdvwle/QcEhDyWp1O1PFk7VUI3Mp1Gmm\ni95zafDoDDGI4r2Jqk/2owaCQqdKiB0qRgx4dkwT5C3WD+hix6LvWKwWWBcZdn/Cb3zq73L48P/k\nY699QC2ZXDaIdYRpxzr23F5vqarEBdRDYZoqffA8l0qFsZK6wLPn18xz5uZuy1SMRRdIYSDPxs11\nYLMeePrkwNWzD1EC0/SE0P8QxuQ9udqx2Sy4urthuexRFT7+iR/j7fcfc/HgJZ4+u2I5XPAf/Lv/\nNn/7v/yvifQszk74N3/2b/LOO9/k937rTX72r/0s490d//rPLPjLn3zIzfMPefOdb3D3XNmPDzmZ\nDzx4+CrbImx3t/TDCe5H4IiYk0Lc5TKIkuUFbmgcp+bOhC3VE1/lfqMclX8OkdbjwBI3y2h0TN9Y\nQamlOjVSxKPYOmMcZ7ohMlVFS8HmllvSmF7HkrF9Gy+o72pu96T2YpPrEbUSrGor6ZrcreVY3rvc\n+YjdAYvaJvjKUczDMcPAb0jXz5fqKsqojbpz5D6Y9wmhfb8xuD6g64TYnHJU4zE0DTVnEYc0MKwf\nQbcmDiuiGOXuXf7ZL/8caf8WfbhluRJqOWE/d0QtnK0TSSuvfeIEU3UjjLlih4L2gX3eE6lgHYf9\ngcky0zSCepVgAre7G/a3lS4oV08FTR0aC8tFT58j/aIH7r7nmv3INssoC7ZXM+sinGskJeUz//yf\ncn5xyjjd8fDhCdO85xd+8VdR3bDfFS43L1PDko/92E/yx1/5E37jn/wmfdfz8NXX+L3f/33yFNld\nZW5vv8n5y4aVzJj3nJw8YtUNTFNBY3IzhQhVnEavEpoMuVFJ2kKx1oNI9do6NPqL8IJTpW2TBHFZ\nR70fBvqsQRvEGuwILjRnZglOIIyKlEJMwtzKnaDBh4NHoZcV190IHlttATP3G3ZPMafUixz7jaaK\n5MXNqOJulj5DejG7cXZAaVBx9RhAtJV3DnnX4NQVDepx2mS6o6F6OMqm3RAjxpZvGf33U1TPrI8d\niHsAhGHFsl/QdQtuugfE5Zr9kz/m85/6u5TrL5GqoXVNqT0WM6ulcBoXdIs9SStTnoipp+ZC1yuW\nAhYDgZUrR2tis15Tq9OQHFo3sJ37nU3CPFVUEkUzuXZMcyaUSrXD912zH9lmmYsbx6sNTLvK890V\nU5moZc9+2zNOM/NYuLrKxBzo4ylvfPEb9JsNpw/WPDq9YPt0z0/+1I8xzXesNgMfvnfHx197la+/\n/QyuH3N32JHnisxOl0EXvgii51JKbJr3NtQTO4rDWqPejN4Qocf9tsKxV1BrA83WJxwpHBhmrhc5\namEEd3w/lk7SeoOYXMXZBYd94yIgRSgE5lzdg7eaZyVilDyi2vlJiQ8nnabi96Tz1gpWjXD0KRZp\nnLHveFoWI+IZjZI6qBkNwpQLxuwYkbmcwdQwjV5uqvc2AWmumh6pHkR99hOUEHs0vJhH1ejfYwgD\n/fIUSR3aD8S04OVl4b1vfJYv/sbfp3/+JoF3ERmAjqmOBNnTxUAXNvT6wiFGQ2CI2qj8kEUIjTTr\n6mYjaueldptTKQtMlDQElpJ8UByXmE1kmwkyUOcCfNcY8f756CInPhbow4IuKQ8uTnj+vLA9nBAT\nHA5bhr6HAi89mlmHJX0YeDksifGaZ0/e5YMPnnF2vuGVRyccbt7l1bPEX/8rP8MHT56y3T/l+vo9\ndrsNI3dQfoRpmlhdvEZIwXMLo5HpUWta9SMS5YZiVGuuKxIcuq3BXSDN/BqhNHnvkfzYFpEI2eQe\nSHXHfprOpMlyzd1nPIPGMJlRdWWLBKWIEkNizkInzgubphkJyWcreSKoUMRvFZf8uiDNbw0nCFKN\nXDPQNq0e2crCbGCq974GMUS/jTQ2Tplz4SL+XoQGRw8xOhdCQZPHlcfkZnkLVWJMzcSiGRVWQzql\nyuAN/OqcohHplijGNz//T/iT3/k11vN7zPNzOj3x9y0YfdexWgws+45edtRa0DigJRC0o9TRS0nc\nR2xurynqt8k4+6DR6rEk7UldRzZnLAybFTJXdzdtN323+CFUSibNRHdwINvIbrxlWCwph4JMBzQW\nuuCLaWZLqZn9fuLwrWf0w0AfMh//2CN+/MdfY1dnXvvY6/zqL/1DIj3dlFnpAVXl5tkTtlNkPp2Z\nrNBvV5w8eBlYEiRQqzs7QqbTwSPfAm0a7YO/alBidqD1yDGzgKsG3UDueHpX8xnLC7KgT8xVckO7\naP++vuA1NAg7BsHIVBU3gojuymiWmoNmpFSBWLAytxmI6/PVCoZQVSnSU6wyqyI5M4RAMG9+SymI\nuvN9piDhGE3oj0ghiZGklXsyE1N/j75FqaRWbqF4PyKuKxIbnVcnyuw5E6S+I/QLUn+C6BmUFUOA\nMF/zuf/jl/jgjc+w3L/NWCeyBegKqsYiJoZe6Qcw9kxyR6wddsgErW5Va8ZhPNArxNwDkTlMBEZq\n7ujigpIraZAWgxEx8bLWLLDfHtzXOfumooDxQ6hnCXWHzT3arfjg/Stef/0v8e7jt7l48IBnH7wH\npbLoOqaSiTEwjTs3t7ADaoVPvP4SD07O+OoffpVn2xu+2n+Z+ebAzd2OaYTUCzHuOV/dcDPObD98\nis2vw+KMu3liefaAbtVR6kDQzkcZpdANPVNu2gbzIakIlFAw88kE980/L5AmO+o4APXe59gAH+VQ\n1gQeR72HNA7XkbF7JFW69NxPeBOjVGOzWnpgT3IXmJI9FSsIbkBo/veP1HvDHRs1RjRXR7gQYkj3\nERyltrSr6EPOhkc4C0HF5c9BkdhQQ3x+IVap0ZPYtEm4zTI5rT2yjkLQSOgGJ0WGxNwvsZTY1Ex5\n9+t87jd+mZv3/hCdHjOWK3bFmItyeB5YnwinZ9aIp5HNeunm58VIwUvdcTwgKiySUKcRJHo4qwCy\naR+El5alglmikNE6oLokl4LR4P4Mq5i8Hz2abnyP5yPbLGWn6BCRGFgNHSLKw4ePeP2V10lUat6D\nCSfrh4zjyLCBq6tnUGeSCR8+fY93336HmFbsayZPE2WcMAKZSN7PLBfKIu5ZnCY+uLnj5sm3YbUj\nz3umcctwcs7m9BU0KIc6oiEwTaP7juVyr88wCuTauFXHJHf33S16HGK4jj1Ai/HT5th4ZA23sqzJ\nA493kTSqy5EKrBIaqhWaW30ldkYpM4shuflCCBRVIg6W1Syt6Xe2cZVKscwMSHVHGHNndL8JgtOM\nFjGSi5MJuzZAjTE5dV2ORMvYJv/3JDrAbfoCEGs7AESo6gK8oB3ar6hpQ+nWBB3oxBhy4Suf/cd8\n8TO/RD99wCpk5nogpZXHSByM89PMyVnk5GwmhokuBPJubqpY5fp2S0xO2cl5IqiDFykqy9WSOs8c\nykQImapzC2wdqFUJnVOOrFa6oaeGjCYvv6UaSZUSvv/c8aPT4I9u6j0xoV3l8bs7NufnfPmNN8iH\nO2Ko7HcT4S5z9uCCBw8fMqxPOGxvqXmk6ES0GaJryMd9plTh5MRtiW6uM9M+cHU4YNsdoic8Ol1x\nu/2Afb5hnq4ZD4X9nbG+eEi/7kBHggyUfEAlkr8jYcon4p47os1bWFCqlTY59zvCkdw2nDPfIkKB\nqg25rffT/xdsTJpJnbl7pCi15pak5XMccGfJGALVxJ0sVe51NUeDDjGoQcimxNrKq3pkHrgormCk\nvgPaArHsTgAW3IvNpBFIK1pCYxIfv083Uh+8t/cy0wRiItSZtFhRw4qqK7rhBI09Qwjs3voaf/CZ\nT/FnX/ptRN7lwIjVnt12ZNwZmxSp+8zlwwGqcLhVQhh4/n5lnka6fkfX9YQQ2O12oMLQRVQLGmG3\nvWJzYuQ6QR853fRorNR5RDul6waH6kNiMSzYTztq9OGvWuFuHAlV7wOYvtfz0d0sNrLdjW652oZI\nz79xQwqRRa9M00ytMD+/4t2rK7RW5jrTd4EQBl5+5XUimcdPHiOx5+TjP8GPf/LH2e6vKfOBL/3+\nG7z97jNi31GLMY1XiBqbqOzmjpsnTynTSN7fQDlw2K85ObtEGoU7l0IkUht/CulcN68tOqEaUksL\nCMWp8bUy38t6jyVXExOJEw6tad1NX7jIHC9+1+U7rHv06TqyjZ3SXp3zJLE56jfrJG1Km9KcVcSz\nNLW4+3ybsnjQKIXYJu4hhDaN968vFlDC0SWosbQL93CF+O6twXuzUitBIxYS0i2RQdlLRxwuSBrp\npi2bestX/+C3+NMv/nPi9n0+8Wim2oK5KsUiD9YbpFSiGl0Sdvsd43Tr7pw4sXS7K4h2zLOXVrUm\n9tuZ/nLDYtMhsXLQO7ZbI8ZIzoUPb645WfX0feKwP7Cfb6hT5fLshLun7zNa5pALi87tgIehZxpn\nuvRDOJQ8fzBwOEw+EGxZhF1wB5Wx+gR40SU0gvYdz588QVNgdbHh+ZOnPL+6IQYhJNhePeeqXvHs\nyQfs989ZpMTQLYmqjLlQcmHZ9+w+fEaIivY9KRfy1Z6835LLTBzP2N1d8+D0FeKwJq1P2yLLlBhd\n/nrPZGn+vEdOmfmH6qe/55SB9wVGvV98Rx4XQK2+EI95Me4qY/dM52ozVdx3OVS/OQoR1dyQqvAC\nlm7fl6eY4e41zH5DWWnar2bF6qi3J2wV38z3cHhD1VBr/saKyux9miRKMKfQBCi5JyWFOCDdCpVA\nTAtC7KmaiFTy9dt89rP/K1fvfoVObzgc3iF0gRh7Blm4u45mjxpcJFQreV4S4ort3TVd8Gi/ywvj\nkCuWO3I2yjzRxcTV9RXPb62hj0bfT05/6TuGtODZkz0x7CEUuk6JJpTDnqFThjBw3g+YdQTJqMzU\nFH44b5Y0eOpUKTOpi2COsowlu49TLYQEs1UkZKoE5nLgm+9csV50WFFWq1Oub54AvuFubp8zj1vo\nO+bDHlVjsxy4vfM02sUyMuVCUGM9OKX8+fO3uXn+jNNXP04eLnhe9qTlhj4/YOgWrFdrihmFiZqV\nOfuiStH7kMmO3Ck5jvQbVvndP681Wo0dWQJ2VM6U1gf4/293ALSu5ji7aV+50Wm+4wM1o5bcyKBN\nZGXuwKhHkzzaBkdRFayUNkviXtNT1Zo8oBkZVQcparvlqhlSaAtY0KTE1DPqkiILln3HIkVK3nG4\nfoc3/+D3eO/N32VZn6DjNWkQwrBEFGYCISQ6VZaDsFoIXahYyWjfUfLMydmJb0DtsALrmJEygAXm\neU8Kvb//UyVXZaoTVkemfUGiMB0O3lNmYxqN6VDpdUGZAqvNGmJAJkUiaC3UPJKGgemQv++a/cg2\ny27aUaqgmrCq5FyRMNMNgbFkEI9BmLUQRLl8dEnOM5/80R/l97/wBU6GJTVDF3tyGT3bvCoa1UNQ\ni3G6Tkz1wCopc50guQHCvD+AGX2qvLwaeHbzAR9+9T0WDz7B/mbDcHrJsL2lTyvs5IK0OKFfRcwG\nog5O9SgF0crRWsBjE/wx5nbTOCu4SaN80Ys0d5OjuYQbRdRGjzlKAb7T0KK1Pvi/agYb92aBzbm+\nlWvOBQt0IbllqcLRxkisRXAcN0Sbpdb232NT7+Xa0Xkyee5jVAKRKANKpKRKCQsIG6J09FYYr97h\nra9+gffe+Czx7kMW+6d00Q+//fbAMAzElChSWfaJddcR04TUnYcvFaMyETvvm0r20KQUe0IHYp7k\ntjntybm6yUcX6OiIudAPJ8xjdoj8kAhEAsm5YLdbuq5ydz2ye37LYRqJC2UaC5HColfGvKPv0/dd\nsx/ZZoldxzjt0eJzjGHh9jvTwXXdGiO5BroQ2d7tkHMjWeBPv/x11mnN4XCg5D0avN8pMrdgUmW9\nXiGryMnqlK6PfPXNb1HEOMyZ1HWksxMOd1tu9yOXZytONwse1cC3nzzmg6++w/r8R7h8fcEh7tiP\nO8JmzdluYFieE9IpIfbN3vXovt6oIvfzCu9fgiaOGhQ7gsTmEmLa7/geaCUYnteiqIvJ2lezBjUf\nBfxOe/Ebymh+AdR76Dg2Q21UsZbz5ZvJPcZ8kwM0o4kQ2nC1qUepTZogRBLSKTkIswQyHvdXDVJV\nNlHJd495/I0/5M03/hnzzdsspw/pI2gU7kphYUK/GBAqy1hYDYaGLTFBzqOXlDlgNaHzDg1gVela\nj6SWmXezs64FdvuDm4OkBWgPJnQpoSqkLiEMhK76LKodQsNJIISJRy9fMo2CJKWwh9oR8WiPbE1+\nwNe+95r9/3kP/LmfmidnoIqr9YoVumGF5ny/AOaSQSNdEJ48fpfNcsW49wi4ab4jhgU5HyilElPn\n7usYT6+eUyd49/0P3YAuJJccTxWbZ+LSCElJJfDhs2es1h377cgrmxWbmvizt7/GW9/6Ni+9/qNc\nvPoyul0hi3PG9Yh2VwzrU4bFujlcKhIC05y94U0dVoyEIKUSwlE5SKuh8pEsctwFjYx5dBVxdYve\n30h25D36DdTyTqxpSPqUfGYg7e+I88KixKOqi2MZ7peRv47J0dwWCn6z9w0yjzGgEYzOnVFCBxpJ\nqfNI72nLSYzo9hnvf+trfOONz1Guv00f7ohlS0qF/VTJRIIKKRlBZ5IWln1hGaHUkSlXgizAOg/R\nFUNrcpQxG9IFZ9hZhrliZDRE+uhInklLcivu2FOmA0b03BwqMZj/G1X6riPPAbNE1yWKCapLpNsy\nRCVqZK6R/5eW5aOEjmdHfdTuf811vh96CZXCTJaCpULqlN10S9931DrTRZwrhUt98ziT0oCZRwc8\neOll3nnnMTFFihqLfsEiZHKujIcDliJ9SITlwPbujpMhsEpC2NzyEz+hPLkS3n/7q3zrj97kL//M\nT5MvZxYnt4RVot9uGIYzFsszLEVS1xNioovJDSCqkJJvUEqj9ytEF7RT3YoPOHYp1S1RTdwwvMG3\nzQumGVI0IKGK19mN/TDP84vGvOXRuC5+9mFcQ8q8KqzeK5k2xK3dhNJClySRUkcIniufLXKwglQl\n1B7NxinCvNvx9jd/l8df+wPq/imBLSZPWapykJnJFO06TqNi4y2rkFidrdxrDQGLlBGP/aiDs7lj\nQcMIdYlqREpxR1H1zbIeAvMUCTGRzd3wpxbIG4L3ZxYg1wll5Bj3B3hCcwaNmaCFedoSwpIQF8wN\nws+lYhIo3+3Y9V3PR9rgO6riOH0/LNlf35C1OhkuiOdqSCWKT3JpnrkxKCEs2NmB5XLJ4TCRkhcV\n/WJgFsOisNgsqGPF8h6sMgxLTk4G3n/+jDSswGAeM6ebDbu7G+Z5RxdhWHY8OF/yiddPePutHd/8\n2pe5Ovwplx97hYc/+jKbhxt24SlBlvSXF6Rhg8bIsBjouzWaYM4unTaZgUKwphMp4rSL400inrVI\n61r+n/beLVa3LLvr+415W2t9397nUqcuru52UnbMxQGECYIoCBvFkQigyEJJ3iMknhCQKBLBDi+8\nkAuKRPIcQgQWIReioKDkgSCBiBQJIeNWtw2Nu8pd1dXddTt1bvu7rLXmnGPwMNY+3W5Xm6Kru3ZH\n2kPaOt/Z+5zzzbO+eRtj/C/dwFojakBlxZJtMkoJ0+D2eSj07ieOBJdwFaUFV6SXLjgAxXsokjbp\nWo2OC8uJjHmH3jIxjrRozvdJEw3DesVoJBWKHYnzY56+/w1++Su/wHvvfJmpHShyJuhCl4WQVw6r\nW85NZXLuZ61cXO7Y3cnQzkjPqA7uyGyjn7BR/fYaIiL3yNmLEjltCG8LmCZW6VtNJKA9OzJCvawd\nUIeshM1HIm+emJtIBdYJlmnzipQJiQONxlwfU1Kk90hvFQ2dUH4AS8f9rMS8idrFSD3NhDjStfrE\nMiNLQLNgQQkxklNB1TguK2XKWI6Mdy7ocmLMA62udFFSyTy6ekzILgbHIoQUWELl61ePGfcDrR4o\n6b5rHlPJ+x2tCqnOpLCScyRY5Te/tufVF17kvadHvvLWW/zS//d10sUlP/Jjr3F5OTHOV+RpT94V\n6pCow548XJLSjp5GYgmkISEhU6uXc7HqfPsNmBLNtoT9uv6lWEhI1E0iFaf+ijv1AnxT6EI3ZqKQ\nNZLMF4RpYN10pMO1Umd01MG+LmjI9JDoQThrRUUdZ1ZPxA5ZDHplPj3k7a9+icdvv8765H2kP+ZB\naWhqhLYQifQaiLLDUmcY3ClgyoW7d/aUUlFrSBzo3UjZNZxjdPNbl77lOY+/Ry9qCN9UjhUiqTkh\nxhRiSpjqpiftjdFYMk2dhNe7I9YDitjquWNM5NDIsqIdx99px5of/jEkck7Ufv6Oc/bGFsvxlL1q\nJUo7VvYXlzw+XDENaVM27ARcLCLHjDah9c6yrIQknI4LEoSrZ0fqslLPlRiEeZnpEok5E8UwOgOZ\n1oyVxuXlJbZWYjdqfeigwgRNz+6uNYyIRY6HM+MUWebHXF5cME4z9/eXvP1u4O33rvjy53+BECIX\n9x/w4JVXefmHXyEOkUMeKNOOFPcM+zuEIdKDkMvOoeshUvLoQnbPESThm6XmLeuXDfriRW8Iz7N9\nt+HTDXqvYTMvRYl4WVdDpOdEtophhGvKgFZEjaVFLCWaZUQ6WheIDTPItdKvnvDON97iva+9yfn0\nkN4+ZJdXxrAwZajrCUIkR+hro+QBEYhjYj8ldmNhSKP3ikJ3AUGDsDkSS3CvnPx8+okDHGlI92qU\nGHR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JnjsRD3GimWslGwpRWavx4ME9LzL0FbOKAkPKHI8rrbrh0OMlsJw60zDS35t5eppp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\n0bUArrWcFWIakOgchGn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+ "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 +} diff --git a/examples/completed/01-classification.ipynb b/examples/completed/01-classification.ipynb new file mode 100644 index 00000000000..8ee94fb47c5 --- /dev/null +++ b/examples/completed/01-classification.ipynb @@ -0,0 +1,825 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Classification: Instant Recognition with Caffe\n", + "\n", + "In this example we'll classify an image with the bundled CaffeNet model (which is based on the network architecture of Krizhevsky et al. for ImageNet).\n", + "\n", + "We'll compare CPU and GPU modes and then dig into the model to inspect features and the output." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 1. Setup\n", + "\n", + "* First, set up Python, `numpy`, and `matplotlib`." + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "# set up Python environment: numpy for numerical routines, and matplotlib for plotting\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "# display plots in this notebook\n", + "%matplotlib inline\n", + "\n", + "# set display defaults\n", + "plt.rcParams['figure.figsize'] = (10, 10) # large images\n", + "plt.rcParams['image.interpolation'] = 'nearest' # don't interpolate: show square pixels\n", + "plt.rcParams['image.cmap'] = 'gray' # use grayscale output rather than a (potentially misleading) color heatmap" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "* Load `caffe`." + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "# The caffe module needs to be on the Python path;\n", + "# we'll add it here explicitly.\n", + "import sys\n", + "caffe_root = '../' # this file should be run from {caffe_root}/examples (otherwise change this line)\n", + "sys.path.insert(0, caffe_root + 'python')\n", + "\n", + "import caffe\n", + "# If you get \"No module named _caffe\", either you have not built pycaffe or you have the wrong path." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "* If needed, download the reference model (\"CaffeNet\", a variant of AlexNet)." + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "CaffeNet found.\n" + ] + } + ], + "source": [ + "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" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 2. Load net and set up input preprocessing\n", + "\n", + "* Set Caffe to CPU mode and load the net from disk." + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "caffe.set_mode_cpu()\n", + "\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) # use test mode (e.g., don't perform dropout)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "* Set up input preprocessing. (We'll use Caffe's `caffe.io.Transformer` to do this, but this step is independent of other parts of Caffe, so any custom preprocessing code may be used).\n", + "\n", + " Our default CaffeNet is configured to take images in BGR format. Values are expected to start in the range [0, 255] and then have the mean ImageNet pixel value subtracted from them. In addition, the channel dimension is expected as the first (_outermost_) dimension.\n", + " \n", + " As matplotlib will load images with values in the range [0, 1] in RGB format with the channel as the _innermost_ dimension, we are arranging for the needed transformations here." + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "mean-subtracted values: [('B', 104.0069879317889), ('G', 116.66876761696767), ('R', 122.6789143406786)]\n" + ] + } + ], + "source": [ + "# load the mean ImageNet image (as distributed with Caffe) for subtraction\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", + "print 'mean-subtracted values:', zip('BGR', mu)\n", + "\n", + "# create transformer for the input called 'data'\n", + "transformer = caffe.io.Transformer({'data': net.blobs['data'].data.shape})\n", + "\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" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 3. CPU classification\n", + "\n", + "* Now we're ready to perform classification. Even though we'll only classify one image, we'll set a batch size of 50 to demonstrate batching." + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "# set the size of the input (we can skip this if we're happy\n", + "# with the default; we can also change it later, e.g., for different batch sizes)\n", + "net.blobs['data'].reshape(50, # batch size\n", + " 3, # 3-channel (BGR) images\n", + " 227, 227) # image size is 227x227" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "* Load an image (that comes with Caffe) and perform the preprocessing we've set up." + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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vAqVQbxvPBEJwHEd8Z1W22xNju7F/2Pn4crC/TAKKBefM4juKyeIIujtFkh+lMaFlclzN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w6H4LmXKSzzup33Bz5+8wlhecbNmlhypNnYsffcQww19/4aGX0xC9tmSOwIiMA6PXHcbHOgTy5Z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tOZ2GOkEfd/eMIXJ5/VRdu52rHkQSIIUR61t9XmNahA8ixFnJxmQfsrLSb3DM2bPJk4068z08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oxBRRmbs00dNMLX3vo6437HNKpj8/n9Gp9DwfQbQjhi24YwjEt763B9y7t/8SOeP7vGyj0C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h6kLU2FmzlEsB8fNYTiQhRjENYmNFVkwA1AxYSvG6UBvZmxdENBNq6mK5MI8hjHGUMmj3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\nmqAYfsg3sKhv50hcYl4QBQuCKPZGII9KmRWZQdvzQqRSHcb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P2RhGixNUQEtBnCfPplcM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6nVoYasNuXKPTAT83XmLl2g4sxfaMNRiD45o7Fyjrz942Zr4G1iVhJSqMmfOe6xnm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\nuVwu3OdlH5m9PP/E8/MLzjn+7d/+jZTrTjAOIfDy8sLnz59JqfD6+mdaH4e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caPfQS7zDQ01LG6qKyqDo+sa6G0xJdvfsKLu0wqAqIFQfAJ2qxso9ZoJj53D5hBHE4malsx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WLbkfnv6erUbMyx+5vW7kMlCo7Jd4zZUpZEaj3UxrLJPXQmPJEapFWiOnim35wB+kIogN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YM6067IvdJFhtW9uvmYWv/NIUiHMymdixMd8zLavNZkNZlnbzMnYGAIN4YF/gO3KDj+crXSej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\n3gAAAABJRU5ErkJggg==\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "image = caffe.io.load_image(caffe_root + 'examples/images/cat.jpg')\n", + "transformed_image = transformer.preprocess('data', image)\n", + "plt.imshow(image)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "* Adorable! Let's classify it!" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "predicted class is: 281\n" + ] + } + ], + "source": [ + "# copy the image data into the memory allocated for the net\n", + "net.blobs['data'].data[...] = transformed_image\n", + "\n", + "### perform classification\n", + "output = net.forward()\n", + "\n", + "output_prob = output['prob'][0] # the output probability vector for the first image in the batch\n", + "\n", + "print 'predicted class is:', output_prob.argmax()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "* The net gives us a vector of probabilities; the most probable class was the 281st one. But is that correct? Let's check the ImageNet labels..." + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "output label: n02123045 tabby, tabby cat\n" + ] + } + ], + "source": [ + "# load ImageNet labels\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", + " \n", + "labels = np.loadtxt(labels_file, str, delimiter='\\t')\n", + "\n", + "print 'output label:', labels[output_prob.argmax()]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "* \"Tabby cat\" is correct! But let's also look at other top (but less confident predictions)." + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "probabilities and labels:\n" + ] + }, + { + "data": { + "text/plain": [ + "[(0.31243637, 'n02123045 tabby, tabby cat'),\n", + " (0.2379719, 'n02123159 tiger cat'),\n", + " (0.12387239, 'n02124075 Egyptian cat'),\n", + " (0.10075711, 'n02119022 red fox, Vulpes vulpes'),\n", + " (0.070957087, 'n02127052 lynx, catamount')]" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# sort top five predictions from softmax output\n", + "top_inds = output_prob.argsort()[::-1][:5] # reverse sort and take five largest items\n", + "\n", + "print 'probabilities and labels:'\n", + "zip(output_prob[top_inds], labels[top_inds])" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "* We see that less confident predictions are sensible." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 4. Switching to GPU mode\n", + "\n", + "* Let's see how long classification took, and compare it to GPU mode." + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "1 loop, best of 3: 1.42 s per loop\n" + ] + } + ], + "source": [ + "%timeit net.forward()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "* That's a while, even for a batch of 50 images. Let's switch to GPU mode." + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "10 loops, best of 3: 70.8 ms per loop\n" + ] + } + ], + "source": [ + "caffe.set_device(0) # if we have multiple GPUs, pick the first one\n", + "caffe.set_mode_gpu()\n", + "net.forward() # run once before timing to set up memory\n", + "%timeit net.forward()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "* That should be much faster!" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 5. Examining intermediate output\n", + "\n", + "* A net is not just a black box; let's take a look at some of the parameters and intermediate activations.\n", + "\n", + "First we'll see how to read out the structure of the net in terms of activation and parameter shapes.\n", + "\n", + "* For each layer, let's look at the activation shapes, which typically have the form `(batch_size, channel_dim, height, width)`.\n", + "\n", + " The activations are exposed as an `OrderedDict`, `net.blobs`." + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "data\t(50, 3, 227, 227)\n", + "conv1\t(50, 96, 55, 55)\n", + "pool1\t(50, 96, 27, 27)\n", + "norm1\t(50, 96, 27, 27)\n", + "conv2\t(50, 256, 27, 27)\n", + "pool2\t(50, 256, 13, 13)\n", + "norm2\t(50, 256, 13, 13)\n", + "conv3\t(50, 384, 13, 13)\n", + "conv4\t(50, 384, 13, 13)\n", + "conv5\t(50, 256, 13, 13)\n", + "pool5\t(50, 256, 6, 6)\n", + "fc6\t(50, 4096)\n", + "fc7\t(50, 4096)\n", + "fc8\t(50, 1000)\n", + "prob\t(50, 1000)\n" + ] + } + ], + "source": [ + "# for each layer, show the output shape\n", + "for layer_name, blob in net.blobs.iteritems():\n", + " print layer_name + '\\t' + str(blob.data.shape)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "* Now look at the parameter shapes. The parameters are exposed as another `OrderedDict`, `net.params`. We need to index the resulting values with either `[0]` for weights or `[1]` for biases.\n", + "\n", + " The param shapes typically have the form `(output_channels, input_channels, filter_height, filter_width)` (for the weights) and the 1-dimensional shape `(output_channels,)` (for the biases)." + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "conv1\t(96, 3, 11, 11) (96,)\n", + "conv2\t(256, 48, 5, 5) (256,)\n", + "conv3\t(384, 256, 3, 3) (384,)\n", + "conv4\t(384, 192, 3, 3) (384,)\n", + "conv5\t(256, 192, 3, 3) (256,)\n", + "fc6\t(4096, 9216) (4096,)\n", + "fc7\t(4096, 4096) (4096,)\n", + "fc8\t(1000, 4096) (1000,)\n" + ] + } + ], + "source": [ + "for layer_name, param in net.params.iteritems():\n", + " print layer_name + '\\t' + str(param[0].data.shape), str(param[1].data.shape)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "* Since we're dealing with four-dimensional data here, we'll define a helper function for visualizing sets of rectangular heatmaps." + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "def vis_square(data):\n", + " \"\"\"Take an array of shape (n, height, width) or (n, height, width, 3)\n", + " and visualize each (height, width) thing in a grid of size approx. sqrt(n) by sqrt(n)\"\"\"\n", + " \n", + " # normalize data for display\n", + " data = (data - data.min()) / (data.max() - data.min())\n", + " \n", + " # force the number of filters to be square\n", + " n = int(np.ceil(np.sqrt(data.shape[0])))\n", + " padding = (((0, n ** 2 - data.shape[0]),\n", + " (0, 1), (0, 1)) # add some space between filters\n", + " + ((0, 0),) * (data.ndim - 3)) # don't pad the last dimension (if there is one)\n", + " data = np.pad(data, padding, mode='constant', constant_values=1) # pad with ones (white)\n", + " \n", + " # tile the filters into an image\n", + " data = data.reshape((n, n) + data.shape[1:]).transpose((0, 2, 1, 3) + tuple(range(4, data.ndim + 1)))\n", + " data = data.reshape((n * data.shape[1], n * data.shape[3]) + data.shape[4:])\n", + " \n", + " plt.imshow(data); plt.axis('off')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "* First we'll look at the first layer filters, `conv1`" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/png": 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hhBAN0EuUEEIIIUQDjt6JokGafol49vvy4e971FhiHpOvYm1oSOehuxD6Pfy9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\nAABJRU5ErkJggg==\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# the parameters are a list of [weights, biases]\n", + "filters = net.params['conv1'][0].data\n", + "vis_square(filters.transpose(0, 2, 3, 1))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "* The first layer output, `conv1` (rectified responses of the filters above, first 36 only)" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/png": 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Z7nrH+wULyFbd0NdYl1dXV2PnrbVGW1lAGC4Zk0qlPEE6SUT1oNoLCAgICAgI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KfAolWVToe9N9VCm8XyZqv0slo0qQGED99oNGr0xfl8vjIBmJ2lTMH7slcUoExdwGg0arSrioNj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GFX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PwW3wODycw/2KBOpxOMWaFQ0PXI8Bguj5nGfoE102g0tC+xvuv1uvab1y82TlXkSFqGa5D+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\nQeA3mUxG9ybGqlgsmv4mP/rRj0RE5A9/+IN+B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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "feat = net.blobs['conv1'].data[0, :36]\n", + "vis_square(feat)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "* The fifth layer after pooling, `pool5`" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/png": 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d6fwfzz33XNa6H/3oR7UeN7r2jh49msQmJiaS2LVr12rNZXNzs3jbfjUZN+Hi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\nos+lqLE+V9S4/fTTT2dte+7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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "feat = net.blobs['pool5'].data[0]\n", + "vis_square(feat)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "* The first fully connected layer, `fc6` (rectified)\n", + "\n", + " We show the output values and the histogram of the positive values" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/png": 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NZ03jXHv2o7Vr/aW1cqW/tCTplFOyLZ+nBaGp27mp6xWDY49Nd2e9j3Mmk5RW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\nFLIAAAAASUVORK5CYII=\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "feat = net.blobs['fc6'].data[0]\n", + "plt.subplot(2, 1, 1)\n", + "plt.plot(feat.flat)\n", + "plt.subplot(2, 1, 2)\n", + "_ = plt.hist(feat.flat[feat.flat > 0], bins=100)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "* The final probability output, `prob`" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 20, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "feat = net.blobs['prob'].data[0]\n", + "plt.figure(figsize=(15, 3))\n", + "plt.plot(feat.flat)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Note the cluster of strong predictions; the labels are sorted semantically. The top peaks correspond to the top predicted labels, as shown above." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 6. Try your own image\n", + "\n", + "Now we'll grab an image from the web and classify it using the steps above.\n", + "\n", + "* Try setting `my_image_url` to any JPEG image URL." + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "wget: /home/shelhamer/anaconda/lib/libcrypto.so.1.0.0: no version information available (required by wget)\n", + "wget: /home/shelhamer/anaconda/lib/libssl.so.1.0.0: no version information available (required by wget)\n", + "--2016-02-15 17:51:56-- https://upload.wikimedia.org/wikipedia/commons/b/be/Orang_Utan%2C_Semenggok_Forest_Reserve%2C_Sarawak%2C_Borneo%2C_Malaysia.JPG\n", + "Resolving upload.wikimedia.org (upload.wikimedia.org)... 198.35.26.112, 2620:0:863:ed1a::2:b\n", + "Connecting to upload.wikimedia.org (upload.wikimedia.org)|198.35.26.112|:443... connected.\n", + "HTTP request sent, awaiting response... 200 OK\n", + "Length: 1443340 (1.4M) [image/jpeg]\n", + "Saving to: ‘image.jpg’\n", + "\n", + "100%[======================================>] 1,443,340 2.29MB/s in 0.6s \n", + "\n", + "2016-02-15 17:51:56 (2.29 MB/s) - ‘image.jpg’ saved [1443340/1443340]\n", + "\n", + "probabilities and labels:\n" + ] + }, + { + "data": { + "text/plain": [ + "[(0.96841997, 'n02480495 orangutan, orang, orangutang, Pongo pygmaeus'),\n", + " (0.030274313, 'n02492660 howler monkey, howler'),\n", + " (0.00084048323, 'n02493509 titi, titi monkey'),\n", + " (0.00014604878, 'n02493793 spider monkey, Ateles geoffroyi'),\n", + " (7.3864714e-05, 'n02488291 langur')]" + ] + }, + "execution_count": 21, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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/JDwT0gRi9IRhQyE1ih3dMDHIAYkm+oBbPMMSEOMMTWAJDuMi8jrSrGqC6GmL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\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eoxLDGFhfb3l9mHivaVjEmVy21E4gwgNKCV6pH7NV1+jRombJti3RweFxiCBR2ZGyx0VJ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w3T5YViPduWuKHYbjcekKTa8HoNtFYRWk2YNUkV2m3l4WRQzZ7NT/Q5E5Jn9Irh9P9T9x47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lNCNmKGRh8KLSjEB4z75uHE0zKYGaQNadF92IS2HlnT5fOFrHb3ui04aCxZnIyUZ8r+im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\n8WE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f7QNpLetfvvPTL1/IWoNpZF25bRuLkzgE97dEFpJfPvV8ngskS+gidnxnvQmKT3zu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EXUG8I65WfJF/h0Bg2Zyfnh/W95sf+SNPUsQXLbHOlPDwx9w7baUmaCGAe0W/iTv/wJBZE/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\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4hjVbU3MdD8gUMELRJEms9rgxUIgBcmQMhv1S0QvxkkVYaeICczSMOUHusP3CRkt8gJaC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Xq4Uu9/gtIlTaFQKpJSZBUa4S2fwkRZV9xtZ7a3Ghdf4KkpO3ISCKEwUuGifqGuJ40SGaUWZIaU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\nc1ua3lEUBe30HklasnGalfeUaWS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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# download an image\n", + "my_image_url = \"...\" # paste your URL here\n", + "# for example:\n", + "my_image_url = \"https://upload.wikimedia.org/wikipedia/commons/b/be/Orang_Utan%2C_Semenggok_Forest_Reserve%2C_Sarawak%2C_Borneo%2C_Malaysia.JPG\"\n", + "!wget -O image.jpg $my_image_url\n", + "\n", + "# transform it and copy it into the net\n", + "image = caffe.io.load_image('image.jpg')\n", + "net.blobs['data'].data[...] = transformer.preprocess('data', image)\n", + "\n", + "# perform classification\n", + "net.forward()\n", + "\n", + "# obtain the output probabilities\n", + "output_prob = net.blobs['prob'].data[0]\n", + "\n", + "# sort top five predictions from softmax output\n", + "top_inds = output_prob.argsort()[::-1][:5]\n", + "\n", + "plt.imshow(image)\n", + "\n", + "print 'probabilities and labels:'\n", + "zip(output_prob[top_inds], labels[top_inds])" + ] + } + ], + "metadata": { + "description": "Instant recognition with a pre-trained model and a tour of the net interface for visualizing features and parameters layer-by-layer.", + "example_name": "Image Classification and Filter Visualization", + "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 +} diff --git a/examples/completed/02-learning-lenet.ipynb b/examples/completed/02-learning-lenet.ipynb new file mode 100644 index 00000000000..14455e84442 --- /dev/null +++ b/examples/completed/02-learning-lenet.ipynb @@ -0,0 +1,1288 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Solving in Python with LeNet\n", + "\n", + "In this example, we'll explore learning with Caffe in Python, using the fully-exposed `Solver` interface." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 1. Setup" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "* Set up the Python environment: we'll use the `pylab` import for numpy and plot inline." + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "from pylab import *\n", + "%matplotlib inline" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "* Import `caffe`, adding it to `sys.path` if needed. Make sure you've built pycaffe." + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "caffe_root = '../' # this file should be run from {caffe_root}/examples (otherwise change this line)\n", + "\n", + "import sys\n", + "sys.path.insert(0, caffe_root + 'python')\n", + "import caffe" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "* We'll be using the provided LeNet example data and networks (make sure you've downloaded the data and created the databases, as below)." + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Downloading...\n", + "Creating lmdb...\n", + "Done.\n" + ] + } + ], + "source": [ + "# run scripts from caffe root\n", + "import os\n", + "os.chdir(caffe_root)\n", + "# Download data\n", + "!data/mnist/get_mnist.sh\n", + "# Prepare data\n", + "!examples/mnist/create_mnist.sh\n", + "# back to examples\n", + "os.chdir('examples')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 2. Creating the net \n", + "\n", + "Now let's make a variant of LeNet, the classic 1989 convnet architecture.\n", + "\n", + "We'll need two external files to help out:\n", + "* the net `prototxt`, defining the architecture and pointing to the train/test data\n", + "* the solver `prototxt`, defining the learning parameters\n", + "\n", + "We start by creating the net. We'll write the net in a succinct and natural way as Python code that serializes to Caffe's protobuf model format.\n", + "\n", + "This network expects to read from pregenerated LMDBs, but reading directly from `ndarray`s is also possible using `MemoryDataLayer`." + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "from caffe import layers as L, params as P\n", + "\n", + "def lenet(lmdb, batch_size):\n", + " # our version of LeNet: a series of linear and simple nonlinear transformations\n", + " n = caffe.NetSpec()\n", + " \n", + " n.data, n.label = L.Data(batch_size=batch_size, backend=P.Data.LMDB, source=lmdb,\n", + " transform_param=dict(scale=1./255), ntop=2)\n", + " \n", + " n.conv1 = L.Convolution(n.data, kernel_size=5, num_output=20, weight_filler=dict(type='xavier'))\n", + " n.pool1 = L.Pooling(n.conv1, kernel_size=2, stride=2, pool=P.Pooling.MAX)\n", + " n.conv2 = L.Convolution(n.pool1, kernel_size=5, num_output=50, weight_filler=dict(type='xavier'))\n", + " n.pool2 = L.Pooling(n.conv2, kernel_size=2, stride=2, pool=P.Pooling.MAX)\n", + " n.fc1 = L.InnerProduct(n.pool2, num_output=500, weight_filler=dict(type='xavier'))\n", + " n.relu1 = L.ReLU(n.fc1, in_place=True)\n", + " n.score = L.InnerProduct(n.relu1, num_output=10, weight_filler=dict(type='xavier'))\n", + " n.loss = L.SoftmaxWithLoss(n.score, n.label)\n", + " \n", + " return n.to_proto()\n", + " \n", + "with open('mnist/lenet_auto_train.prototxt', 'w') as f:\n", + " f.write(str(lenet('mnist/mnist_train_lmdb', 64)))\n", + " \n", + "with open('mnist/lenet_auto_test.prototxt', 'w') as f:\n", + " f.write(str(lenet('mnist/mnist_test_lmdb', 100)))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The net has been written to disk in a more verbose but human-readable serialization format using Google's protobuf library. You can read, write, and modify this description directly. Let's take a look at the train net." + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "layer {\r\n", + " name: \"data\"\r\n", + " type: \"Data\"\r\n", + " top: \"data\"\r\n", + " top: \"label\"\r\n", + " transform_param {\r\n", + " scale: 0.00392156862745\r\n", + " }\r\n", + " data_param {\r\n", + " source: \"mnist/mnist_train_lmdb\"\r\n", + " batch_size: 64\r\n", + " backend: LMDB\r\n", + " }\r\n", + "}\r\n", + "layer {\r\n", + " name: \"conv1\"\r\n", + " type: \"Convolution\"\r\n", + " bottom: \"data\"\r\n", + " top: \"conv1\"\r\n", + " convolution_param {\r\n", + " num_output: 20\r\n", + " kernel_size: 5\r\n", + " weight_filler {\r\n", + " type: \"xavier\"\r\n", + " }\r\n", + " }\r\n", + "}\r\n", + "layer {\r\n", + " name: \"pool1\"\r\n", + " type: \"Pooling\"\r\n", + " bottom: \"conv1\"\r\n", + " top: \"pool1\"\r\n", + " pooling_param {\r\n", + " pool: MAX\r\n", + " kernel_size: 2\r\n", + " stride: 2\r\n", + " }\r\n", + "}\r\n", + "layer {\r\n", + " name: \"conv2\"\r\n", + " type: \"Convolution\"\r\n", + " bottom: \"pool1\"\r\n", + " top: \"conv2\"\r\n", + " convolution_param {\r\n", + " num_output: 50\r\n", + " kernel_size: 5\r\n", + " weight_filler {\r\n", + " type: \"xavier\"\r\n", + " }\r\n", + " }\r\n", + "}\r\n", + "layer {\r\n", + " name: \"pool2\"\r\n", + " type: \"Pooling\"\r\n", + " bottom: \"conv2\"\r\n", + " top: \"pool2\"\r\n", + " pooling_param {\r\n", + " pool: MAX\r\n", + " kernel_size: 2\r\n", + " stride: 2\r\n", + " }\r\n", + "}\r\n", + "layer {\r\n", + " name: \"fc1\"\r\n", + " type: \"InnerProduct\"\r\n", + " bottom: \"pool2\"\r\n", + " top: \"fc1\"\r\n", + " inner_product_param {\r\n", + " num_output: 500\r\n", + " weight_filler {\r\n", + " type: \"xavier\"\r\n", + " }\r\n", + " }\r\n", + "}\r\n", + "layer {\r\n", + " name: \"relu1\"\r\n", + " type: \"ReLU\"\r\n", + " bottom: \"fc1\"\r\n", + " top: \"fc1\"\r\n", + "}\r\n", + "layer {\r\n", + " name: \"score\"\r\n", + " type: \"InnerProduct\"\r\n", + " bottom: \"fc1\"\r\n", + " top: \"score\"\r\n", + " inner_product_param {\r\n", + " num_output: 10\r\n", + " weight_filler {\r\n", + " type: \"xavier\"\r\n", + " }\r\n", + " }\r\n", + "}\r\n", + "layer {\r\n", + " name: \"loss\"\r\n", + " type: \"SoftmaxWithLoss\"\r\n", + " bottom: \"score\"\r\n", + " bottom: \"label\"\r\n", + " top: \"loss\"\r\n", + "}\r\n" + ] + } + ], + "source": [ + "!cat mnist/lenet_auto_train.prototxt" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Now let's see the learning parameters, which are also written as a `prototxt` file (already provided on disk). We're using SGD with momentum, weight decay, and a specific learning rate schedule." + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "# The train/test net protocol buffer definition\r\n", + "train_net: \"mnist/lenet_auto_train.prototxt\"\r\n", + "test_net: \"mnist/lenet_auto_test.prototxt\"\r\n", + "# test_iter specifies how many forward passes the test should carry out.\r\n", + "# In the case of MNIST, we have test batch size 100 and 100 test iterations,\r\n", + "# covering the full 10,000 testing images.\r\n", + "test_iter: 100\r\n", + "# Carry out testing every 500 training iterations.\r\n", + "test_interval: 500\r\n", + "# The base learning rate, momentum and the weight decay of the network.\r\n", + "base_lr: 0.01\r\n", + "momentum: 0.9\r\n", + "weight_decay: 0.0005\r\n", + "# The learning rate policy\r\n", + "lr_policy: \"inv\"\r\n", + "gamma: 0.0001\r\n", + "power: 0.75\r\n", + "# Display every 100 iterations\r\n", + "display: 100\r\n", + "# The maximum number of iterations\r\n", + "max_iter: 10000\r\n", + "# snapshot intermediate results\r\n", + "snapshot: 5000\r\n", + "snapshot_prefix: \"mnist/lenet\"\r\n" + ] + } + ], + "source": [ + "!cat mnist/lenet_auto_solver.prototxt" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 3. Loading and checking the solver\n", + "\n", + "* Let's pick a device and load the solver. We'll use SGD (with momentum), but other methods (such as Adagrad and Nesterov's accelerated gradient) are also available." + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "caffe.set_device(0)\n", + "caffe.set_mode_gpu()\n", + "\n", + "### load the solver and create train and test nets\n", + "solver = None # ignore this workaround for lmdb data (can't instantiate two solvers on the same data)\n", + "solver = caffe.SGDSolver('mnist/lenet_auto_solver.prototxt')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "* To get an idea of the architecture of our net, we can check the dimensions of the intermediate features (blobs) and parameters (these will also be useful to refer to when manipulating data later)." + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": { + "collapsed": false, + "scrolled": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "[('data', (64, 1, 28, 28)),\n", + " ('label', (64,)),\n", + " ('conv1', (64, 20, 24, 24)),\n", + " ('pool1', (64, 20, 12, 12)),\n", + " ('conv2', (64, 50, 8, 8)),\n", + " ('pool2', (64, 50, 4, 4)),\n", + " ('fc1', (64, 500)),\n", + " ('score', (64, 10)),\n", + " ('loss', ())]" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# each output is (batch size, feature dim, spatial dim)\n", + "[(k, v.data.shape) for k, v in solver.net.blobs.items()]" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "[('conv1', (20, 1, 5, 5)),\n", + " ('conv2', (50, 20, 5, 5)),\n", + " ('fc1', (500, 800)),\n", + " ('score', (10, 500))]" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# just print the weight sizes (we'll omit the biases)\n", + "[(k, v[0].data.shape) for k, v in solver.net.params.items()]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "* Before taking off, let's check that everything is loaded as we expect. We'll run a forward pass on the train and test nets and check that they contain our data." + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "{'loss': array(2.3811001777648926, dtype=float32)}" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "solver.net.forward() # train net\n", + "solver.test_nets[0].forward() # test net (there can be more than one)" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "train labels: [ 5. 0. 4. 1. 9. 2. 1. 3.]\n" + ] + }, + { + "data": { + "image/png": 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QPKRCoKCggObmZgYHB5PeBEroW/1z4/fC4qy2tpacnJykjWtfC7ZSqcRsNlNT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\nSUVORK5CYII=\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# we use a little trick to tile the first eight images\n", + "imshow(solver.net.blobs['data'].data[:8, 0].transpose(1, 0, 2).reshape(28, 8*28), cmap='gray'); axis('off')\n", + "print 'train labels:', solver.net.blobs['label'].data[:8]" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "test labels: [ 7. 2. 1. 0. 4. 1. 4. 9.]\n" + ] + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "imshow(solver.test_nets[0].blobs['data'].data[:8, 0].transpose(1, 0, 2).reshape(28, 8*28), cmap='gray'); axis('off')\n", + "print 'test labels:', solver.test_nets[0].blobs['label'].data[:8]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 4. Stepping the solver\n", + "\n", + "Both train and test nets seem to be loading data, and to have correct labels.\n", + "\n", + "* Let's take one step of (minibatch) SGD and see what happens." + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "solver.step(1)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Do we have gradients propagating through our filters? Let's see the updates to the first layer, shown here as a $4 \\times 5$ grid of $5 \\times 5$ filters." + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "(-0.5, 24.5, 19.5, -0.5)" + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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kUTCbXDcVpT+nebbAAy3PIEp2gYH3pU1dw89L/nEEZmvd4eeDFCTSek83BUrn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\nvVNw4Bb8+XuaHM2lGVINnkoX1DHB3MFtR+76ObQ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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "imshow(solver.net.params['conv1'][0].diff[:, 0].reshape(4, 5, 5, 5)\n", + " .transpose(0, 2, 1, 3).reshape(4*5, 5*5), cmap='gray'); axis('off')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 5. Writing a custom training loop\n", + "\n", + "Something is happening. Let's run the net for a while, keeping track of a few things as it goes.\n", + "Note that this process will be the same as if training through the `caffe` binary. In particular:\n", + "* logging will continue to happen as normal\n", + "* snapshots will be taken at the interval specified in the solver prototxt (here, every 5000 iterations)\n", + "* testing will happen at the interval specified (here, every 500 iterations)\n", + "\n", + "Since we have control of the loop in Python, we're free to compute additional things as we go, as we show below. We can do many other things as well, for example:\n", + "* write a custom stopping criterion\n", + "* change the solving process by updating the net in the loop" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Iteration 0 testing...\n", + "Iteration 25 testing...\n", + "Iteration 50 testing...\n", + "Iteration 75 testing...\n", + "Iteration 100 testing...\n", + "Iteration 125 testing...\n", + "Iteration 150 testing...\n", + "Iteration 175 testing...\n", + "CPU times: user 12.8 s, sys: 2.45 s, total: 15.3 s\n", + "Wall time: 14.4 s\n" + ] + } + ], + "source": [ + "%%time\n", + "niter = 200\n", + "test_interval = 25\n", + "# losses will also be stored in the log\n", + "train_loss = zeros(niter)\n", + "test_acc = zeros(int(np.ceil(niter / test_interval)))\n", + "output = zeros((niter, 8, 10))\n", + "\n", + "# the main solver loop\n", + "for it in range(niter):\n", + " solver.step(1) # SGD by Caffe\n", + " \n", + " # store the train loss\n", + " train_loss[it] = solver.net.blobs['loss'].data\n", + " \n", + " # store the output on the first test batch\n", + " # (start the forward pass at conv1 to avoid loading new data)\n", + " solver.test_nets[0].forward(start='conv1')\n", + " output[it] = solver.test_nets[0].blobs['score'].data[:8]\n", + " \n", + " # run a full test every so often\n", + " # (Caffe can also do this for us and write to a log, but we show here\n", + " # how to do it directly in Python, where more complicated things are easier.)\n", + " if it % test_interval == 0:\n", + " print 'Iteration', it, 'testing...'\n", + " correct = 0\n", + " for test_it in range(100):\n", + " solver.test_nets[0].forward()\n", + " correct += sum(solver.test_nets[0].blobs['score'].data.argmax(1)\n", + " == solver.test_nets[0].blobs['label'].data)\n", + " test_acc[it // test_interval] = correct / 1e4" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "* Let's plot the train loss and test accuracy." + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 16, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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ubhS6D4i9e9nd6Qj2r9lMz4GdCncex3GcZqQZ+oCGAJtiiUsDF9yRqroqyv5R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\nZkU4AJmZWREOQGZmVoQDkJmZFfEXz5OW9xqJ6L0AAAAASUVORK5CYII=\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "_, ax1 = subplots()\n", + "ax2 = ax1.twinx()\n", + "ax1.plot(arange(niter), train_loss)\n", + "ax2.plot(test_interval * arange(len(test_acc)), test_acc, 'r')\n", + "ax1.set_xlabel('iteration')\n", + "ax1.set_ylabel('train loss')\n", + "ax2.set_ylabel('test accuracy')\n", + "ax2.set_title('Test Accuracy: {:.2f}'.format(test_acc[-1]))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The loss seems to have dropped quickly and coverged (except for stochasticity), while the accuracy rose correspondingly. Hooray!\n", + "\n", + "* Since we saved the results on the first test batch, we can watch how our prediction scores evolved. We'll plot time on the $x$ axis and each possible label on the $y$, with lightness indicating confidence." + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": { + "collapsed": false, + "scrolled": false + }, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "for i in range(8):\n", + " figure(figsize=(2, 2))\n", + " imshow(solver.test_nets[0].blobs['data'].data[i, 0], cmap='gray')\n", + " figure(figsize=(10, 2))\n", + " imshow(output[:50, i].T, interpolation='nearest', cmap='gray')\n", + " xlabel('iteration')\n", + " ylabel('label')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We started with little idea about any of these digits, and ended up with correct classifications for each. If you've been following along, you'll see the last digit is the most difficult, a slanted \"9\" that's (understandably) most confused with \"4\".\n", + "\n", + "* Note that these are the \"raw\" output scores rather than the softmax-computed probability vectors. The latter, shown below, make it easier to see the confidence of our net (but harder to see the scores for less likely digits)." + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": { + "collapsed": false, + "scrolled": false + }, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "for i in range(8):\n", + " figure(figsize=(2, 2))\n", + " imshow(solver.test_nets[0].blobs['data'].data[i, 0], cmap='gray')\n", + " figure(figsize=(10, 2))\n", + " imshow(exp(output[:50, i].T) / exp(output[:50, i].T).sum(0), interpolation='nearest', cmap='gray')\n", + " xlabel('iteration')\n", + " ylabel('label')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 6. Experiment with architecture and optimization\n", + "\n", + "Now that we've defined, trained, and tested LeNet there are many possible next steps:\n", + "\n", + "- Define new architectures for comparison\n", + "- Tune optimization by setting `base_lr` and the like or simply training longer\n", + "- Switching the solver type from `SGD` to an adaptive method like `AdaDelta` or `Adam`\n", + "\n", + "Feel free to explore these directions by editing the all-in-one example that follows.\n", + "Look for \"`EDIT HERE`\" comments for suggested choice points.\n", + "\n", + "By default this defines a simple linear classifier as a baseline.\n", + "\n", + "In case your coffee hasn't kicked in and you'd like inspiration, try out\n", + "\n", + "1. Switch the nonlinearity from `ReLU` to `ELU` or a saturing nonlinearity like `Sigmoid`\n", + "2. Stack more fully connected and nonlinear layers\n", + "3. Search over learning rate 10x at a time (trying `0.1` and `0.001`)\n", + "4. Switch the solver type to `Adam` (this adaptive solver type should be less sensitive to hyperparameters, but no guarantees...)\n", + "5. Solve for longer by setting `niter` higher (to 500 or 1,000 for instance) to better show training differences" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Iteration 0 testing...\n", + "Iteration 25 testing...\n", + "Iteration 50 testing...\n", + "Iteration 75 testing...\n", + "Iteration 100 testing...\n", + "Iteration 125 testing...\n", + "Iteration 150 testing...\n", + "Iteration 175 testing...\n", + "Iteration 200 testing...\n", + "Iteration 225 testing...\n" + ] + }, + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 19, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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ObSIiqKpElpsBC4ETgFXAVOA8VZ0f2Se1Qs3fVXVgMdoXxwV3LzAXKzInWALC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\n8Zh0YhISptHOm5dbgKL06mVWSZs2iWrMlZXJAgR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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "train_net_path = 'mnist/custom_auto_train.prototxt'\n", + "test_net_path = 'mnist/custom_auto_test.prototxt'\n", + "solver_config_path = 'mnist/custom_auto_solver.prototxt'\n", + "\n", + "### define net\n", + "def custom_net(lmdb, batch_size):\n", + " # define your own net!\n", + " n = caffe.NetSpec()\n", + " \n", + " # keep this data layer for all networks\n", + " n.data, n.label = L.Data(batch_size=batch_size, backend=P.Data.LMDB, source=lmdb,\n", + " transform_param=dict(scale=1./255), ntop=2)\n", + " \n", + " # EDIT HERE to try different networks\n", + " # this single layer defines a simple linear classifier\n", + " # (in particular this defines a multiway logistic regression)\n", + " n.score = L.InnerProduct(n.data, num_output=10, weight_filler=dict(type='xavier'))\n", + " \n", + " # EDIT HERE this is the LeNet variant we have already tried\n", + " # n.conv1 = L.Convolution(n.data, kernel_size=5, num_output=20, weight_filler=dict(type='xavier'))\n", + " # n.pool1 = L.Pooling(n.conv1, kernel_size=2, stride=2, pool=P.Pooling.MAX)\n", + " # n.conv2 = L.Convolution(n.pool1, kernel_size=5, num_output=50, weight_filler=dict(type='xavier'))\n", + " # n.pool2 = L.Pooling(n.conv2, kernel_size=2, stride=2, pool=P.Pooling.MAX)\n", + " # n.fc1 = L.InnerProduct(n.pool2, num_output=500, weight_filler=dict(type='xavier'))\n", + " # EDIT HERE consider L.ELU or L.Sigmoid for the nonlinearity\n", + " # n.relu1 = L.ReLU(n.fc1, in_place=True)\n", + " # n.score = L.InnerProduct(n.fc1, num_output=10, weight_filler=dict(type='xavier'))\n", + " \n", + " # keep this loss layer for all networks\n", + " n.loss = L.SoftmaxWithLoss(n.score, n.label)\n", + " \n", + " return n.to_proto()\n", + "\n", + "with open(train_net_path, 'w') as f:\n", + " f.write(str(custom_net('mnist/mnist_train_lmdb', 64))) \n", + "with open(test_net_path, 'w') as f:\n", + " f.write(str(custom_net('mnist/mnist_test_lmdb', 100)))\n", + "\n", + "### define solver\n", + "from caffe.proto import caffe_pb2\n", + "s = caffe_pb2.SolverParameter()\n", + "\n", + "# Set a seed for reproducible experiments:\n", + "# this controls for randomization in training.\n", + "s.random_seed = 0xCAFFE\n", + "\n", + "# Specify locations of the train and (maybe) test networks.\n", + "s.train_net = train_net_path\n", + "s.test_net.append(test_net_path)\n", + "s.test_interval = 500 # Test after every 500 training iterations.\n", + "s.test_iter.append(100) # Test on 100 batches each time we test.\n", + "\n", + "s.max_iter = 10000 # no. of times to update the net (training iterations)\n", + " \n", + "# EDIT HERE to try different solvers\n", + "# solver types include \"SGD\", \"Adam\", and \"Nesterov\" among others.\n", + "s.type = \"SGD\"\n", + "\n", + "# Set the initial learning rate for SGD.\n", + "s.base_lr = 0.01 # EDIT HERE to try different learning rates\n", + "# Set momentum to accelerate learning by\n", + "# taking weighted average of current and previous updates.\n", + "s.momentum = 0.9\n", + "# Set weight decay to regularize and prevent overfitting\n", + "s.weight_decay = 5e-4\n", + "\n", + "# Set `lr_policy` to define how the learning rate changes during training.\n", + "# This is the same policy as our default LeNet.\n", + "s.lr_policy = 'inv'\n", + "s.gamma = 0.0001\n", + "s.power = 0.75\n", + "# EDIT HERE to try the fixed rate (and compare with adaptive solvers)\n", + "# `fixed` is the simplest policy that keeps the learning rate constant.\n", + "# s.lr_policy = 'fixed'\n", + "\n", + "# Display the current training loss and accuracy every 1000 iterations.\n", + "s.display = 1000\n", + "\n", + "# Snapshots are files used to store networks we've trained.\n", + "# We'll snapshot every 5K iterations -- twice during training.\n", + "s.snapshot = 5000\n", + "s.snapshot_prefix = 'mnist/custom_net'\n", + "\n", + "# Train on the GPU\n", + "s.solver_mode = caffe_pb2.SolverParameter.GPU\n", + "\n", + "# Write the solver to a temporary file and return its filename.\n", + "with open(solver_config_path, 'w') as f:\n", + " f.write(str(s))\n", + "\n", + "### load the solver and create train and test nets\n", + "solver = None # ignore this workaround for lmdb data (can't instantiate two solvers on the same data)\n", + "solver = caffe.get_solver(solver_config_path)\n", + "\n", + "### solve\n", + "niter = 250 # EDIT HERE increase to train for longer\n", + "test_interval = niter / 10\n", + "# losses will also be stored in the log\n", + "train_loss = zeros(niter)\n", + "test_acc = zeros(int(np.ceil(niter / test_interval)))\n", + "\n", + "# the main solver loop\n", + "for it in range(niter):\n", + " solver.step(1) # SGD by Caffe\n", + " \n", + " # store the train loss\n", + " train_loss[it] = solver.net.blobs['loss'].data\n", + " \n", + " # run a full test every so often\n", + " # (Caffe can also do this for us and write to a log, but we show here\n", + " # how to do it directly in Python, where more complicated things are easier.)\n", + " if it % test_interval == 0:\n", + " print 'Iteration', it, 'testing...'\n", + " correct = 0\n", + " for test_it in range(100):\n", + " solver.test_nets[0].forward()\n", + " correct += sum(solver.test_nets[0].blobs['score'].data.argmax(1)\n", + " == solver.test_nets[0].blobs['label'].data)\n", + " test_acc[it // test_interval] = correct / 1e4\n", + "\n", + "_, ax1 = subplots()\n", + "ax2 = ax1.twinx()\n", + "ax1.plot(arange(niter), train_loss)\n", + "ax2.plot(test_interval * arange(len(test_acc)), test_acc, 'r')\n", + "ax1.set_xlabel('iteration')\n", + "ax1.set_ylabel('train loss')\n", + "ax2.set_ylabel('test accuracy')\n", + "ax2.set_title('Custom Test Accuracy: {:.2f}'.format(test_acc[-1]))" + ] + } + ], + "metadata": { + "description": "Define, train, and test the classic LeNet with the Python interface.", + "example_name": "Learning LeNet", + "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": 2 + }, + "nbformat": 4, + "nbformat_minor": 0 +} diff --git a/examples/completed/03-fine-tuning.ipynb b/examples/completed/03-fine-tuning.ipynb new file mode 100644 index 00000000000..52120efeb59 --- /dev/null +++ b/examples/completed/03-fine-tuning.ipynb @@ -0,0 +1,1174 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Fine-tuning a Pretrained Network for Style Recognition\n", + "\n", + "In this example, we'll explore a common approach that is particularly useful in real-world applications: take a pre-trained Caffe network and fine-tune the parameters on your custom data.\n", + "\n", + "The advantage of this approach is that, since pre-trained networks are learned on a large set of images, the intermediate layers capture the \"semantics\" of the general visual appearance. Think of it as a very powerful generic visual feature that you can treat as a black box. On top of that, only a relatively small amount of data is needed for good performance on the target task." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "First, we will need to prepare the data. This involves the following parts:\n", + "(1) Get the ImageNet ilsvrc pretrained model with the provided shell scripts.\n", + "(2) Download a subset of the overall Flickr style dataset for this demo.\n", + "(3) Compile the downloaded Flickr dataset into a database that Caffe can then consume." + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "caffe_root = '../' # this file should be run from {caffe_root}/examples (otherwise change this line)\n", + "\n", + "import sys\n", + "sys.path.insert(0, caffe_root + 'python')\n", + "import caffe\n", + "\n", + "caffe.set_mode_gpu()\n", + "caffe.set_device(0)\n", + "\n", + "import numpy as np\n", + "from pylab import *\n", + "%matplotlib inline\n", + "import tempfile\n", + "\n", + "# Helper function for deprocessing preprocessed images, e.g., for display.\n", + "def deprocess_net_image(image):\n", + " image = image.copy() # don't modify destructively\n", + " image = image[::-1] # BGR -> RGB\n", + " image = image.transpose(1, 2, 0) # CHW -> HWC\n", + " image += [123, 117, 104] # (approximately) undo mean subtraction\n", + "\n", + " # clamp values in [0, 255]\n", + " image[image < 0], image[image > 255] = 0, 255\n", + "\n", + " # round and cast from float32 to uint8\n", + " image = np.round(image)\n", + " image = np.require(image, dtype=np.uint8)\n", + "\n", + " return image" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 1. Setup and dataset download\n", + "\n", + "Download data required for this exercise.\n", + "\n", + "- `get_ilsvrc_aux.sh` to download the ImageNet data mean, labels, etc.\n", + "- `download_model_binary.py` to download the pretrained reference model\n", + "- `finetune_flickr_style/assemble_data.py` downloadsd the style training and testing data\n", + "\n", + "We'll download just a small subset of the full dataset for this exercise: just 2000 of the 80K images, from 5 of the 20 style categories. (To download the full dataset, set `full_dataset = True` in the cell below.)" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Downloading...\n", + "--2016-02-15 20:58:20-- http://dl.caffe.berkeleyvision.org/caffe_ilsvrc12.tar.gz\n", + "Resolving dl.caffe.berkeleyvision.org (dl.caffe.berkeleyvision.org)... 169.229.222.251\n", + "Connecting to dl.caffe.berkeleyvision.org (dl.caffe.berkeleyvision.org)|169.229.222.251|:80... connected.\n", + "HTTP request sent, awaiting response... 200 OK\n", + "Length: 17858008 (17M) [application/octet-stream]\n", + "Saving to: ‘caffe_ilsvrc12.tar.gz’\n", + "\n", + "100%[======================================>] 17,858,008 112MB/s in 0.2s \n", + "\n", + "2016-02-15 20:58:21 (112 MB/s) - ‘caffe_ilsvrc12.tar.gz’ saved [17858008/17858008]\n", + "\n", + "Unzipping...\n", + "Done.\n", + "Model already exists.\n", + "Downloading 2000 images with 11 workers...\n", + "Writing train/val for 2000 successfully downloaded images.\n" + ] + } + ], + "source": [ + "# Download just a small subset of the data for this exercise.\n", + "# (2000 of 80K images, 5 of 20 labels.)\n", + "# To download the entire dataset, set `full_dataset = True`.\n", + "full_dataset = False\n", + "if full_dataset:\n", + " NUM_STYLE_IMAGES = NUM_STYLE_LABELS = -1\n", + "else:\n", + " NUM_STYLE_IMAGES = 2000\n", + " NUM_STYLE_LABELS = 5\n", + "\n", + "# This downloads the ilsvrc auxiliary data (mean file, etc),\n", + "# and a subset of 2000 images for the style recognition task.\n", + "import os\n", + "os.chdir(caffe_root) # run scripts from caffe root\n", + "!data/ilsvrc12/get_ilsvrc_aux.sh\n", + "!scripts/download_model_binary.py models/bvlc_reference_caffenet\n", + "!python examples/finetune_flickr_style/assemble_data.py \\\n", + " --workers=-1 --seed=1701 \\\n", + " --images=$NUM_STYLE_IMAGES --label=$NUM_STYLE_LABELS\n", + "# back to examples\n", + "os.chdir('examples')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Define `weights`, the path to the ImageNet pretrained weights we just downloaded, and make sure it exists." + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "weights = caffe_root + 'models/bvlc_reference_caffenet/bvlc_reference_caffenet.caffemodel'\n", + "assert os.path.exists(weights)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Load the 1000 ImageNet labels from `ilsvrc12/synset_words.txt`, and the 5 style labels from `finetune_flickr_style/style_names.txt`." + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Loaded ImageNet labels:\n", + "n01440764 tench, Tinca tinca\n", + "n01443537 goldfish, Carassius auratus\n", + "n01484850 great white shark, white shark, man-eater, man-eating shark, Carcharodon carcharias\n", + "n01491361 tiger shark, Galeocerdo cuvieri\n", + "n01494475 hammerhead, hammerhead shark\n", + "n01496331 electric ray, crampfish, numbfish, torpedo\n", + "n01498041 stingray\n", + "n01514668 cock\n", + "n01514859 hen\n", + "n01518878 ostrich, Struthio camelus\n", + "...\n", + "\n", + "Loaded style labels:\n", + "Detailed, Pastel, Melancholy, Noir, HDR\n" + ] + } + ], + "source": [ + "# Load ImageNet labels to imagenet_labels\n", + "imagenet_label_file = caffe_root + 'data/ilsvrc12/synset_words.txt'\n", + "imagenet_labels = list(np.loadtxt(imagenet_label_file, str, delimiter='\\t'))\n", + "assert len(imagenet_labels) == 1000\n", + "print 'Loaded ImageNet labels:\\n', '\\n'.join(imagenet_labels[:10] + ['...'])\n", + "\n", + "# Load style labels to style_labels\n", + "style_label_file = caffe_root + 'examples/finetune_flickr_style/style_names.txt'\n", + "style_labels = list(np.loadtxt(style_label_file, str, delimiter='\\n'))\n", + "if NUM_STYLE_LABELS > 0:\n", + " style_labels = style_labels[:NUM_STYLE_LABELS]\n", + "print '\\nLoaded style labels:\\n', ', '.join(style_labels)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 2. Defining and running the nets\n", + "\n", + "We'll start by defining `caffenet`, a function which initializes the *CaffeNet* architecture (a minor variant on *AlexNet*), taking arguments specifying the data and number of output classes." + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": { + "collapsed": false, + "scrolled": true + }, + "outputs": [], + "source": [ + "from caffe import layers as L\n", + "from caffe import params as P\n", + "\n", + "weight_param = dict(lr_mult=1, decay_mult=1)\n", + "bias_param = dict(lr_mult=2, decay_mult=0)\n", + "learned_param = [weight_param, bias_param]\n", + "\n", + "frozen_param = [dict(lr_mult=0)] * 2\n", + "\n", + "def conv_relu(bottom, ks, nout, stride=1, pad=0, group=1,\n", + " param=learned_param,\n", + " weight_filler=dict(type='gaussian', std=0.01),\n", + " bias_filler=dict(type='constant', value=0.1)):\n", + " conv = L.Convolution(bottom, kernel_size=ks, stride=stride,\n", + " num_output=nout, pad=pad, group=group,\n", + " param=param, weight_filler=weight_filler,\n", + " bias_filler=bias_filler)\n", + " return conv, L.ReLU(conv, in_place=True)\n", + "\n", + "def fc_relu(bottom, nout, param=learned_param,\n", + " weight_filler=dict(type='gaussian', std=0.005),\n", + " bias_filler=dict(type='constant', value=0.1)):\n", + " fc = L.InnerProduct(bottom, num_output=nout, param=param,\n", + " weight_filler=weight_filler,\n", + " bias_filler=bias_filler)\n", + " return fc, L.ReLU(fc, in_place=True)\n", + "\n", + "def max_pool(bottom, ks, stride=1):\n", + " return L.Pooling(bottom, pool=P.Pooling.MAX, kernel_size=ks, stride=stride)\n", + "\n", + "def caffenet(data, label=None, train=True, num_classes=1000,\n", + " classifier_name='fc8', learn_all=False):\n", + " \"\"\"Returns a NetSpec specifying CaffeNet, following the original proto text\n", + " specification (./models/bvlc_reference_caffenet/train_val.prototxt).\"\"\"\n", + " n = caffe.NetSpec()\n", + " n.data = data\n", + " param = learned_param if learn_all else frozen_param\n", + " n.conv1, n.relu1 = conv_relu(n.data, 11, 96, stride=4, param=param)\n", + " n.pool1 = max_pool(n.relu1, 3, stride=2)\n", + " n.norm1 = L.LRN(n.pool1, local_size=5, alpha=1e-4, beta=0.75)\n", + " n.conv2, n.relu2 = conv_relu(n.norm1, 5, 256, pad=2, group=2, param=param)\n", + " n.pool2 = max_pool(n.relu2, 3, stride=2)\n", + " n.norm2 = L.LRN(n.pool2, local_size=5, alpha=1e-4, beta=0.75)\n", + " n.conv3, n.relu3 = conv_relu(n.norm2, 3, 384, pad=1, param=param)\n", + " n.conv4, n.relu4 = conv_relu(n.relu3, 3, 384, pad=1, group=2, param=param)\n", + " n.conv5, n.relu5 = conv_relu(n.relu4, 3, 256, pad=1, group=2, param=param)\n", + " n.pool5 = max_pool(n.relu5, 3, stride=2)\n", + " n.fc6, n.relu6 = fc_relu(n.pool5, 4096, param=param)\n", + " if train:\n", + " n.drop6 = fc7input = L.Dropout(n.relu6, in_place=True)\n", + " else:\n", + " fc7input = n.relu6\n", + " n.fc7, n.relu7 = fc_relu(fc7input, 4096, param=param)\n", + " if train:\n", + " n.drop7 = fc8input = L.Dropout(n.relu7, in_place=True)\n", + " else:\n", + " fc8input = n.relu7\n", + " # always learn fc8 (param=learned_param)\n", + " fc8 = L.InnerProduct(fc8input, num_output=num_classes, param=learned_param)\n", + " # give fc8 the name specified by argument `classifier_name`\n", + " n.__setattr__(classifier_name, fc8)\n", + " if not train:\n", + " n.probs = L.Softmax(fc8)\n", + " if label is not None:\n", + " n.label = label\n", + " n.loss = L.SoftmaxWithLoss(fc8, n.label)\n", + " n.acc = L.Accuracy(fc8, n.label)\n", + " # write the net to a temporary file and return its filename\n", + " with tempfile.NamedTemporaryFile(delete=False) as f:\n", + " f.write(str(n.to_proto()))\n", + " return f.name" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Now, let's create a *CaffeNet* that takes unlabeled \"dummy data\" as input, allowing us to set its input images externally and see what ImageNet classes it predicts." + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "dummy_data = L.DummyData(shape=dict(dim=[1, 3, 227, 227]))\n", + "imagenet_net_filename = caffenet(data=dummy_data, train=False)\n", + "imagenet_net = caffe.Net(imagenet_net_filename, weights, caffe.TEST)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Define a function `style_net` which calls `caffenet` on data from the Flickr style dataset.\n", + "\n", + "The new network will also have the *CaffeNet* architecture, with differences in the input and output:\n", + "\n", + "- the input is the Flickr style data we downloaded, provided by an `ImageData` layer\n", + "- the output is a distribution over 20 classes rather than the original 1000 ImageNet classes\n", + "- the classification layer is renamed from `fc8` to `fc8_flickr` to tell Caffe not to load the original classifier (`fc8`) weights from the ImageNet-pretrained model" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "def style_net(train=True, learn_all=False, subset=None):\n", + " if subset is None:\n", + " subset = 'train' if train else 'test'\n", + " source = caffe_root + 'data/flickr_style/%s.txt' % subset\n", + " transform_param = dict(mirror=train, crop_size=227,\n", + " mean_file=caffe_root + 'data/ilsvrc12/imagenet_mean.binaryproto')\n", + " style_data, style_label = L.ImageData(\n", + " transform_param=transform_param, source=source,\n", + " batch_size=50, new_height=256, new_width=256, ntop=2)\n", + " return caffenet(data=style_data, label=style_label, train=train,\n", + " num_classes=NUM_STYLE_LABELS,\n", + " classifier_name='fc8_flickr',\n", + " learn_all=learn_all)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Use the `style_net` function defined above to initialize `untrained_style_net`, a *CaffeNet* with input images from the style dataset and weights from the pretrained ImageNet model.\n", + "\n", + "\n", + "Call `forward` on `untrained_style_net` to get a batch of style training data." + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "untrained_style_net = caffe.Net(style_net(train=False, subset='train'),\n", + " weights, caffe.TEST)\n", + "untrained_style_net.forward()\n", + "style_data_batch = untrained_style_net.blobs['data'].data.copy()\n", + "style_label_batch = np.array(untrained_style_net.blobs['label'].data, dtype=np.int32)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Pick one of the style net training images from the batch of 50 (we'll arbitrarily choose #8 here). Display it, then run it through `imagenet_net`, the ImageNet-pretrained network to view its top 5 predicted classes from the 1000 ImageNet classes.\n", + "\n", + "Below we chose an image where the network's predictions happen to be reasonable, as the image is of a beach, and \"sandbar\" and \"seashore\" both happen to be ImageNet-1000 categories. For other images, the predictions won't be this good, sometimes due to the network actually failing to recognize the object(s) present in the image, but perhaps even more often due to the fact that not all images contain an object from the (somewhat arbitrarily chosen) 1000 ImageNet categories. Modify the `batch_index` variable by changing its default setting of 8 to another value from 0-49 (since the batch size is 50) to see predictions for other images in the batch. (To go beyond this batch of 50 images, first rerun the *above* cell to load a fresh batch of data into `style_net`.)" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "def disp_preds(net, image, labels, k=5, name='ImageNet'):\n", + " input_blob = net.blobs['data']\n", + " net.blobs['data'].data[0, ...] = image\n", + " probs = net.forward(start='conv1')['probs'][0]\n", + " top_k = (-probs).argsort()[:k]\n", + " print 'top %d predicted %s labels =' % (k, name)\n", + " print '\\n'.join('\\t(%d) %5.2f%% %s' % (i+1, 100*probs[p], labels[p])\n", + " for i, p in enumerate(top_k))\n", + "\n", + "def disp_imagenet_preds(net, image):\n", + " disp_preds(net, image, imagenet_labels, name='ImageNet')\n", + "\n", + "def disp_style_preds(net, image):\n", + " disp_preds(net, image, style_labels, name='style')" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "actual label = Melancholy\n" + ] + }, + { + "data": { + "image/png": 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yvUJS3DfmLUsURECnW6oGgUxGBSVh7180Q52jz0UjoWnYDZxRmdmA1bqxNeau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6EmVpSTd7osozItUDOtN5ksBa2bdacbpJGyRKLhrAxEttNG0O8AWK1TShCtYaElalB19S3dVz6K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\ncDPDu2eav33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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "batch_index = 8\n", + "image = style_data_batch[batch_index]\n", + "plt.imshow(deprocess_net_image(image))\n", + "print 'actual label =', style_labels[style_label_batch[batch_index]]" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "top 5 predicted ImageNet labels =\n", + "\t(1) 69.89% n09421951 sandbar, sand bar\n", + "\t(2) 21.76% n09428293 seashore, coast, seacoast, sea-coast\n", + "\t(3) 3.22% n02894605 breakwater, groin, groyne, mole, bulwark, seawall, jetty\n", + "\t(4) 1.89% n04592741 wing\n", + "\t(5) 1.23% n09332890 lakeside, lakeshore\n" + ] + } + ], + "source": [ + "disp_imagenet_preds(imagenet_net, image)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We can also look at `untrained_style_net`'s predictions, but we won't see anything interesting as its classifier hasn't been trained yet.\n", + "\n", + "In fact, since we zero-initialized the classifier (see `caffenet` definition -- no `weight_filler` is passed to the final `InnerProduct` layer), the softmax inputs should be all zero and we should therefore see a predicted probability of 1/N for each label (for N labels). Since we set N = 5, we get a predicted probability of 20% for each class." + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "top 5 predicted style labels =\n", + "\t(1) 20.00% Detailed\n", + "\t(2) 20.00% Pastel\n", + "\t(3) 20.00% Melancholy\n", + "\t(4) 20.00% Noir\n", + "\t(5) 20.00% HDR\n" + ] + } + ], + "source": [ + "disp_style_preds(untrained_style_net, image)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We can also verify that the activations in layer `fc7` immediately before the classification layer are the same as (or very close to) those in the ImageNet-pretrained model, since both models are using the same pretrained weights in the `conv1` through `fc7` layers." + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "diff = untrained_style_net.blobs['fc7'].data[0] - imagenet_net.blobs['fc7'].data[0]\n", + "error = (diff ** 2).sum()\n", + "assert error < 1e-8" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Delete `untrained_style_net` to save memory. (Hang on to `imagenet_net` as we'll use it again later.)" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "del untrained_style_net" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 3. Training the style classifier\n", + "\n", + "Now, we'll define a function `solver` to create our Caffe solvers, which are used to train the network (learn its weights). In this function we'll set values for various parameters used for learning, display, and \"snapshotting\" -- see the inline comments for explanations of what they mean. You may want to play with some of the learning parameters to see if you can improve on the results here!" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "from caffe.proto import caffe_pb2\n", + "\n", + "def solver(train_net_path, test_net_path=None, base_lr=0.001):\n", + " s = caffe_pb2.SolverParameter()\n", + "\n", + " # Specify locations of the train and (maybe) test networks.\n", + " s.train_net = train_net_path\n", + " if test_net_path is not None:\n", + " s.test_net.append(test_net_path)\n", + " s.test_interval = 1000 # Test after every 1000 training iterations.\n", + " s.test_iter.append(100) # Test on 100 batches each time we test.\n", + "\n", + " # The number of iterations over which to average the gradient.\n", + " # Effectively boosts the training batch size by the given factor, without\n", + " # affecting memory utilization.\n", + " s.iter_size = 1\n", + " \n", + " s.max_iter = 100000 # # of times to update the net (training iterations)\n", + " \n", + " # Solve using the stochastic gradient descent (SGD) algorithm.\n", + " # Other choices include 'Adam' and 'RMSProp'.\n", + " s.type = 'SGD'\n", + "\n", + " # Set the initial learning rate for SGD.\n", + " s.base_lr = base_lr\n", + "\n", + " # Set `lr_policy` to define how the learning rate changes during training.\n", + " # Here, we 'step' the learning rate by multiplying it by a factor `gamma`\n", + " # every `stepsize` iterations.\n", + " s.lr_policy = 'step'\n", + " s.gamma = 0.1\n", + " s.stepsize = 20000\n", + "\n", + " # Set other SGD hyperparameters. Setting a non-zero `momentum` takes a\n", + " # weighted average of the current gradient and previous gradients to make\n", + " # learning more stable. L2 weight decay regularizes learning, to help prevent\n", + " # the model from overfitting.\n", + " s.momentum = 0.9\n", + " s.weight_decay = 5e-4\n", + "\n", + " # Display the current training loss and accuracy every 1000 iterations.\n", + " s.display = 1000\n", + "\n", + " # Snapshots are files used to store networks we've trained. Here, we'll\n", + " # snapshot every 10K iterations -- ten times during training.\n", + " s.snapshot = 10000\n", + " s.snapshot_prefix = caffe_root + 'models/finetune_flickr_style/finetune_flickr_style'\n", + " \n", + " # Train on the GPU. Using the CPU to train large networks is very slow.\n", + " s.solver_mode = caffe_pb2.SolverParameter.GPU\n", + " \n", + " # Write the solver to a temporary file and return its filename.\n", + " with tempfile.NamedTemporaryFile(delete=False) as f:\n", + " f.write(str(s))\n", + " return f.name" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Now we'll invoke the solver to train the style net's classification layer.\n", + "\n", + "For the record, if you want to train the network using only the command line tool, this is the command:\n", + "\n", + "\n", + "build/tools/caffe train \\\n", + " -solver models/finetune_flickr_style/solver.prototxt \\\n", + " -weights models/bvlc_reference_caffenet/bvlc_reference_caffenet.caffemodel \\\n", + " -gpu 0\n", + "\n", + "\n", + "However, we will train using Python in this example.\n", + "\n", + "We'll first define `run_solvers`, a function that takes a list of solvers and steps each one in a round robin manner, recording the accuracy and loss values each iteration. At the end, the learned weights are saved to a file." + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "def run_solvers(niter, solvers, disp_interval=10):\n", + " \"\"\"Run solvers for niter iterations,\n", + " returning the loss and accuracy recorded each iteration.\n", + " `solvers` is a list of (name, solver) tuples.\"\"\"\n", + " blobs = ('loss', 'acc')\n", + " loss, acc = ({name: np.zeros(niter) for name, _ in solvers}\n", + " for _ in blobs)\n", + " for it in range(niter):\n", + " for name, s in solvers:\n", + " s.step(1) # run a single SGD step in Caffe\n", + " loss[name][it], acc[name][it] = (s.net.blobs[b].data.copy()\n", + " for b in blobs)\n", + " if it % disp_interval == 0 or it + 1 == niter:\n", + " loss_disp = '; '.join('%s: loss=%.3f, acc=%2d%%' %\n", + " (n, loss[n][it], np.round(100*acc[n][it]))\n", + " for n, _ in solvers)\n", + " print '%3d) %s' % (it, loss_disp) \n", + " # Save the learned weights from both nets.\n", + " weight_dir = tempfile.mkdtemp()\n", + " weights = {}\n", + " for name, s in solvers:\n", + " filename = 'weights.%s.caffemodel' % name\n", + " weights[name] = os.path.join(weight_dir, filename)\n", + " s.net.save(weights[name])\n", + " return loss, acc, weights" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Let's create and run solvers to train nets for the style recognition task. We'll create two solvers -- one (`style_solver`) will have its train net initialized to the ImageNet-pretrained weights (this is done by the call to the `copy_from` method), and the other (`scratch_style_solver`) will start from a *randomly* initialized net.\n", + "\n", + "During training, we should see that the ImageNet pretrained net is learning faster and attaining better accuracies than the scratch net." + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Running solvers for 200 iterations...\n", + " 0) pretrained: loss=1.609, acc=28%; scratch: loss=1.609, acc=28%\n", + " 10) pretrained: loss=1.330, acc=48%; scratch: loss=1.625, acc=14%\n", + " 20) pretrained: loss=1.207, acc=56%; scratch: loss=1.640, acc=12%\n", + " 30) pretrained: loss=0.959, acc=62%; scratch: loss=1.615, acc=22%\n", + " 40) pretrained: loss=0.896, acc=60%; scratch: loss=1.591, acc=24%\n", + " 50) pretrained: loss=1.059, acc=66%; scratch: loss=1.609, acc=32%\n", + " 60) pretrained: loss=0.845, acc=66%; scratch: loss=1.620, acc=16%\n", + " 70) pretrained: loss=0.806, acc=76%; scratch: loss=1.589, acc=30%\n", + " 80) pretrained: loss=0.824, acc=64%; scratch: loss=1.592, acc=32%\n", + " 90) pretrained: loss=1.153, acc=56%; scratch: loss=1.604, acc=24%\n", + "100) pretrained: loss=0.863, acc=62%; scratch: loss=1.588, acc=30%\n", + "110) pretrained: loss=0.983, acc=64%; scratch: loss=1.591, acc=30%\n", + "120) pretrained: loss=0.834, acc=62%; scratch: loss=1.597, acc=26%\n", + "130) pretrained: loss=0.970, acc=56%; scratch: loss=1.587, acc=28%\n", + "140) pretrained: loss=0.947, acc=72%; scratch: loss=1.607, acc=18%\n", + "150) pretrained: loss=0.596, acc=78%; scratch: loss=1.611, acc=20%\n", + "160) pretrained: loss=0.884, acc=68%; scratch: loss=1.596, acc=26%\n", + "170) pretrained: loss=1.059, acc=62%; scratch: loss=1.619, acc=20%\n", + "180) pretrained: loss=0.858, acc=70%; scratch: loss=1.634, acc=10%\n", + "190) pretrained: loss=0.835, acc=70%; scratch: loss=1.607, acc=20%\n", + "199) pretrained: loss=0.714, acc=72%; scratch: loss=1.610, acc=14%\n", + "Done.\n" + ] + } + ], + "source": [ + "niter = 200 # number of iterations to train\n", + "\n", + "# Reset style_solver as before.\n", + "style_solver_filename = solver(style_net(train=True))\n", + "style_solver = caffe.get_solver(style_solver_filename)\n", + "style_solver.net.copy_from(weights)\n", + "\n", + "# For reference, we also create a solver that isn't initialized from\n", + "# the pretrained ImageNet weights.\n", + "scratch_style_solver_filename = solver(style_net(train=True))\n", + "scratch_style_solver = caffe.get_solver(scratch_style_solver_filename)\n", + "\n", + "print 'Running solvers for %d iterations...' % niter\n", + "solvers = [('pretrained', style_solver),\n", + " ('scratch', scratch_style_solver)]\n", + "loss, acc, weights = run_solvers(niter, solvers)\n", + "print 'Done.'\n", + "\n", + "train_loss, scratch_train_loss = loss['pretrained'], loss['scratch']\n", + "train_acc, scratch_train_acc = acc['pretrained'], acc['scratch']\n", + "style_weights, scratch_style_weights = weights['pretrained'], weights['scratch']\n", + "\n", + "# Delete solvers to save memory.\n", + "del style_solver, scratch_style_solver, solvers" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Let's look at the training loss and accuracy produced by the two training procedures. Notice how quickly the ImageNet pretrained model's loss value (blue) drops, and that the randomly initialized model's loss value (green) barely (if at all) improves from training only the classifier layer." + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": { + "collapsed": false, + "scrolled": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 18, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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PJdGy3GUtnzc2N9LCnQupoamh5b0Z62ZQxnMZ1OP5HnTBGxfQuz+/Sw8ufJC6jO1C87fP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\neCT1QCmfKlqbcgi0ngjA957akaqpnVYqMVzKIVq2kiSHxES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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plot(np.vstack([train_loss, scratch_train_loss]).T)\n", + "xlabel('Iteration #')\n", + "ylabel('Loss')" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 19, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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2O+bhh83XkS08wNh0x4p8iWbAfrTS+vXVs5V4fwRW8MPDwAc+AHz1q+bPbN0K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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plot(np.vstack([train_acc, scratch_train_acc]).T)\n", + "xlabel('Iteration #')\n", + "ylabel('Accuracy')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Let's take a look at the testing accuracy after running 200 iterations of training. Note that we're classifying among 5 classes, giving chance accuracy of 20%. We expect both results to be better than chance accuracy (20%), and we further expect the result from training using the ImageNet pretraining initialization to be much better than the one from training from scratch. Let's see." + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "def eval_style_net(weights, test_iters=10):\n", + " test_net = caffe.Net(style_net(train=False), weights, caffe.TEST)\n", + " accuracy = 0\n", + " for it in xrange(test_iters):\n", + " accuracy += test_net.forward()['acc']\n", + " accuracy /= test_iters\n", + " return test_net, accuracy" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Accuracy, trained from ImageNet initialization: 52.4%\n", + "Accuracy, trained from random initialization: 23.6%\n" + ] + } + ], + "source": [ + "test_net, accuracy = eval_style_net(style_weights)\n", + "print 'Accuracy, trained from ImageNet initialization: %3.1f%%' % (100*accuracy, )\n", + "scratch_test_net, scratch_accuracy = eval_style_net(scratch_style_weights)\n", + "print 'Accuracy, trained from random initialization: %3.1f%%' % (100*scratch_accuracy, )" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 4. End-to-end finetuning for style\n", + "\n", + "Finally, we'll train both nets again, starting from the weights we just learned. The only difference this time is that we'll be learning the weights \"end-to-end\" by turning on learning in *all* layers of the network, starting from the RGB `conv1` filters directly applied to the input image. We pass the argument `learn_all=True` to the `style_net` function defined earlier in this notebook, which tells the function to apply a positive (non-zero) `lr_mult` value for all parameters. Under the default, `learn_all=False`, all parameters in the pretrained layers (`conv1` through `fc7`) are frozen (`lr_mult = 0`), and we learn only the classifier layer `fc8_flickr`.\n", + "\n", + "Note that both networks start at roughly the accuracy achieved at the end of the previous training session, and improve significantly with end-to-end training. To be more scientific, we'd also want to follow the same additional training procedure *without* the end-to-end training, to ensure that our results aren't better simply because we trained for twice as long. Feel free to try this yourself!" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Running solvers for 200 iterations...\n", + " 0) pretrained, end-to-end: loss=0.834, acc=70%; scratch, end-to-end: loss=1.583, acc=28%\n", + " 10) pretrained, end-to-end: loss=1.252, acc=62%; scratch, end-to-end: loss=1.634, acc=14%\n", + " 20) pretrained, end-to-end: loss=0.932, acc=70%; scratch, end-to-end: loss=1.626, acc=10%\n", + " 30) pretrained, end-to-end: loss=0.905, acc=70%; scratch, end-to-end: loss=1.585, acc=22%\n", + " 40) pretrained, end-to-end: loss=0.721, acc=68%; scratch, end-to-end: loss=1.566, acc=26%\n", + " 50) pretrained, end-to-end: loss=0.808, acc=74%; scratch, end-to-end: loss=1.598, acc=34%\n", + " 60) pretrained, end-to-end: loss=0.882, acc=62%; scratch, end-to-end: loss=1.512, acc=36%\n", + " 70) pretrained, end-to-end: loss=0.695, acc=74%; scratch, end-to-end: loss=1.536, acc=28%\n", + " 80) pretrained, end-to-end: loss=0.767, acc=70%; scratch, end-to-end: loss=1.440, acc=36%\n", + " 90) pretrained, end-to-end: loss=0.720, acc=72%; scratch, end-to-end: loss=1.487, acc=34%\n", + "100) pretrained, end-to-end: loss=0.584, acc=80%; scratch, end-to-end: loss=1.479, acc=34%\n", + "110) pretrained, end-to-end: loss=0.531, acc=78%; scratch, end-to-end: loss=1.598, acc=32%\n", + "120) pretrained, end-to-end: loss=0.553, acc=80%; scratch, end-to-end: loss=1.542, acc=30%\n", + "130) pretrained, end-to-end: loss=0.569, acc=78%; scratch, end-to-end: loss=1.514, acc=22%\n", + "140) pretrained, end-to-end: loss=0.421, acc=80%; scratch, end-to-end: loss=1.508, acc=30%\n", + "150) pretrained, end-to-end: loss=0.285, acc=92%; scratch, end-to-end: loss=1.494, acc=36%\n", + "160) pretrained, end-to-end: loss=0.567, acc=80%; scratch, end-to-end: loss=1.421, acc=32%\n", + "170) pretrained, end-to-end: loss=0.489, acc=82%; scratch, end-to-end: loss=1.610, acc=30%\n", + "180) pretrained, end-to-end: loss=0.436, acc=78%; scratch, end-to-end: loss=1.487, acc=36%\n", + "190) pretrained, end-to-end: loss=0.456, acc=80%; scratch, end-to-end: loss=1.431, acc=40%\n", + "199) pretrained, end-to-end: loss=0.410, acc=92%; scratch, end-to-end: loss=1.416, acc=38%\n", + "Done.\n" + ] + } + ], + "source": [ + "end_to_end_net = style_net(train=True, learn_all=True)\n", + "\n", + "# Set base_lr to 1e-3, the same as last time when learning only the classifier.\n", + "# You may want to play around with different values of this or other\n", + "# optimization parameters when fine-tuning. For example, if learning diverges\n", + "# (e.g., the loss gets very large or goes to infinity/NaN), you should try\n", + "# decreasing base_lr (e.g., to 1e-4, then 1e-5, etc., until you find a value\n", + "# for which learning does not diverge).\n", + "base_lr = 0.001\n", + "\n", + "style_solver_filename = solver(end_to_end_net, base_lr=base_lr)\n", + "style_solver = caffe.get_solver(style_solver_filename)\n", + "style_solver.net.copy_from(style_weights)\n", + "\n", + "scratch_style_solver_filename = solver(end_to_end_net, base_lr=base_lr)\n", + "scratch_style_solver = caffe.get_solver(scratch_style_solver_filename)\n", + "scratch_style_solver.net.copy_from(scratch_style_weights)\n", + "\n", + "print 'Running solvers for %d iterations...' % niter\n", + "solvers = [('pretrained, end-to-end', style_solver),\n", + " ('scratch, end-to-end', scratch_style_solver)]\n", + "_, _, finetuned_weights = run_solvers(niter, solvers)\n", + "print 'Done.'\n", + "\n", + "style_weights_ft = finetuned_weights['pretrained, end-to-end']\n", + "scratch_style_weights_ft = finetuned_weights['scratch, end-to-end']\n", + "\n", + "# Delete solvers to save memory.\n", + "del style_solver, scratch_style_solver, solvers" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Let's now test the end-to-end finetuned models. Since all layers have been optimized for the style recognition task at hand, we expect both nets to get better results than the ones above, which were achieved by nets with only their classifier layers trained for the style task (on top of either ImageNet pretrained or randomly initialized weights)." + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Accuracy, finetuned from ImageNet initialization: 55.4%\n", + "Accuracy, finetuned from random initialization: 40.0%\n" + ] + } + ], + "source": [ + "test_net, accuracy = eval_style_net(style_weights_ft)\n", + "print 'Accuracy, finetuned from ImageNet initialization: %3.1f%%' % (100*accuracy, )\n", + "scratch_test_net, scratch_accuracy = eval_style_net(scratch_style_weights_ft)\n", + "print 'Accuracy, finetuned from random initialization: %3.1f%%' % (100*scratch_accuracy, )" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We'll first look back at the image we started with and check our end-to-end trained model's predictions." + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "top 5 predicted style labels =\n", + "\t(1) 49.74% Melancholy\n", + "\t(2) 44.65% Pastel\n", + "\t(3) 4.97% HDR\n", + "\t(4) 0.60% Detailed\n", + "\t(5) 0.04% Noir\n" + ] + }, + { + "data": { + "image/png": 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yvUJS3DfmLUsURECnW6oGgUxGBSVh7180Q52jz0UjoWnYDZxRmdmA1bqxNeau\neUffgO3BSO9rH1FN2BftdUV0uV7gw0jD80V9Cxz0dpMRTH0eDYNXgv5wjU/Hv8Uiuzfd1Z7j/a86\n/Zb+js9xZBQzQ5iPH3jtlQG2n2vXcy0SsPskUSL9LMKSGX7fbMab5pkkmcYshB9vja9t4/cvwq/e\nLfzyqaC6cq/Ky1oRVf5QQ++uWXXHHC4NJL0oW0ZLFpxqwkmN+6WC9uq/MsqFVY1CKlvbcIOHzXi5\nVEo1fIu1IkXQElLUk+F0u6ojNJeIcfAIPW7JDNwZdR2bWzINzSDRtEukHOpxYF3C7yXMoQePOVGC\nzdnTiHd3YYYea69LEy9nyLpkANbHnedEmngwi82M1ozNgsE9bY3NnC1rTlqu81jy9kyrPbaP603o\ns8pxocu+0DsrHQYyuWYSz4jA388I5vOO4/ggkc8S9PlPz/vtIpaJ+D7Qv8C1kXO62UBKhwEMRnCj\n32E8PXDOdEycstLxusFT1tNXIhbgs6J8WZRXtXCfxr6iyqXBT9aNt81Gv6tn8lGyhjdPxu8ZfN2M\nu6J8eYbXJ+X1UtmKRUmKXMwCLApNo6y4qKRLLSz5TSMCEJy1peoiAYGLRBGUbTP+8N0Fu4O7k6a9\nNtZAJ4RmztNqGY0YM7hZZ2awbc5qIC2qCpFVmc2hmUbcv8moO1AS/vcQZclKSia+L0cLQrU0+g0X\nIH18nVcLPchzbHLk4GYj6hD33KzFseasFrkaDqytRaZoc1azOO5xboRt2zAlheryHVUTuq7bX8qY\nyTGj05cP6fbvo7FbULszl+OFH2QOk3SfkcM4JhPzeTaI6Z4HsdwJdmQ+Tn/nzgbB98VyGNu4qV8f\nO45VQ0LcF+XLRXmtlW/U+OH2RFHlpMo9zue18NWpctYoVYYIJ1VenIRXZ2FrAUefmvFkzpY1EbcW\n+vk3zfjGwKTxj9bG98/KXQbyvFZlOSkPlw1EKLUgQCMknrqz5Xy+bSsnUV6UKGNmvfKQOJhRSmQV\nPl5W1uZ8ZpVliTLoJYOwPKHy1hqLVehGvdTR1xa2gzXLikHh0hyxuNZcaImeel2T7lbU3GjFgZb7\nJIR6kgyvWRaeslHktBsWu5SPtyO7V50om761xppEbkZWUrZEA5FpieW8deI3n+TgqGiA5zyEbPiu\nhiN718UOtoDZkObTQu/H+/PMRrOZIMdv48utm7//t6NHYG6DBrtn4KC/X/V9lPIGUvfjPo3928Zw\nxXDketjUbFK8AAAgAElEQVRy+HBEV+Nj5Ol/sRS+LMLnVXhZCueygMNSKsWNlzVQwWYrT1ss+Cdp\nA65CSNsLzirwZELDuYiz0iWqc3Fnuxi/+yB8sSivCnzvrvKL9wuUQjPnMeMQ3DUWdmY8qjgNeOcb\njxVenCoVsiCo00zQZtQars13F6PZyt2pcNLGeakpYZNYAKwXVIkioc2CwCQhvWgwh9bA1TPUYzJy\nt+4C1FHjIDZKaRl70OMJbEB5c6dhuMU66Lp/SG/S4CeZBZnne7gH10QHHTkMdSG5SkRRSjCJgTZy\nD4XugclcD0/akplGbrSPW9zkCPOvf40f90DvGzR8lOjcRgTPmr7/9/cygk6EB2LsjOpqTM/0l8NN\n3qOWyDUBX6GB+diMSo7tlrs0mcFZY6u0V1V5tQhfqPJVE55y9yFHs1iHRbSfRsLR4+Y8WsDVloa1\nhvDOnbdpcTeCgFsvsJHtCXhjhrpzfnRevdl4WQsKvKjC907K61pYcgF7y3qJqTpc1sa7deNUlFMp\nVI3sS3WjmLHUgkmUY7OnxlrgabPJ3x9MZG1BNO5QkyDdI3lLRFDPvSFTsnby3UONe9p3dy8mxE9r\n/qVFh5Lz03c6WlOdHQFOGfvRLf0B2rpx1TCTHhs2UhDiz54fQSKLjjd7bsO+/GR4Fvp4VRlVn9/X\nPiIy6B+OGLwTRLyIIV1n9UFhEPTcz4eeVeZ+bxD6s/MPH2a4PqOS/rae3fzIDCZm8v5BXo+nxyMd\nx3jFMH6KlkOuAoJRtKaf2vjiHCXI19Z4MuFha1ya8eRBxI+tG62iXkEjJPnFnG/cuLiHIXKMR/e5\nzqi3LX3gl+Z80wy5hBGtKnz2CJ9X5ctaeFn7fgACGEspEcvocBKnSuOuCkuJTMgCLC0TpDQyIN2c\nrZExE2mpT7htAu4t9yEIxmCS1Zvp+C3TiDxwgUjcRzQ2UOmFSH1KFrK04nfo3zMOVzMu1iMYM39A\nuu6eTBrJ0GPCoDkMhH2vxixswqRaTIBTRZCSuQ2dScy1PGUPlf7u1kA8WvNvWck7Afnxt2k2mM67\n6n/qcyYeP5x0i6BmwofpnElSD8KemctPYY+4GkhHPe+h6qE+HcYwI4MjangGBfeLG/Dgztdb44Ky\n2caXZ+W1KheDt5vx9aXxZoO3m/NNqgNKEKkmAtgwNu9+8em5n9k2GAxhZw6xB7HjXBx+uDk/Xhs/\nVMv6ChHTcBLn3BpP1iBRjZpxvxROBc41d04Wx31DgVd3C/dVqQhFIwuxG0DdPCMA429n4mWz8KCU\nqG6s3isDCViX3HSQT/OeMLTD8mAGktO/77PYLJkQ7Nd49FNkro0ke6X7qWebxnm9srLisgd66vWb\nI6CpC9EeyxBMLd7hd1VNEOdqT0Sc2/A9FbpBNBPhPZO0NzhCX4gzI3i298BEbUfCnz8faX7cQ66P\nX52nxwsOz3FEKfPpnfCP0P/50J6hCmB3y4a//m2DFeHNZixibG78/cdHThlEs7pxafDOsjjn6Nb3\nv/19jDmcBr1TCfsK7nv8zc/bpWp0YBL3vAAnc87SuFPnXjXKuQlsGluRt9XR1jgNv7nF9mgi/GS7\ncFeV+6JUhfuqnESoxcfW5FX375GyHNvFmRtnzcpMKlQtQ4VorYUdpIXtpOTmspdUDzaLGIQefhy6\nfzxfGBujGEwASt/NXh1Rdqmex6Qziv45mUxfapKqjyZzG9mSxPld7ejHe6zIXOXvVvvo1ZGftWdS\nUp797P3DBx8uf59nYGYeMyO4iQKma0Y68Xz+jZMHAjkgFj/c7+Zw52snZuU70dwc3/vGcGiei35r\nzrsEst7HMw9JDgy6j73/nXeU6urSFRrxw5D8eg5EqCnA+ncFKiGRt25E8yA2Ic43d6rGDs3mUDM2\nAHqhlAg9ftOcRRsngZcL3GvUGOjTehJF1WJvSGmBHgiX3VNRFlFKE87VYvs1ERqFh23jsYVxUCSk\n/7u18biFYiFpUzhJr1ockxDBW+GZ6cmVY/X0peTBSMd3ckt47cSdv8NQXfpmM4ojPteK2AuwSs59\nREPad1hN6K0T4rM9FPzwOX6bheZ1PIEcFjV7JiSH48cKyp3lPnMRTpIZ2VfUuP6G1H/2fNPv7pkn\ncXWTK1rfJfGMhubfjv3nuOfxz7+Ne18P1Y9oaTZevq+P+fss7ft727FwjF88Kx0LGxHPX4jApiae\nKSPJDFKiIpG0VAjGEIQURV/xQCxPwEmE4j17MAju0Y3iERF4Ap6acFfCntBLiRUiBPlUnErselQU\nWB1jQyXCru9K7OZ8kpC/j1sUj2kp1leLTMrNuuTPSsZpv+gro6OAYp41IPt78jF1EQOw6/ax/0Ju\nqFKEIj3pKf5VjT0Xa9mlvghZXk2mvrpBNIKc9Lg+Du0jZy1OEhAO0v6wkGfCfsYIjpfcWNhj8cvz\nY8frdbpRRwVHpNsHNtX4f/Z8Iox9EGZ0cKUmcD0Hc/+3hfz1+P9Jfuvt2Zjy4GDKBwZ9RFPjMTqD\nyLkYm3xGOO2JcJ3hkvsbhE9+xyDBMEKKwikluWbx1iXvMaoQe8hio5f/ykAl90yCCq/H5sZDc+5K\njxLM/RJMWD32fFAsKsV75CIsVbjLiEMHLmrJhKK0WrhOYxdlkKyr4FkKLVOTBfakpkQvOUehDnSv\ngOdvISO6kc/zvWiGbMechVtzKcpJQ90pmpmeyl5RKd9RzePNeqm0YL4fah8vUQm5ostoR6W7f52I\nWw7Hx8EjYzlez/Uin895Zmg8MIzR/zSbPTX6aqgHKp5Lkc9/jy/lfUzwFlOD5wjgaqzcvqZD+uOz\n31Ik+yPPtpVx6cyE/fBbdqmSC8+HtDsBjaiMLALVdQJvPhBDkb4PraSKkDozznBcCGBOI/zsIRvS\nndbPl4j8u7jRpARTySpN4pJVmKKga5Go9FRqiVqOJbahiKSpGEt6EYnsRQ0GlQQfy3PKauzTMeSE\njPEP92BeWCSjOKVL8x3ad4KeEcHYJbovMU/UI539pqqgfT4F028PRYaPXenoICBvjvgoNcfxI8P4\nwOf+Zg6L9vZ9bkjsm4OdXnusxmsCOl7/zMbRaw2U22M6wvEhlG+oBO+D+Fe/z2P2fWw3+7rR54HP\nxanxpVfVEYGCUiX08F6so4phAneuLGiE7uY1HTovkGXV93H0YRnhrmsZH9A0Ep4iBFgGIaoHiugS\ntaOLziCqKHU8WrzPXpNxN/T1GRI2ZBSp3jKAaRdg4cno1YdmRhBzcs10fXI9ggxoL0jaQuRqifTs\nyyhfeYhSzOv7kTUDkcYuUD2Qqu3KSKhHH1gjfFRvQv8j1yzg23Tkq3Mm6fQ+hjGIaibGg3ScCeDq\n3H7eAbFc3X/uU6a+8vDQn+XqtJv1FYa0hdSN9r6Pj/fseT8wb/N45ufqIma2J8jhnPc2v7qm6+QA\nknD9nOMsaf+4LxF+3DMChSiD1vP9rUtP9gw7S397d7W5CKs7NT0gdWQzhm4RFZRCDTGTqEGIU7Tk\nqGO99KKkLpI77mn/lYjskyudvxs2baiFkVSl+b6mnT+SocwMfH4Xu0QaPXmoNTLUgzh4SYEeIdYx\nLiXcla4ZMNXtD50BS1ZBMtg6KxDSDvOdthkcbGnvW4THqLqrbvorOBBb/21I9snYd0WYt5jIuPH+\nt7+50d9hTL37q/v7pJcL12pGdtifTSCraMa5KhQPKXCFBtL/fYViOvPok3k1nxPFXmUxXj3oB5hL\nXj8Y5N6f5++SoeVKoIQw8UjuvZJ6ej5HI1CBiyAek7YlsUfREb+a6k6MlpPc93SwPEkltoKJYJ5C\n17WRcBGGWRA8C5O1HLt4pDn31xk7I8vODLKgSd8jIQMMh6TV7KvHEGhmIZYMujJvGUrci7PIxGr2\nZxL3sctdXz9VGFK+aHyP1O5AH4tCVWfxrNWY6odJoiIHvG9aE/PYVKg2rb8b7eNXR76SRDOxEOxv\n0Pq88OdFvEdzjb9HIj9K8vl+z3jBDY5+1IsF9prYU/89AdP6sbmvxpVbzvvYp46VkGBuvDwtvALe\nRGwrUgpmjSeJiLpttlmIx2rW+fmm55k57hhPZ4yejCyZlb1Pl5phQP8c0ljzEkWzLHgG9iTxbDkV\nUb4rexMgS6mP/IG8i/r+WueKfr0+oLTwGKhFYZRC+O41e9jcUPouRBLElo9pxNbuMWRHPEKjY441\npiDvZwhb7iLV88lwvw4YEvaKSjnPkn3XZPjdThAbstiYl7m4ye5RNjZS9UkmUwRqg1PWalhUY1fq\nkV4d9RA27cZMRj0FUj1w9+eFrw7tO1Dp6EqUHv5mU5n4xAek2S1GcDz36vcDMc/njijDPG/mVR1x\njPMkavinL3gp8MVSqaI4G6+qcFdO/OBd4ye2BdTMZCcRCd+2htX45VK4E+FlgUrhzhqxCawAlUd3\nnorztsXW5q6ZPSe93JdkNtuEZpjnj+d2CGCUQptdn1e/x/+6nquEL71JQlMnP4dh0MRzx2FYB4ag\nGwlo+zYhQVCJLpBuWZer1+Oe6dSkNV2ymrL0YihxbBFPM+W+JVlNfbpIv8eko3e7h3dVJewDvRjr\niPH3XiI9IxTxzGT03VCHs1mLAq2q1BIb1MSOTVC8bw9nowJRL42+v55AEiqdSYT0XwhjZsUxNdwL\nTqNaqFrhjuyMwHNbtkRr6S35znoT5jKHg4oFhhsu9aBd4k8Ler5mfOwEeuNmR5RwS3LOx44GtRlx\neBic7kroriLCyxJ7GJo5r6rwalG+f6rcV+XFsvC9E7y4P/PbXz/yN38If7CGxDqlP/uzWjiVMEa9\nKMq9nhCMR/Nwe6mytViWJ48w3jvRqGwjUFEeSsjG1QPatl7EUwlp3wN0uC63FQsx9V0RRJTW5z8n\npaf9IsGwpB8jDHRVIpNxFQMxKsLJhU16Zd4o8tH16pjitH4ngeEypriXFSehexBGeCaKxvMuJBCL\nzCoWhLsShVbL/Iww0EoIRs2xMNSMfp650xLOtwxFtpyJ/txHmSS5XCJl+Toa0XLDWcn1Gfp8BlKJ\nIEV25pB9m9kon9YzFJFMDnMdhspgWoBkmHXWPojqSU7VqIzUYw723Znf3z5ybkKCuysVgEl6X03/\nc6k/I4H3MYIjPD6ec/P7QSTq/rkU5atF+aWl8mCNDfisVqpEOOtX58p5Ee4dXp6VX7g/8dW98tn9\nmV///Mwfe7Xyg7cXvl6Dq3sSTEvm5zitRVDLqUTYK6pIxtYXVc4In4nw5L2gRUTpbcC9hC57qQXr\nHqXiqGoWBoliJJ6rdHWnSa8NGMxFPbwCccz3El7inDzGvOaMlNTxg+jDHKxC1gnMJS6RrGRpfS+p\n4QS/mSRhrgthAIhh/OrhtJLzFD177qTsmVYskU8gRhVFcj/DsYlJXy4+ZQV0ap5et5MJWRY2nKCj\nkKw93LcXLTEPFDQYmRTQUDS2rLQUkYLXHoulRCVlUpXp3oUeJ+j5XDtL6q7HjC9I5tgrggy2nWX1\nc6PmfG/x91tMBn80ZiAivwN8nXO3uvufEZGvgP8G+KeB3wH+bXf/yXs6uNa7O7um2wo6NxsrZb9W\np2O3Ig2Zzp8ZxREVCM9/ODIc3SXpy6r8yt3C5xXET6BwLsp9cT47VV6eIt/dzDhXYRXn9y+Nb9oj\nd1X5xc8W7pdIBHq7bjw1cBMeNuOpwRONizlPm1FqtyzHPgOdcagoGCwirBgXoFphTZnX3DEpeMkl\n76E3NtMBhVeHNR+/eCyqLSMGu0XbHFxk7LJs3bzgu+ZmktZ6dinU56+M3ZF8SvbxEf0YQUbBnJbp\nNbrAXvJTMtsyloW5X91noatbPoizKWkctCHVY3/HzhSMHYckg8n3u/vsZcQ0dBDfn7t/6Qw0Zrm7\nUaHbgoQd2RRxFu3FYGsaA9Pd2FEQEzlMeTuzfaL/UXwYFPu2bpAxGlnfsRQGI+yM5EPtj4oMHPhX\n3P0PpmO/CfwNd/9PROQv5/fffHZlTvgeo85hNrL7ee+Bjlzn879NNTga8nrnR+YyX9M/91kkdMB7\njUIdLyucUxKVKvmSlSd33j2sgPKE4S1SWDecFyqIKqdFIw7flZUspuGBBDysTNQiiGSBjmKoZmEx\nz3x5ibBcxbkrSjHHinBKab55nysfUsncsCJRpcidNY18s61TCXi/u/gY86xO+tTDmFa6SSXtJUgY\n0nr5Fs9XKSIsvuuvNkUeFo3zSxoeq4axzIcUjcUeEXgxmI3Qn0sJYlq0JGFGtaLihHSU3UjXffJX\naSr5rjXP71GNMqR0d4kynlnIQiQTc+vzthN9X0bBVIpkQFEyg1NRFp2Q0EDGIfjMbewK3ZfjbBDs\nDK1nInabxW7LSLVGNPeZZN9C/rbEHO1noSYc7/BvAP9yfv4vgP+JW8yArgDMRHvodiQIHZT6IeU/\nxAg6w5D9onHujYvk8Lvu16sI56K81sKdKpfcqvxha9gWL/pOe7lsp2RN/9YagvD6xZnXNcJYvYVZ\nqgGRqh/6YkHZNF6iCKg6kdWZ2mqmAksaq7wqly3q3FXCPeUiWT1XWAd89TQZCBgUKSwYqxsn4JQE\nG669eHqbYjLcnY2h0LGke8/FqSk9HUnjno+w2iDPWKCLaOivMEKC+0LWtFM4aTXPXY6LBJM1szAW\nqlClRHZhqbHjkljmO8SORlt6CdxlMDN3GWEeHZZD1kuUXj8hGJfJtFx8MnCSRmJIgu9JQh1NkPYM\nmQx3EZRUOkMowSgKAfPnfRXmNVgpeO1Gy7j3CN1O3UpT3Rr31n0cQmcMk1pCooefc9kzB/5HEWnA\nf+bu/znwfXf/vfz994Dvf6iDvmdd72y3FfTPBzWhu7WuCJ3pGvbz/78wgv53XB//aok0WBH42p03\n28aPGpykJByHBedzNb5YCp+dla9Oha/uFkoRXCIPX6sjLVi1uWeiS+xe9OjAGjsBmQT8lyz9rVoy\nmk8GsVdgy3F1Qm2W0N+dJgrWhmFqQ0fQTtTlixWikMk+UaVI8HRrJeR3H6ESl5yasCcQFmxnBL0s\nSRyLROhx7FgUkW8nVTQde+TiDOYQC90ljWEesf4nQm04VcXSjXguylIKbhp++Bk5CDQ0siEz5qC1\n3EvAszox3ZgnV6+6VypubsFQEbKECXskRRovJQlwENjeR49krLqHEXcvgyaS0bRxMAi3mysSCZDo\no+hV/9o9L33pJyoZZdRzDL2K0igN4D5QBHC1H8Ot9kdlBv+Su/+uiPwi8DdE5O/OP7q7i8j7R5Bv\n5FmOwkzIV8Q9IYSZaTxDFwfEcIwgnO9//LyLBhAwb6yWFuacVkmuL/nS70VY6bXmCivCYxrrXJz1\nceUB56EpxZSfsLJ46OJnBdcS0lLBXIf0j6E07kpFRNkIfdhRHp6euKvLsMLXAuQW581bEJBrJqn0\n8UXNvm4R7VPbgUBJqa9YSOn8B8F0MrolVTsihDjzL8L/XTgnM9O0AFbZq/LagNOR6hu/Ra2FLY1l\nKhFUs2TCj5aSUi3SgHt9wghoSteltQxcyifLQq4DHXSB0glvkEc3kDru4cWKiMjZtRf7HhTpBr9c\nI5qE5nuZ9O716AY9Tbaig/h9WnIh6PoOULMsCy9vr7nYvSPJGLp6M9bHTl7mOlVWjt9GYlSPVPxA\n+yMxA3f/3fz7j0XkrwJ/Bvg9Eflld/9HIvIrwO/fvPh/++vxwkTg+7+B/PKfiJfWGcGYNN9X7Szx\nj5L+irC/ZeDPVBL6u5mi+wjiIuD2fD8X2HLpiSlNlXdm/GSNwpxvmvPNpUZRUBOemvGI8MPtQmnK\nE41XqtwV5fMiOwzshCMBjU8aW4Q/ZHhpbOPtrN7YNuHCxjkJZRF4cS6cmvO4GZdm4fMX4WKweWS0\nt6zzF4VMwd0yyk7ZBJZJJ13ohj0ZC79n3BVkMIulhFEzPBV9C7aI8nPvxTyDCPvuRVXCW9KNYJbS\nrNsZSr4nCaG5VykSRgizI2gWbAlmAnhsnT7g/1S7IVBEqjndJpLMTRMNRnCS55YSAeWr5C5F5G7R\nluSue7k07Xhc+qqVoXYBIxBtFGyXLrVzbmeDhs2hVt0UmRWcE7X1uoyStDGWrwQC64bNv/u3/xZ/\n52//rZ+KMOTbdll574UiL4Di7t+IyEvgt4D/CPhzwI/c/T8Wkd8EvnD33zxc6/yl/zRNs+kOYbIh\ndNPoIPqwO1+hhYHz9Do8dwYMvY/jwSMzONoerlAJ10bNUD53fVGE1yq8FDhLuvYKCMpPbMVMWVEW\nVzZXqm7cSTCUs1QWDSivoqwe0P6uFM4asQSlRN68i7KowyY8QJYUX/mF08K5KBXjroYG7QqnUol8\nduNpM9aWq78UnsyCObjRWkjVzT2Kd3gsPvMk+GRWVUkkIyy5+JZSOFXJlGPn0aIi0CKxIapIRBdu\nucZ6Pn33f5fchShU+cxRIBe/O6olqw1HEFXLYB2QIf2KhHo0hF6iMU0JHtmGnvUQPIyCOS7LXYzb\nZOvoQVOkaqbaic6HvWDJHaSLBFMrotTcYq2rRWEMzWrKslcm0qH6+lADhqFzWmYKWagkeYzsiV+9\nj0BLXV2K9+TuOzIYdg8frsq/9Bf+VdyfYXHgj4YMvg/81dTBKvBfuvtvicjfBP5bEfn3SNfi+7uI\ndNDuXhHAu7VnmLJ98iL4tU5xJNpju4UArn4/fOnf535n26UmJ8/QTsmXH1bjwkXhwYQ3W+TGPwK4\nJ3RulNJGFZonjOYbjw0u3nghhebGE8K9GXdK7GZ0CX09kEJKRxPe2crrorzbNpzCSQu+OUtp3Iny\nsjr3GgT72Apv1y2z2+Cl9Tp84Ytvtns0VouKvpfcaKRqbHl20lBpzkU55SqePbqC0Lxwsb5XYC58\nyXulx6XrJH0fgGa7sbG5jK3NHPC2hgSX3PJsWPkH8A89PYR0jCN3OBaPas5r7n/Qk6G6Xt0TlYRI\nkx7Pksut75TUjXwCOyF6xGN00DrnBwyXRXcZ5sXejZvTnI0Kx8NQSNY0DF99r58YgKMbDiNmJPYe\n2j0fOhkNS1eRbL+XmaWp+v3tn5gZuPtvA3/6xvE/INDBT9Fk5GM7slffAboB73rVdckvXBH6bD84\n0v8g6MFR9uNX18nzawcjiN/ORXlZYqehc0bJrWZsAm9a7C24emOdeBgSpcdbwv9HwrV3AZ6sseWm\nmg/awI1G4VGdYqGTN1fcG2crLFV4UUB8r3yzivMi4TBSaOyBLSLCeSmcF+dclyjR1fcqwKklpHRA\nYxnWdMFHaXEV9nBp6frxroe2XNAhRWNjk57hN8itS8AsQnLZjNZCWm8eOwU1jyy7HijVzMb87cjR\nYRIWYccB3LFBuBHlZ3giir2eY+LLSJ6SyX3pfb6ShrW7ENnLo0u3A8jV/PZKTirhJq2p54uE7Wcs\nqyRQM9/vNZaZ7zJvKj0gdPWIyWjpFDfUwBS8auS3zQimx+kk6hIPT0n7FjXhI5c9S2IcEL9bQdn1\nr0H0Pp3LRLg+ZnZkhnUotmMwBiOZC47AzgRuzpPv10lAxiKhY7/z2OziYsaKDQJwDv0TsfkPkmmw\nMCLL2qhkG67AuJdzIRbok4GzxmagvdJvxrN/Xk5sNNSUi5Yoy+3Otm4glbU9RQxEU+4ldkxatIRW\nlQu6qlEVToXh+nN6qe9gJDV1/DA8glASxSVchxFr3zxKfzW3rBAcVwQCsGCcnrsSu7O50BLKt0ly\nFQkvjid1SomKSdtmNM/8XclIyyHsPOMwAvoH8UxGOOkwPgi0SC8WEq7HXaJGQFIhmG7UOtjjDTIr\nI9QY2Q29IpPbMJfM8AjkegwU0BnTpBaIjLTuPZOr95NSf6COxCppjNEWG9dKjq+T0dgDUnOsPFuW\nz9rHYwbzHovAhM/y+w0R35/mOnpk/Dyne1xlCHZqP4CD8fm9k3SNFp48CoqKZSiqyYCxz10i/aWG\nMeqdd2mav3WWPTOqZAZ4WLejS0U0nEu+GatGMtI35pHn3pyv16fYPzGlnNE4Z7KKiHEq8KJXDS7h\nEjypcreEpZ4S7qyazHRtWea7NSiSBrLCCODxILzNfRjunNz7z3bE0NKt5+S+C5BIwtPAGPDei0RW\nJnVHETkn1j0kWQC1td0OYB4hvxbsair4IaNqUtUob7ZI1F8UiTLqmufUfPZiYRfpxUa7YXMGlfP2\nEJ1mpRPatKSYXmlHET0D1yfGsEsrH2pL31yFCa2o78VayGeI9Gwfgqrv99DDpIXrgij4d3gTlV5p\n5hlD6EQ/AMEknTmcfny4WX24kv7TB8n7HFWNfs14y8/7seaZRz8ZEoZZmn3c4x3vaCQ8fLrrksNw\nOz3Y4CydUcT3DQExXrry6PAkEdD0SgXR0L1fi8YuQ1pioRelNUM0rNohQY3FYw+C1Z22bjw1YWvK\npVgwCo1xmEf67lNu8NH94OFyTJdp5kZASKFRoESC4JtZlCbDByGpSiTVJEzfNweO6zePe176DsQO\nWMZgqOR+Dd0ouBvL5qjF4dWQ2FKuinOSjGIUG+62KDegkdUnET+xZNDQokFw9NfQzx+wvaslfrVU\nO2PsayCyEnfu4N4jHT29M912kGHk/ZnzHZB2gpIBeGVav534g4nkUs11JbJvBd8D9+TnZTP4WbSA\nc7NUhElR31tyvytEcPUjjJ0xD4fzTnnsA5zxFhOJQe7HxuRGdt6OVvLN63TjwWy6MtgZwA2GM4+h\nK42DR0SZi2LCCylsYog4X4qyVPilZeGtNb53KkDBBU4Ir5eCL85jawm4wrLtLjyZ8EQQefVQX06b\nj23GRbq13sdYikawT0kj4l1VqlSkZtFNtxB+JpDhvUpue95iX4OIpShErKKjRXHLHYsN6PsWuuCu\nIyw69kQEC2sjwwcvSuvOOovxh5U/DZbJuKoKFRlLZOvjyuQv1COxit0Q2HwPue58PRCAZnhxHh/G\nSUbBVPCR7mj0UGnpmyPt+j8Zs5GqlA1G19deXBDMVOhBW/R57LYT31FBV5e6YbaHfiu7MfR97SMX\nN81wTIIAACAASURBVOl/ZHDTbpz6AHa/IdW7BJ4J13cX5fHace8ZiUzXHQc4C/Hu0bhKsJqk+fHy\nq+/9uvyh/3581GE7MSjOaymINVw2TsA9wssKn50rv3pf+Xrd+P5doYnwzSXKZT1Yo5bCxTQiExHe\nbm3o7EJUHzoV4UVV7kqhaqoEiUebhSGxERb8u6Kca+FchYcWTKkTXjNCvXDNWIYgdkVYtIxgItJf\nv7aIwFzTGR8FTMOQXIO6KRZrQ0s35MUGrUuWjVxbbPAauyCFTUWyL/HuLcm03v76CAZh0wsKt2EW\nHUlm1FWYuXWX55ZIYazVJOTme2ZgXwruXVHKziXcl6hksZM9VqCTdDfOxnKWEeVpHoVaCpoh11kw\nJ7m4DPeBjGXbjPB+lcPD3Ggft7iJ+xC2+/cDcfaH62Krt4PrJjtlRxjsEnncFLiCSodzrzp7NmKG\nlO/XXSGa6drBMHw6p6OKWUVJBpLXxCkhAXoSVwHuzFiLcBLNIKMoYLI2+OHjhmrl956MB4S3q/PU\nMtmFNoyaRTxKg6cr7ixkFeCgrDWJ1HJu93TXPfnpbTPeNYNLJpjhnER4uYS94ak5T9uKaOw9UHOn\nI02p3Lrkw1k3i9oLfUo0DHPhQhU8LXEjqCfXhxFBTY5wEuOl5nSPvoIx4BmALX0fhjQkZmKTjvfn\noyJzIeMKZM8CdBg7IXeytvR0qHZ3Y6zfClnodUcLu/cm10GOM/JFgll1iSDEDtEk2sB7iHImnWfi\nmWiMr7CnV+9kE2oSQtZOiJGbfYeRgc/EPOA2u8Q+/nZF1NO5R4YnNz6Pv0d4LjCA1DMxfoMvzGjg\n+FMn/onAkV11GMhlvp1d3dZVc+U5iy7U/PFd8dRKnLeWG30YvBHnH7bc4jt9+FWcswnqGqXRNMnZ\nA+JWgthOJeIHRDUs9MRyRIIwt9xKTCSkS9/CPCTpbjI7SRi9ThoxCg8tsjXPpWRIsePe0LQpBPHF\n8hZKeBLcEAs/OskAIwVXWWS38IepQVmbx0KXyJ0oJZBJ1vVJr4HuuQtJZNFnMIMuRSWfe1j3JUjZ\nCPXJu1dE9lfVJTbI7h0ocmVIjCKugmvYO7oLdhcAuQuz9FH76CuWV8Y5eBiBu1dhbAvfk6CG+zJd\nnzK5f9NGFennfkC9z9vHrXR0hMndfDpBnV0nZye40WYJ3c+d/k7d7OfPB3pko986+cBY+r3lcL+h\n4O1jHwxhYmRujBjZno05MbX+4k2V4hG0hAubhk79uVXOVXghysWdd2y8kIVmwlmUl4BI46yFrTAZ\n1vaSjC6he26erqotCLG6c7cslLJw2Rpvt43H1sb4s2oWkTITtvseCHNRoTV4SZRIP5XwKjRbMVGq\nlzQYxjNa9lUysnHbbBRRFQFJr0Zx51wyd6E5m2+R6ozgJfR+cUGLIhiaBgFVRb3FZioahKM4aDfW\nbaB1AMQg+kSlyay2Fq7ivjRjQ1bLvQhKGGnTHdlddj2zMkxbAr4bBJsV1tzMxN3GmugS3Xs0qFkP\ncp8CujyrPUs+X0cv++dhg5CJsdHtFWN1JjN/f/uoNoOesehpGBxI+ooR7F93EeoHSdxZ+jNxzc4w\nPgyR3jPC58xmMK95jAfFfz50xcBk/NfH6+KROYhGaWsLglWEx8xVeOEFVHnjK1/Vhc9d+LxWNjc+\nLwVR506UNyaso4RQzE2wu9A1V7LunirNInnpBCxaeNiMH64PPG2xC9FGhNmWIcm69AwD3SJh4Y7y\nW8ZFHCmFU6mca7gIm0cJsFok1IYiHfiEdVzgftFkVt0b4CwlEEzUITQoilsvaR7TuiyVbWspDUv6\n6UM9ap4pxNZQaWzpCg4KMZAW9oVh/NvfXVQxylyLRFVV9oQjTW9DzV2NqgbU767Koh2MW+j4Bhfp\niKobR31onEGfWbZMegzDcRWmJ0d1z1QUD9VqxBT0pCfoHcypBj9N2sFHjDPoelEs3j0MeSasXNhd\nwbuyE8yM4sgIbjGGqb/5+iGpR2cTOrlx+dW17NBf4NneDP28YTgSqkSewpquOSdSZxsetQ40s+ei\nygeqwguPvIUqhW2NWIOiUAxWdRZTvhHnTUr8RcJOINYXt9AyeaeI8IinYTrs+nVKuHEXGpq+6pRy\nXUYlsYoQ6ofsQTer/7/MvU2srtuWFvSMMd/vW3ufc3+pW1XcggKqSEEC0QYpJMYYQyKxYSI9jS0T\n7dmwK3ZoErVhx7aANkRpGWNsqA2NMSEawRBDhyIUVIFV91bde8/v3mt975zDxnieMea39t7nEEqz\n7puzz1rr+3l/5hw/z/gH5jmBGmqqxJooSL2Y4hyReQde52C2HpnkzY3Zh0uNXEziLYufED2xbmYt\naRjt57XwtDrM6MjQ3gwmGrGg6lJMa1UHcNBfkLMM2WwFlmjDlGaV/oULm5QMbnn7DvRMo0yKh2V4\ney48ntFZgEQNizZIkAzLhwKttWC/6El1ByTbBWAwXKk1JNJKlskPm9vX9j170R6I2gzA23GIrLQL\n+H1vVDNsAvzuPHcMqNfeeQ/vIgQD9nh+MXDHdrbXtusB/ZkyCaLjTQB/79erkWUE3kSOtwgHwMQl\nRT8GDMsDr23gtiZGGE6bWL4w7IIvDTWdZ4YBcWKZ47oMOIBLAGslIS5qiRXZJ2FE9gpIpxZzAxBY\nJ3CMTF1NRmktM8o+VndiRRsCg+XWnZLsGAtYNrGGILzn9OdIJsm2BXn/gwIpsJh9lBryRo89gg1e\n1yqBYq7hp/m96ziyn8E6YWa4+shW6StwHYMafVX26IMchJbJPDYGHXOZxHVx4HoMXO8YnVodyhFg\nmfVgxSaYjLUpGENQkzuuQXPF0mmayr8jBkA6JQfTp7P1IoUu5x9kwdbKHhlDRlqSzVwcHhvSja1U\nM/MDd9f60PFywmAthB8w9vYr7Wq55IjNUeOBUBF7Jc2CRtK+Co00sElSABvj23vyFTahEdvn6/Xo\n90t87wJHAmK7xjNnoiG16G0t9p4IVqGYVC5gbHE+HGMutt9eWGb4CJkl90QOHeF4ou1+Dc4xjIFH\nyz6K6mso21PhtJO3pFZcBsA8AMxqP2ZAdSManuhBGjE98gYLr5TewzPS4aGYeAr0sZmobsnQAx0V\nALrD0sxWTV3AFNlOfa6FcFOLgtTUKm5TWTcCPqrCpVqUG/J+L5ZwXk1REpEmEr0gy8Wd0YyLszKT\n/7IaMc81RZQUbIPPMJT9CYqoIDKjLhhueH1NmP/25DOFEoWM7ODZt3EGJpRsEIz+EBlEALaqdDlR\njKIMzhBk5nVY0WEOdAnLCNRXHS+IDNT4qjVshhf1J22rMhH0RcFy3/7etPfGgAXht8TsusZ7UQba\nknjf+7xcfRaA0oc5x0tYe/tM3tsCzYKslGE74e0cMPhyLDbveERgDuAhDMuzG/GDOT5C2vo2DJcA\nLEbewsj+gFNxa0JGQ2olRGo+B+RpwkQXH10Aprhm56bDhARYxsyvHSTOq+e/w1C9/aT555oAmRFh\n1QFoR0dzZSrzudLZqWlHC5YONSjxKWkkZ5ksRqGy+YodA7FmliW7M6nJKbyioiZXRiUOB4VEhktX\nqIlLRxKy1TrK/j886zYSeueeOekIls7Ug30nBs+hlOJ04KvU2PgZw9NkIVah0W4sOwHWazAxy9J/\n4blwOZuDBKwUA7fsC+E0eQCvsL15Cua5zq8RBS+dZ2BiVlal7Q4Pa6lZ5oGKjN6r3XVibNraWlPT\nZKgr7NBff39IENTrds/oZRI8E0z7F5Vva6zKBAB6g9cwAGk820r/wLKc4XeOhLHT2NADC69XhvCM\n5sSDZ4VeIIdrAFmyjMieAk5b0dnw4iCTpzsrPdcHsonJlfb1cRheq/MSUDZowuz8l5/PAqedacwW\nHpDhu0GIIS2lFmAwFJNP1l8slho/LbWDS+dbdmd2ljAvtAfAqfWd25GoMRl74nDHxQ8cngLh8IWr\nDVwGZzc4fSOrIwJjZFmw/CqK16tRl1P7Kr9fvSwMCvGBRUrU9AR+6iOgzwByJDqjC4ng4MAaTgco\nquAruFdZj5Cf1T2pPmOQzPNZVvkXVhijPyAdfEjD5fHCU5i5G885cGOaBgSj37P3f5YvbObBvSDY\nvvTu9+umnh2l3fev8Rd7j+TYP48oh+AedXDL0FlQY4cZXsHx1hdexwEMZ5PTiQHDx9PweDh++zjx\nnWV4MsdDDFiOyoGKvny1I+tAevHdOLvPRlYuMhFHHYFHRPZ5HI6rBY4Argz7gbJq8nkcwGFs6AEJ\nRs/Jy8HrOBnHM3JxGQm1L4Olvm4ABtYM3OaE0XH8NBcezyxmerxNPK5gA5ZEBpm34Fgr+zcAYM7+\nQPiAwTF84UoBexGCGemgvFg6BNMbn4pgwuGRtj2gicrKTVjQjLdydFN/CGjKuefUTcO8mpNmjQGV\nma8SHsOyp8UkKjoX0Q4dtoORlBjZJetcWe691qRjkp2eoovmbASceR3DR/l0Mr+BXY+WMhk/fLzs\nFOaC+tvLptRk5Vrzw9XZdUvtEIMqoL4x3DsIQaq8NPpzAXF3E40A3uH3XRjZ3cvPZykatVrlNdHO\nvoQBPrPDzshowekLFwRew/AYE9dl+Mkr4KOZG/8Aw7nSsboW5/iFsU25Un6jsueuBfXBXoOZbHSx\nQcjvLF/uXP6P2GQ1rYheq0wMioa81kU6sHTqGRldGXxZUZeOretgCA5MEnLHuBqAo5bw6bbw1iZu\nEXjlI6dFxW51JaRHZC9IR8b8DQszsjR7mLMmgevMYaUybxS6TAoiMpVGNeENOmiBBO2c5BwwLDZ8\nCEvbnltQJGloZNA1jxrrRg3v+fxr5fSl22RDl8X2cLGKnC+e+zYtqzWr1CgyEevkIAsL5kGEw2Ze\nwxTmZFjVrcfcfeh4wdAiWovykJ8gnYrJQaocC8hO2/x3hQq2BJ7Y3rs7/2bsf50Q2EOY+3t31437\n90zZYiiH6EFAO7E4f2/kzATPLL4zsrUZ1sTD4biuRAPOtOGHMzP8Tlt4jQPwgUs4YiwckcwykHka\nhpXNNZDOrFfDcUFgjGxpPtgBSI5BMerFkWnOw/AwkOW9loRRCawGwAZtz4xOaPvSa96mAuTrgRjT\nau6Bq6KS99vy2nC9Gh7GgcdzVsGPQdl5C0hMA8ORQokOPjdFEih8WTZ9sVz5YyDNFpJJIgMmL/li\nqNJY15CIKY0Rll5Plf9YO4jpi0on4ObzAtOv6dpPElx0elrROJBzKQ+uzxNTlnv+IkOOwbCqGW62\n8HhOnJViDFhkqPJkCPLiYM5OFB+4OStb7V2afna87Eh2ZaY5HR4LQEUXRGqoh2gpXGAN99g+yjkm\nUt4dlPnr/reVMyaGbXHYqI8NOgZX+QOsU6l5X+U3ROBA3v8lMp3VYZjuCMvw3nVl92EPx5sxMeIC\njKwe/MIS+j7AAQ9cAukwMsPjPHEZB2644SEOLEYbKt0VuXZvsXCZwFN4avr0TMEAHLxvG+D8hkGb\nfFHotsMx1kwhxvjuBQsXMxYJ5dqvmEypTQ9+ORHXQoXWEJUWfNjEwzG0qxkd8N6DhwP41oPi8zva\nS8WwtqxAM8cxDhzDMdYFGITSPF/inyTv0wbTijV9meXaQowubzyqwcpB7T0MTAwyRrS649E+eyER\nmZf339uhxAiNPp/nGupkbNmT4lyB8OxfudbE9NXC6AAuy3AdB94+3dIRLSsYAFb6ms6Vwi9pNBvi\ngkISADDnV3LkC89azJ8BMObjzbMGPHfIlQmxn8Z72WFKnckjtu/fOSNL3cX2N0p6h7StsesP7fqE\nlrS30aPIAIadNvl0WubDP8bCEc6knsXikrQfv2UXeOSQElvA65FVeelnivTwAzWh2AN4IGGbOU5L\np+AupCwC0w1Pa6ZX34KedMuGJubwmXrP5sJ1Ol4N4O058foy8ADDdUmbpW2+IvAWC49iXt7jYYYL\nW5krVnYMwzg0JH3BPOsFL9RcaZIEjnFkCe/K2Puybimedu8eWcr1cGc69JY+bOsGjAGzzA8YQIci\nubFHRMbm1WyFZkeCbhb/LlC7Om3sRA1mhnDCd7PusSi8IEQBq9eVpSlVZGjfQvlikM7dBeC6LpmL\nwWpPjIGI9BcsZ3mzBSbXbc70F1S5NB2y5wrcprHVvpK+wPdz/b7qeOG2Z7iD8y0IqMq40AAZ9M40\nyFf780r82JHFc2ECCp+oa0qn51uGpVCmsSNPMF06gCucGXE8nxuTckK3S6if05FeL44OBxTWBjxw\nZQdeR4YPwx1rMusNHGCykJWK0bUFbsAIxxwZAdCQVHlXFjT0NJ1+OSuQWhyclOyLjT8CV7LDY2TV\n4uPMmY4PihLQAWYOxumtmqpezBAeiDNt+etwzpEwXA+OIzeF8RYiZmrCmRWHZhPwFBxjGTA5pzkC\nc53ZQ9G8nm3QWSsBLGXnAM6ZQi9zBawGpqLWLYoMFk2YCBogREOwVhhjeJp8Eq5K2KlwYWFW5BCY\n7F4dYVjzRCwD6LwF0Z72Qfue6THM/GRq98EIiuZVr+XsOpVZqmlqZpuz6ZnFmU1kWAMxc2yeHQM5\nW3JRKP6UFyq1AOgNrxCiGcphqDeKwRNCC27d+/eY7lqXsEIeyazZEjvKqYjqwe/hnGbmOVJ8MRtO\nZ/Oeb3+YY3pqlmXAAzLmP43ho2FZOWgTVxtZPciNPAiyPbKh5TUyXfWA4WQrMCMBZdQBHWYN/rSA\nLzBuPRAxSze5G3yln8KMOf7IjT48veqO1ZmEkY1FwpCVd0cirZmqEhd63M85sZyZdGEcYsJGIUhm\nXZbTlo9Itr0Yhc4xsq1ZBAyDjTcWEfrCKwPiGPQTKcKSOzjnbFQ2F+CcsKxntWzXLmpI2L4g40J+\nAPUVGMIDxowD2ulrLfYL7GxGIRUPZFQlurIQlhGXat0ubz/9V3MGE7KIRqbyISxJeMl0MFqcAayV\nDmFew4cDtmBnXis8ozbLFqZnaHIuYA7yyALMFnoCUytD96+btPiiyEClsPngxaCGXCkSt5JMyvAl\ntIOQApBavNAyvc5mTGBBSQsJEBDmCgWYMQEFwEFP8gIQI23ESzgRR27+wMKFdx6Ww0phAY+FNYCx\nWHLrgK2ZpbhwDB8YAZwO2ErtTlM9oSjkJ0hhEJGRgaCdCkI/QdYRBouz4uO5qgsDSpKZcHhmGDJt\n+GKGh2F45Y5X7ngYA8Mca82cveADry45Yj41Jwgxj0zIoT0u+1eEnJB/YtkgfE1nmh0B88nQ4FHw\nf0lZhpNZE4rTb8Z9M6zjyLXHwpDzkIyoAiGlAwdD0bEa8SVS4neWQ1EOIQKBJ6qGVjz0T7gBIz2j\nWVW4Fvs+Cn0wO9CEbPvc0twaqzZt4QjDQVquvbVGJp1rk/c/zIDDsxtyoLIXM78hk88G6SS3LAWf\nTE01YUGoz/KHjxf2GSTlF5I3IKR+2fXmrhSYH9rHUfXpom2zUIXbhhEoa/Js7Vm/0G8wtfBiAF5D\n2nmyE0720kvimmH03meGoFl6918F8HRwXPjFYCuwPNNBhwPXcIQbjrUwbcBNhTmJOk5bXS0YCtWB\n97zSg17ClJGC1QM63BKGLtryBACEi5nk4/Q6y28+mKBzGYEHn/joyOveGO8fCFyH4eEYHH5S4ppB\nGBIerNJ3UyiknjqXcX3y/i+eBkRadm3TJh8G+/zzHDGx8Xe2QQORAG3vxBR8JncmVskESKHoBxDB\nEfOE/0aNGpfBmg/DtGjSweJAFjFwlkwv0uSKdpB2VyKaBpE+u0U6Uls1W9HurWBkhWHOxKkhdihB\nuzwbzBjSlDBmmhqzNRGLw2jV0zHLpTVToftJfPh4UWEQYmwgGdUmJbMXSKiMTTeGRwAzx6IZYZGE\noBl5Bb2gsBtQ3V8iPzci7fbB/PcTwNVz0mAW9HDeIBzyv14jQziwbmIxjDa7p5lwmuMClFd9ENou\nZCZhEk9unJlXSFBZbyMY+155ziFGU5IPNnPBAV9Z3jvWoqBTXJoVetGNLhyBq2VnogOuVjsJjzNI\nD0NmFw4zXC8D37weGACe5ky73D0FggtmixHIFGTwmkmAwJoZ6Uj7e2UnZCQSOkC/8Qxm0yW+UZmw\n6p3NFRdq51iuBoVPpGB0pjwvy+upPDg7CjEvzdJUUfYlaA5qiC6QkR1Zh4VRS1FwjcMwYTQhVF0I\nmjRRtO2SYDBYZOTnxMyWcHR0Rv3bzJDtCGR41CMwMWkaZtJW+soOzDWx1kwxJXOT3oc0qjIj86uO\nF3cgBqIFAu5/Gr1hAbT9Q+bYgYGcRAMZYlnIzDYL5zbQOaPPO1gAlOd9FckA02i70+s/SBHDgl2H\n8vMHNUGY4ZUPTFs1cmyUBE5CnZ5DLR7ofFK2G9gSbKYjgJvHnv3upcol6NwCsVoDgc+VyTgZoVAl\nHDw1xAg6FSMdgg8jR6FdmeB0scHeBJmjMAbgR2bzzfPEDYGH64HXV0MEbX5TrF77FGXjO1ChXzOD\njwMX66Io2Tqmz+bDZKMT0kGW9OZ1LkdGIlYsnCfF8gCwFswG3LNv434YUElPRl9CdxAKCq4cPqvP\npmIlpeizPK9TcFQsr1ROYp4w4ZPc3075TaiuNO48HYWCUbGFVYoxtgiJ7kH5FLKHzQx+HLVObpYC\nASxEGzlLc66Zwo2hco+kwa8JJrygMIhoQxedt6/woSRxLp6LjlK7hEH9XNSy2jBxxcKTMbQTFa0E\njJV9hpr3p80OLtgiwytmnITCacBBEoj83mGU6ITJCgFe0D6KLBJKweGepkKmp64cEMKKu0GHICyY\n6FO+oGK6tJgBs4UAUUfGqQBbXJ9OMwbJUx1xQGZMoZqZe68Ow0fHyBwJ1jfMMNwmcIyFhYHHOeEn\n8MoGi31y34bT417Gi3aRFwAh/DrZjNRp7dGx5VkkJfZaS+YdiZfPZoTNbo5xyKjJMfVJF3Ik80x8\nwB4lSBRl6WfR7WpYSuYt5GeUdRlEhzIxCCYY/0/GdUeaopHmmjpBBb3+okulAg+igLwjK5Ri+tu3\n+6ZplXk3XWcAmRiWNOQOXA6n3yGvvSJDv2uN7NZkC+ostQopffh40WiCehTETlR0DlVjLVMGGDW8\npaYkAswIAc2Ig9JWBToD4OaAAzKN8fOg194wzfHI+ItTPrltJbMrw42L76f50XYykIJE9qozl17D\nSkAz5qSAHx6MXwOKdDAvqKufxecFh6Wl9OyKiqQNy8ZfZTcb5O1vB1vAcKrw5ZavPxjw8SUdhl/O\niS+ebnhaaUbMCxAjx7Wda2a7LyMjDGPdA7v8mPLyxcAUxLHKc982PQmbAg6r03qzkps2caiIB3c+\nJRUny1dhvI6YKhWF4PCepAReBLoytW6jU7UeT5kn4YLaK3OrASdG7XQuY5u6bLteAmYRcRhwA4WC\n0cTxVEIzgvThlbAEBJO2chF3AVuC1gH5L+VPCpnGMRCeAvuYHPRDn4yQwoeOF6xaBJo2BA3l1k1t\nKaZQT7fAKs/xot162OKCeIbqSCEjcsS4g95vI1PU+ZPB5fAT1RgJWhunDQj6HTS4U/XiAVT2miGl\niVPyeyBDkOYZevSo51Auf/7NyADV0AJyitKaOIzTlCTURqoCX5lrbmqEAXnXUzjcNTnNJ4DaJ5xY\n+GQGvpgnPr05fuZ64PXlwMNDjlM74DA28A/k9Ogvz4mH48DVHTEXznnLxCPPGgf46lwKtCCT74QR\ntcrelDYLviZEGJBDuXJHkf0LxMCOtW6oTsFm7H+oZKKdxniuLZcgJGhM7s90XGo0WwocYSvuPe8p\nZYJUcTL9QatveTqUE56jSphXMLswkikrAuGsf5iArQX3ReFGiuC9068IFTMla/A9OTPVO5HrtCzD\ny/Cct6EMyoWfWmHgBVtbBcq2S+ZzEkmO83TWegMHMh472I7qMMOy7CF4hVWTDRXFEERD5qWmCgbv\nIxN4sv9+ZnPqPvK+DIEL72WVttZtM3HE+TWThzrKi1zohZ2BFgWY8SQGpHfYOwYuON95EVk3r/sy\nV55CPs2SMKWmVYeiQftZTs+069neyxzTgE/PM1GXZ7rxq2vgoyPj94d5pvKuwNt1w/JsqCHH4enA\nMTLL7wKv1mGJFqgJKzbP9dlpYGv0kYNnpSEUD0g0lV+PqlmQAzNYA91+JwpqHSVoYhM6Vg6799Im\nkCaNbHtC9ABzDpCJaBnCS4zjVCge2Whm8t51hRXAbQLLM5HNS7OzuGwlIlbVo8w70YcEFpbMHvpl\nnLMvKVjNEjsligSWS+BaOaE/dLwsMgilmKbRduFE4sXuOtdNS8cALmC6Mm02ZezBEsofkXX2Hl28\ngc2+V9pFJtxolqE0uZUZUH0HkNI6XWoAWPGmWLliuAKugoXyJjiTjDJcaoVSFJaqWDC5tLzzNAEE\nfRP+UXgs1hHAcCxQI4rBksKMjEgMja40TGEwaLocBrx2wzeOgddHOhcfBvD6MLy+dMefPHNHSArV\n4R7cnYv61FDSMQMVeR/qqygNpWYnZSasUt3Y5UfUOtEM0eiwzeQQ09B21I51oVs55nbs34ylC+6w\nXNcF3677Rv+9YskoLySgTkdSJOVgBMqfIX/44mecWYhqnhw0u9J/kjGN9JWACCfvRYlV06zWypgl\napYJYovZtF/XFPXFhMF1GU5qwsMHTkEgsMSXcHU4MwPd8PF03DzRwc2Aj2NgGXCzDAW+8pFhIcL0\ncr4YWjuqGtJSgwyCRdntYZnYcTBbzMnhQSefh3wHsssZdgrG83m9YYRpke04luzpAL26uTHDPDdL\niMOA6/Jsne0LiCSKC6DoNr/JTDyaLr5lATGPD4CESkdVmnstNf4MmA882MA3L5YTmY/AwwBeHRzF\n7p5OvKTmdKbx/CaNG3RShuYMJPNGBOs8BMppFqD9QdBrFKSC5e8VCAiGmfOzhQj0noEFRkQBsSO5\n1qjdpjzqXADarjb5B+R4VbIUzadQfgqrHFaiiMYDcj5KaubrsbIWZe+DICSo0LB6MtoyuE8qZuMK\n8AAAIABJREFUBM8MSaQi05rV/WEXeBSu0c543wTIh44X7XRUMXEBXQs8sDgmLLXqky18vNKRdeNY\nrcsE4sgH9sgcgMWcUdUlLD6cGLwKP02NJlpDKiwmZ2bD2wasC4o2UNZbx54lxKypDqWntvMoG9AF\nPWWGSGtH5g6ELSxn5aNlAxIlU8Gteuc5GQwu2Axq1WQ0+Vpggs75WWkl82w19iYWHiLwCo7X7ng9\nBh6cTT+Z7xAEvoEUICupF9WoFFaRGVhnhy4wWSaEoqgdyUwaHQa0AKMyJ0slgz5HIwRXcKuxphIj\nhPIbk+jnFrLLnxI4qxyCMN2foZyccl4JfkM+BRA1pHBZYAblUgJWIX0KhXwqiyxhVvdo6jr6VYzK\nLBVcy3ghXZq7gWyiVaiQAkr3hOcOw68WBMBLdjoaK+0md9q3acdfLfPdY+QwkQezFAKEkpfI2P0D\nDNMWHsiBE8E8fBarePoAtBsHCMsAyCcQctaBzS3NKLX5tVTMaeMH2Egk71W0U/Fy9EYKZOZ9ZERi\n3zR9J5SOGg33TFVzvE72H+DgEs8pSfpsEReJquKa5CorkrX6RqKc/LeQWnsZ8DSBL0/1A0xSPsFO\nRWawEqdKo4lCYKDjDKXdM5Q6dK+me0Q3h9qFpHnF+0tIlDjls/DLcgQ7/SZeTGVci00wbH6EXBoT\nv2uB+N7ozwSKoVJAE92o4YnMC6CQQK7zqqKxCbAvQZsVJTRlGtU1WhgYabNazhFKpqm2Kg17ak/b\nusk9I8qRP+T53ATbF/Q9x8uZCdwci0yIWehQ0QOYPGQZHTh9IVZWaiVcyk24mtd4cAcq17/gGYke\n1oM3iR8YS0b5JFLjZ32CkTgV7roQESy6duXcCV6n0AKiGLlpL92XR6icV4kpYql7IklGoI3vTBhZ\n6X3GJjTEGDvE9Ur4AbC6I5F05J4Qo5Hm5zLc4PgyMqT1eC58fgY+Go6H4RyAYpU+rDBhMnFeUz0D\nFbrLIzMPc3JSCoKDSKbi9+h7TwiNEl6t13W/1IruHIhipaWzH8GoEl3lJsjsALhOMkU3iWQK1OtK\nSSB3aCLHwcsfEByEoosrRFhiGVloDaYfhza1+jE45MxmOJAoTfeh94WmZkWosr+C8dkkPPKhJTwb\nocbXJRY8O15MGMgRpXCdDTnqMpcgAnBPn8AD+wc8IRnsiJTQF9tyBtgURY5CaQU5DStvnddUiw0z\nhZLyuzlco1QrTY0UOLK/BlAwEqXxxeAAInPJh4jaUI7EDAu1tAiGBaWlLBhVsJwrcMJhPqmRFjw7\nkySaiYUTSmrq0JQTvotJlZNeEYztbufK1uqBTI+OFVhPib7ejoXL2HoRsEWaOggb7/GwbGSi5quS\ndYk+5LhUkVctUd4HzR0HCIk7YrJnDuquO0LC80BaeHLeQOZcmPoOgghpRx4tyRXGgLk3yvO+t4Tb\nqLoFxevlG1kLmCuLklRKPCzj/Ce66WlGMPJc56b4ENn3EbN9Hhr5Lrp6Yps7p0DNhjDyGVGd1O+2\nk2HSvNb6a0yFF52opFTaTP/NBhUHrEp2H2zgxCpmfwXZk8rVb0eU8zMIEio3OxXWvUMKUOitIWOG\nAZmyE6WvqeVX3bKj4X5qaJ1EiUzSRfRHUAlpk/K7GZOXHpNzCZL+0ePAHJPnzJObB2xaCQ2ZP0Nx\n03ou3WV0Ln/QKDIhKOvnhOFgmHJG4HGxoQYMk36KVzD4cCzGuV1oVfe3IvdLSABauxZBNpL5EXnP\nagKSTVS1OrlwTm1ZoeBEzTTvgs/am9jDVoTgOlpRexnx7DO5zpGTW2v/FLM3yyajqPAmKpJU5kPk\n0s5g7wE2MT0DVWa8oCnUwWoU3XMUWlWCWs4O6SyHNRk6RhbEjZHRths7SWWIMSqELSRSDkbe7wbb\n3nu8mDBIqOlVUzACsJHEvciUStcNaTRqdVBgCGseYSUI9rx9+lzLq512WL5rz6QvCCOtEkOksQtz\n3Tnk8q3dKy7V3s/n/GW3NYVBdlNBXzOISaME3NUDr/0CR9qOgUxwuWEiInDYwDGC6MlwW8ix6TCw\ntrGhvckwoUMSygfIax4GPLD//+EZUVB3YaewMqSwzfBsjhl7ODL5xq0hdwooL2Z0bHkHNG9ykGnb\n+0PPR5s3BWj7IYLFaREo9BdZokcLQGbTBDa6yXvYEBnmJnjY+4AVoGV33xX1NEIJYGs/f/8RKZvs\nXJzJQHOh2q2tFZUWnOYGexMuhaolbLJTlCIWMQyKYOg+sA2bWUI4a0GVoLHf11pQ9vpXHS9nJriI\nv/vxZwRhYLrhsuhJN8+mGtjDJGLKfG2gN10CwAz3G0Y6WJZeeTGdhIG87SlYo7Q7v1roopa5NGts\nGpLaGwnZBlQJtwkK2SYemX3GHRqW2l4oQ3kB4DO9csNHRw4ueRgP+OL2iMc18fpy4GrARyPw+nIg\nMPCTxyd8elv4Yo5Mg6YGc8uMwRQEi23LgFfDgVjZavwYeGA586sDuHrmI4AJU2mmrUxQugw8HIZX\ngyXJlh2JHRmenRFwH0RMex+ETGQSImCbRSjmc1iO24ulCc3UkfTwhdrjleaTtq94xIaLeO7orD4g\nEDM/67545U5cCiSNFKpw2+hElAbsDrr9MOSQ2fADQ/6EWIJQOGc7+tbKRKQFo8VC8yNQfRm0BgEK\nB5mY0c1VhByzerTN3CxtdzgW+zJ8+Hg5YUAmcYCQOdt4HUu1+lb9BeRtFzd56PtAmGe+Pz+rsJSB\n2I1dbmRbjVCBzXbI7hJJKmpQwoEfQxQxbGIir6m8UQNk/pgBGhQKNFTVM4SjztV5EbGFOg2wgS9W\n4A0Cnz8BD4fh9XpMbX0YTrbGfnRD3E5cx8R3HwzfeBj45HHhzblwhuGp4K9ChgMXy0Sjb1wcH1+G\n5BBecWry64uXrZqPt6p+IAV4Zi1eh3NYiXWjleOCcy7c5qya/8nzGM8jN6EzSQaMDID9CkqGhvw1\nNM4K0aHUXej+tAdbmLN8MmWmpfc/Ih20VqfZksn6Ckmn2p++JOmB19jU7v13QYsks0OrOpLUluFL\nOia5AXNb6yRjmkX6m9eNfY0kqEJJdqzXQFaFIgCLn1Jh4AFgpHbS4Cc31ecBcM9uvkh8k8wR5fAr\nKW9RWrg1QF9HzFcMF6hyX1GH2SpnixyEoik5eoQUmnDA74twRND8DhRZYMqPhBWSuF2Zk9jRDP30\nvE9YaqzBPXwK4O1p+BwnW57RPJgLxrDgxYHXntD942F4bQNvA3icwWw3Zm5aDhl9fTg+PoBvHo5v\nXBi1QEcQVk45zSpFl+BSdSd7ArAkeO9dmWsflWiF1cipDhL28gJEFZCoKEhp8/5OHmvPfCotvUoT\na/9b8BvfMO+sw2xwIkZPtRuFOrBB883k8WfmhxynW75H+SnADZbwJwK0tbJXI1amqQfY2yCdg0Y6\nSFoog5f0RTRFk6Z6ciZcggXIU/KtBAayl8JXHS8mDC6WJbcXqAciB3wO9bDP0d6pJeUIFHNRCjKr\nLwkzN2+Re6W/jfmdRaMSILyP+ik6vtPj6Go6dEitkAf6JOWwI8VIandtATVzwoh8Hnq/FVVSoFH5\nCooEiPCAHIQSM09+rgXEicMHlnE0WQBv58I4s9vyK5bPvrLUMGoOcngKjlcjsv3Z4ThG+iWy3XcQ\n6gJPJyF/GGPg7fPInHtGCuZKlMYVmmGZGCNBwOfXfooJrZAY11W+GCGzivVRm4bCuAGzwbVUghCZ\n9blCIAQHlC2YfQBMg1Hq/WYyfU3SRX6HdNjRJ7LRG/hZoYQVYvhtA/kZl3Zano1laBosJHrVfRtQ\nIeLFMuyc/4DKJ5hcf6GHWAsXc2jgqvIWvqZo8euFgZn9ZQD/KoAfRMQ/w9d+H4D/GsAfBvDrAP71\niPgJ3/sPAPzbyEzNfy8i/of3nffB+OBQZxyD0X7yZq1M9uFiLyjxp9OH5QDTYnvZ7R2Tl6TOB2Ke\nNxe43ygMydRalOYW86v1dOWXlXDK66cCjNJ4auOVpkveh1dqMzcUzSTpNDQSSW7wZdOQwwBfM2Pe\nTEd2etarIk3ZjTB8MQNv12TNASE/pCFTO95W4NGA63kDIiMH1yOJfcbJrkM5Vv3pNvk88smwt0Nl\n0dkWbUnEl4y1ar0qwUb3wn0Q4eey3ycM7apeOIxKMEOIBZ1JJ7NzGcD92rY3owQImnYUztSkrenz\nIt0pSoIAua8yA3ckVAijeAehmSBBOtJPczqX9WyL9M6FIDw00mxwXaKQba/dGJnZMMntYTnBamHU\nDItE0L93M+GvAPhPAfwX22t/AcD/GBH/sZn9+/z7L5jZnwDwbwD4EwD+AID/ycz+WLwn++GVATmB\nBiRqepItc7dPs0IFYvBAbn5m0OVrrrg9YtPgqqrbHEg7bLPOHJTG4u5h974DyrDDXQHSPXRVL4Nu\n/TXQhSMSSIumgZnQ7e7fIGKAGBmApSBYzDzL52sPuUyeohtQVVh2T4q1EO6YEXhahjeLE5csnX2H\nZ3nrMODNufDlNKYgG16N/Hd19V/ANhcw7304cHXH8sWx4M2kK7Kd2lLnZarZFIYoJsrPN/w2U+Yd\n6rUZUUIGAMIdmmeQWnLVqhWqqnMIcdDwMJBeAOLs/N3BvZFAiD6HmB5RZpJMjGW61jNTRkJQf1EY\nyITRa3NpujSdg4HNrKGPSwIgWkAOrZngFDJ/ZYxg2nNS76CgKDX1e0UGEfG/mtkfefbyvwbgX+Lv\n/zmA/xkpEP48gL8WETcAv25mvwbgnwPwN56f90pKzpwATYrNhzhKMKCYU51vRf0BqI0f9PLOqK1t\nCDeLwPRJJQ2hN9ms4GH+vS94E6kotfMH9XpUZZ2EQBWXkNiqPBVWDUpqIIjuT3Yq0Dn93PRqwEGm\nCnR6csXVebNKNjLL6U4TwFMYxlJDmNbox5nNSi8OjlsHIxfpcOyBHElalwWcA3hAjixXU5W1Ypsd\nKPjd+y4TIQmYJbu1pI04JDTU/8Cczzw1FYm5CZGNyUQnuVZR++aQjd+baGT4YuISUKQNA1SvUAJB\n64q89yUCfE5/fP/+//n6okSUYNBadUaBVR6FWDqVERuemJCp1zlrbBsgG5WPaXcCRIrmq45/Wp/B\nz0fEb/P33wbw8/z9F3DP+L+JRAjvHgGYcZSWNoJCIHbmj5bM+n8xU22gNJNVYVCVsZYW2uw6rpk0\nqzRUb0tvvAgi6nM8P6J6GxgfSFrpcGm0JMS5AmtQy9ediOGtiE1arDWTVdiytBsacZRwjHRKVSKW\nbUFTUz7FtoKmjrqRXZqi+yjcIvA408N/AYe30r9wONjGzVlUBRzT4CeguHdpYDMg0v+jnAQ3RSKk\nwTtKkIxLFOC2kXsObAGFgVv2rrCYMCYqWYwSMDn2TD4NMX6TnZTODghlOta9w6DJ1nfC4NmJEvJb\na/u7q+QrGT5cpfmDCiCnS1tRgdqTyQhNR3MnGzXZWiEt7GjD+rolbCVMN2T0Vcfv2YEYEWF33STe\n/cj7Xvz1/+2/K1X7zT/8x/GNP/In7r8iIUAisUCHkdHMnWvQUJOc04xr0vBipk1iS0hIoOSpoJWW\ntkKfthg8wlA57rFpaDNOSM5CqQcfmBa4RbBMmwSK2Bqi6Hl0Lbt7nhDDm1UoTJ+RcAzYVntADUKh\nqD9qTVDGSBKUtYNuBqskPTXZzQxjAU/GUezOQasUvpmVmecdfDYlEx2I2ojdNHB3Jhtx3JqlH2JQ\nCIwt994MVVciQZfIKCc25cM4E5LUb6FDzfIBqOnLnifQSqQLlSTINCpeeS33HE8KKoHw7tGl0bWR\n9UxL1bIAhVwjjMVwuHEtlRgm08TQQldU3dlOTfOg0Pibf+tv4m/9rf+raOKrjn9aYfDbZvb7I+K3\nzOz7AH7A1/8RgF/cPvcH+do7x8/+C3++HTW0saQiDKrJ16KgNiYI31zaU/83QLkExUxtoBUTgsRS\n5sCGfUvy34WjSq7W+VKbRTFycPG1wTNSEyzLvoNJ0AldOzmXZgoFnIeqLNl7IFqABTk+e+Wn7Zqa\nKc+UPflBIdMOU9FMmTd8vZrCbgzsRYypWSs2b43I1OxTzWYHE5KGWaUW17TjcipuaMC6A5JbQ3Wh\ngeHGcm3ejwQJDL6iS755bzv6QQn1jgfx1fzp3ibldh7pj4je9juBEVa+qI3gNtqQQHoGD/T1Kl3u\nb3SnaBRakGiXeauok5fUyIyE/E5UurrVRfmkgeyizX3/1V/9U/jTv/qn6up/+a/8VXzo+KcVBv8t\ngH8LwH/En//N9vp/aWb/CdI8+BUA//v7TrDXaWtFhiQ/7zxt2kBsXlBpJDFKM76+tml8MnnlYtai\nN6Np31tjAhKxBquNAKI1byEzSuvqSNyUIg12i1k8lVA8mTjppy+shKZ6rx8I6vUn31DZtt7dmQre\nPns2Y5oyx+1s6cc9P3HAKwks7z05Q1ryQCMVN3BsGjAszZ6sXEQVMXndY8q6FBBWwsDQgmFHDLmc\nm8Dlb6YW17XqQjvaKz61EnfYAQpGGL32yI5VcxmZT71pEiyK2wGwxbDl/ed8p9NctKQ48T3heZeu\nM1F4gxFV31BmGs8TyJBkVGFknU+Vkxpao3VS70515XYfOS6vocKdIHvf8U8SWvxrSGfh98zsNwD8\nRQD/IYC/bmb/DhhazOePv2Nmfx3A30EWY/278YGczdLieQ0SRBRzStpqgMb+TO0xtiRapKc+0Fpz\nID2r3dee14nevI4QoBBIEhrvgyq2NOyueTetooZYhg4NNVHwCozxb1Tebdairw8ES7RRqacaIyYu\nthV1r9WVGQHB3eYsCYZeb4VtBy+sJqnVfkuML58HXxvW+QdXz2nFbo7DAxeLDe4z9Agrfk2B0RYy\n0GgB/Lxi4W77veoxVu9VSPBuzyla4H1idNKO2sKmTGAlwkqBsgsmkgT3IZOButYin0c9FyyYOlzs\nCKJWmQZRDLybktvm7LIt6Y2JRpWTIqHIQqgUlBO31U1LFhFoIQ6tqxt8nVn6DivB/Hs2EyLi3/zA\nW//yBz7/lwD8pa87r8tLjtapRvhYCjPQXYPz5AAHWWY/PqCTQVZC6dKO4LlqxUsIbD82AHcvszIi\n8Cw0GaWX6hxisLWdM/c+CUCp1ua90aVN0I607n1IRqj7szL7876iCLnMFxFx9LMWmulbKibfi3Yi\nMlstU4IZltX5mU5fTLeyA/VcAcPE8BRoy6xa0ScysM4dMVR7elXYgRq5TJFQ4VM7H5MetvAcEuUE\n90brXypFyWXMHSjEEZ3ABJM4J7sz/GeKfEdfG0hGTkfoktre1pLmppiRz9HOPa6vKCgkOgI116EU\nzDN68hRenbos5gdzNtJBvThzUwMRHJG5Oqsnee+W724+ve94wbZn6vhjJZ2VEFOEW+oZXQykv9FJ\nK/pCiwIxge0oErufU1N3ttAverspHGLzRt+ZGL3fYrBRWFc2Zh77cBi+Un8H9tBoC8fd5Nhj3jCr\nGXt1H0RGxuKrCktuGg2bQKnzwCokoc94nXP7pwvte8O19rrfvOxCZNZh6Hm6MvLeX6DvWwn9WnOz\nWhM9t1CyZjIWc2O/v6hzBM220I0pXY/CQuinovWW512rg3wp/NLvE0RQ644mpO3J4MqFIYSvJypp\nZoUjKtQt5qfAvFh2oy4nNm/bec4MB2d0CjNTwNVVuughIsesucww7kPsauz9x8sJA+zaWVpjt3vv\nGaMgOiVvIYuC90kIgpZ7PoHtRLtB2CaEDbEVFJRwF2zepCxvbhPw2x3sbbi48dHP0ZENQMmGwVFr\nYBu4yjugFJKQMzCcKQEDK6GnJi/72hqTnGJnXOtz1YNuzljHllGIZuDDGCEw+gc8oyYXWxh6Zu0d\nNS5WwvuVJybKCQpmoyaWlu212pFXLVRE9hyo15tO9OJ96I/vV/aYciOzzFcXUUn1CsNpyuLbBHBj\nQ5YaK+25xQYQm9mwGQ+hTBQU+mh6MlQJPKVwdrWKCplXrQHXapnB4fCRqdCLfoUI+SNW84hvCIf8\n83tOR/7/65ATS/3+vWClbQQrydnaNYBitgIFRRx2/39rAt2ZCtasq9+lgnL/yYTW32sVFLWJYv4S\nLLySNOhuTy7axWu7Q2m0FIKKkKwq1qn3A410SCCVlSfGWvt6bAlIBqiCzWHb9WjPmpSmIjjrTlAb\n0hzLSEFUTcPFAhfPWoZh7MBjdB5SyKaAMj0GAqjhpvSKwMKqSrX7IvVKav3uf198Fjacs31uApVD\nCRkrNJE00WKraMuQmYnLYJgIJUs1W+f6e3aGuoOT6F9zz6LoJ9FS0rh8L2XcWZtFJgEsTYa+ftGf\np8mcfM7CpVBsSsnoUcNm++b4DPFTPFFJAlulvopXl8KCmGqLOVPvVmstfq94Ffe/dwJPM0Fr1Twq\nww07qBaTbTbfM20keL5defsNdwlNAB2hsdnwQY0t4oASdZCNUvW8gTKpjFA5Iy8c8sr77IpCadt8\nGg0gyeSVKG3c/xzlatjXiQuZa75qFsBaybLZE5Aw1oxVkJZ+BBG6dyOURiHbmmitaa/s0Dv3BhtT\n2kY3Egwp6Lr9eQsx1wbu+xeqNHGtRv4t4e+Gix902hExmmB/2vo50Ir7xNLi2FDk0u99WtTN6nJA\nralBSVhEYFuyUy5uU12mnIMCPBBFKBywAnVftDZVUlaUH+6rjhcsYU47a0QWDKeWE2N4M40WpbRe\nwEw9jVEcWPY7iW7PYNMvlXseeeIyDfIMbcM1bsAuZdvZI61r9faOAsqpCcIzy+zAiPS6C4mEodp6\n98O21hoRGduXpiciwEjCufLZzIIhQlSYTzGU9GVkjYI0BNCFWjvCklZrJKR8gUQNB02Dg/kFGhS7\nkAlVJptgE9CqOalrRPsdKr9LzwFjCfX+Rq99/S5tz/ZgBnWUbqHaviTtg85pkH1XCoECBVoPohuE\nBpDkfe/1BmD9RXYyEgKgUikTD8XokgIVUUJ3nyrhuRlbZgYfd9KEvGA1lm4xByKFZvoKZGLuyEbC\nrR0Y7z9ecCS7Bpik2KpQo7dWsyIq/u3SXIEqJXr2fAW7BNVDmt4adUg41P/JyJtAgEUhBY03q8/b\nRqq2ExWK2Y3TkYFN49te4UjBJM0MlPBoM8la02//AFROvyP7Ggi6D88KRXWPUo9EoDXXjNbLemdL\n7oTCZPrd0I4/5zMeJo2P0nbqDQAiFgTnQSLeQSydZ5B7n/kjs2zl58+775iLUGr/82KK6VcPxU3Q\nxUZD1fhjMy3qVHryO+yvjc4H3YeXKBUoBYJiC8KwxCEyV63vSUhAjWIqDbuQcn5e5xISKcEV3R5O\npdItCDr7UYIiv/NT2s/Ae5WZgNTWdGoQpYHq9dT15XASg28wGyK8krC5Xd5LSpC4aYpn2Ya6vjZ6\njx+nxJagUv4BRQZPU5lzfK66u4gWBrzXMgVabaIzK60YBYYSburUrByBQDDMFNks0w039sJL+z6L\njg7PNN+DDLkQiNJ6csw+x7atFctfvUm+mocJfS0JWd2B5UuRISBEoH3K5VMUxJ5B2bJdKGy0e6rL\nT82sEml5+GOTIGpVNze6s4oSGrfetj3CdhXUb3fy6A64RO1/mblURaXtRQvWeQ1i9vy3UaPFJqBQ\n2l0CSP+ySYltEZB7jXhfqpzmhNksdfah42WFgaSfFgkKIXYlXuuwlIrOTeskHWkbQDL5eezW0Z78\nFhxNBvf3lV8S0QKoBiclLKRtCmzch/tQ2l3CCHy1DRM9UyKk1kq+EYOQkYRECqo9jASop81ETke6\nTcPjDK6hVcLQ8M4QvDxDG+JxD6/z3ivNFGaaV2CWnu09L0SrdepZg23mjePa+Yk7nw3NtswczEWe\nM8ggUfdVvoC4J+cd9UYJGC8zbQY6H6P2x8qfIO3de4aSBgGUP6n8haV7mMTE3IxCTZYrnuPV9zCq\nEBAKUYhGen1RfiblP1Ti0Z3G7+jXWr1+LVA2Kozo177aQgDw0uPV9Ds9zhooKhjZ2l5M4MyrT8Ix\ndd9Fr6kSg4qRdsjdVy/YeH9TTYB5PsXM9YrOS6Lcklsq1810NUUUFAaVPlYGXQsQhwRLMCsv7ijY\nwCYvfICabOyGGhazMY9VzFIRBLbOiCwtvu2azABXKTP/CcZ6JUC11Z2CJ5urZN+CNBdOfk/RlYw+\nGNzWlploLWyxC9E8t8wIt8X7yIa4gteal9A1Brl6TvMx4j4aUfezvRYyk1Z74KHwMpXMWoL+ybBT\nzYoo4KtDd2Thljo8i2bvBYzUhSjPIA//8+RchaBj2/tdIKjsueY2LGLD1Q5URRai/oe7+ZBfdbwo\nMmhIT4eg2l9tkBx4npizaU7kqHYRkSilt16fA8plTk1rdd7oD2/Su5i/PhL1XalCZwbapuuoVbst\nWNv9UdOA1uawSqbvjkjGtWHchNfJarwsBiIxao1gHNe9Nm2f8FM5A7lu6rFPUWQb4i3VEX1ONKyN\n/XUDrNDc3pWKGoynSoHR+7L7CyTsDtidgEsThnF3Xi/hfKs2N8NU/wve91L6Z3iFFGXeGJGmBToi\nwso/2fgSlLrmhCYpg0JC8ybYMMQbwWmAy8UHU67z/Jhdi9LNGvVMqOdpeNPi4o6maCLFCjosV103\nW62T+afuZbGPRfrWQt/fnvFDxwsKg3YcilhA5q7avtgQQjF8w/R7vR7b5wQPm/B23Va8DxLOJmx2\ntFj8b/eL2DqSf8fuJOT3rE0EpU4P5FTjZMZ8PqLSAgJHaVCrEKpawfuQvyPJ/aJe/5AAAP0UxmtT\nYyyug4iCP1299tTIQ/dK+/ZS8F6NNe6zDnch+M6v1utb7wnu83YGFO69h9RVo4AWRAjCZ0NpTuN1\nEJo41fs/AZoVZNrI0GAy/8yF4hXkg5BpODf6632Ou88rI7BEKJFFdcnmdzSFqeA8H/iOdkNuSMmG\n0H8dCdDulQmxKiV5reyDqM+mkMi1XXco5KdUGBRBbWHDfF0NTA3VLVj/D6EJERs9wyHDYjE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6EmVpSTd7osozItUDOtN5ksBa2bdacbpJGyRKLhrAxEttNG0O8AWK1TShCtYaElalB19S3dVz6K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\ncDPDu2eav33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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.imshow(deprocess_net_image(image))\n", + "disp_style_preds(test_net, image)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Whew, that looks a lot better than before! But note that this image was from the training set, so the net got to see its label at training time.\n", + "\n", + "Finally, we'll pick an image from the test set (an image the model hasn't seen) and look at our end-to-end finetuned style model's predictions for it." + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "actual label = Pastel\n" + ] + }, + { + "data": { + "image/png": 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WKs9hFZYitTN2cR87zMqTyhlYiOUvdRVeXdJREPOPBUQLuaLGrEgo3mWYO8JX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9p9Ybt4Of19W7OXfbsAgKNmoNTwI0vwBGcQKvGY5rN9HPF6L//O5aJjNCQtQWBMX/OJhfm4G1Ge\nK24ByRKetq81QtHz19qUVLp46pFFKkzr0l8vbsMZwTRCIiFCJrGE9pgyWlnJFqoW6ypcVWGcTKUZ\na9FWZLq1LhOSQPRFXtx3hOGYwXsZs/VrGRvOmtsHG37/X73O73zuGzz3rZdpd3b4oWef4Xs//ARP\nv/s8l8/v0ta2tAoDZKSEUaNUSflcy/dMEU4deny/QcUjVLgL4S4xbcjZYqtdTH0B7fbwKMSWLG0X\nE7mwS8tjjQpIsUifEaVMEHu9QB6/F7wo+UAMvbQ8Y1/KhwFC4VCEFX7YSBbVDQzrnm59SLe8i1+v\niesNYVgxDGtS3+N0ZLYzYTqbYcuMhbZy3nNOIneGBC1nDdNpTd0YqrZldvYq7Zmr6HqPpGoSaqvJ\nkTNUVUPlJqAFH8ppwPsNSVtM1WKqCbZqcc2Cqlrg3EQCRMELlLLSoTEWo0eZ/nGz2aLjUomb6k8V\nDH4AWAL/6FQw+Bngds75Z5RSfxvYyzn/HaXUU8D/Anw3cBn4NeA9+cQnfBsMbm36U+v8BOkfjzFJ\nBUQHD7by0WN5MAYETi38sZgf/z6mnpJa3Z9RjJmE7GJy35zGUuQUODlmB9vfl+wgSzCQQHHqdSF6\nfWN8U8hOL79QkrYVsHCcbrPFSKYYTLI1QSmZky802JwyMSu00TJLYGvqpsVVTQkOE2wlPHhjxUpt\nDJLJeyEJDR2+XxN6sZALw0CMmcNN5LN/+Cq/+lvf5JvPXSeEyPf+wPv5sX/tI3zkg5e4dHGOVtJC\nrO0MZ2vY0pfuP0L2bNZLhvUh2d+E4RWyv0YMa5RZULcXqafvQtVn8cmU8zd2YqRDM5rH5JwK0aic\n8xggBSkxciomvL4EgizCKTGQorzXGAbC0Eu24QeS7wh+RfAbou+kE+Ijw7Ch747x3Qa/WtGvj+jW\nh/TLI2K/ROeAzoG2qZjO57hGQMKcYOg7+q7H1BWLnQVNZUi5w9SOvQtPsHPhvVDt0kclHSslvExt\nSoC3E4x1KKvQKhFTAjuhmu5TTXapmx20a9F6nB6Vaz8U6/eUU2GYGsGelHg7nKwmyUaV+VNiBkqp\nR4FPnwoGzwEfzznfUEpdAP5Fzvl9JStIOee/V273S8B/lXP+3AOPtw0GcL8a8PjSR26ALC51Xw1O\nqTdldz+1I48gYCkBTuYIuA8w3N5+xBlI4qdUAofwFE409/KYvudCLx6BzXy68yDZgmZM08cuBIVA\nBVvpP6NR2onIpZM0UKNAq2IRoQQko9TpSgIZWSzERq75mLlopaWccDVV0+LqGbaRvrJ1FcaaoiIN\nZWCf6Ht83wnZZlgTh440DGQ0t1eB3/3CN/iN336Or37jDik5Pv7J9/OTP/wRPvr0JS6en+NcvRXw\nHIPBaS6YL8IjMQ6o1KHjMYQlqIgyDaqaouwMEOEQH9IWR3HObYVpFWWWojhljZ0LRSrMRAkOW4Wl\nTMEOAsRACP12DDqlAMNADoOw+YJkCzEM5CDThD4I1pD6jtiv6TfHrA7vcnjnOst7N0nDilljmU4q\n2Y3LaPfQ9QwhMd3ZZbGYo5InxjVuUnHm4rs58/DT2Ok5fDLEHEtJpLCVw1YNyjRo12BqAY+1nlC3\nu9SzfYyboLQj51HFu1zbaQTaBaMZBpGFc64SYpd1cpmnE+8L4759ZvD/tbV4Pud8o/x8Azhffr4E\nnF74ryEZwlseoyjqidqxHLJ2i+9AVqWoZlvjb+/PycI+KS3KZVmkuAp3GJJw87f4wfh0SUGWxZiV\nElceJVTGklCQT/+Xc5mOK2UCI7A5DoWwXaRk4QqonGVQR4tsFaeoCzElGdxRUpNvTVVG++xyXjSy\nexojC8RIhJfgEAMxdPhhw2a9xLpDmnaKqydUdYupJ5iqwViD0QpTOWxlUU2NbSb4bko/bPDdmtht\nODOFH/vkB/jwhx7jX/z27/PZz73Gb//aV/j8577Fpz71Uf7ypz7Eh5+6zKI1D5CqTj4Tow111aD1\nBKX20Fzc3iIjmpHSuo0o5dF5KCPXJ9oMekx5lXwmMcYSJAR3MVkUsPUIJioJvGTQIZCiR0UrRC5f\nCfhoJUiYKCPRRME1YgjYMFCFjugH4jCQg3AAprvnme9f5PjeDVaHt/HrQ466Y5rgaTPigZhEJTop\nxbrr0MlTOy1GOWkgpaHoJ04JKdB3Hf0QidlgbYubLHCTKbpgQpWdYesp2oq3Qi4emicrBOGwZNDa\nUVfCbel60QARA+GIszJoF1N6244Q/BnwDHLOWak3efDed5O3+uXP/N2/u0Wan/kLH+cHPv7s+Hjb\nmmccOkrjqlRSUyvUNvXfZgvjnME4hFMyiu2TqNJyHE8k40CTLqk/SJo6tr8KB+Kk+ygZQjpdSpQ/\nlf76FvMYY1gRK5U0HSbtgqadk7Vlud7gQ4/JblsmSQbEdjFsA+DJuS52dIASHMJkS0gWncRsJMZA\n8CuWhyu0qaiqFttMqScz6maCrWqonGAWxmEnToQ8fUPfOIaNwa43+N5zYV7z1z71DB99/y1+5def\n4wtfvM7P/c+/zlf+6Hl++q8+w7N//kkevXRWxoUf+HyV0jgzDk2NLNETBoNIgiuUOQE/tfakUVNO\nCUlLvCyMiHvo0kkoGY7sivLYqdiPo9NWbSpFRUqGHBNKOUwKZFtEVGJhNKYoRrshCnnHrwsOISSn\nGHqq0NHMH6LdP89mdY/VvVsc370G3ZFI3ZMwRT8AZfAxYxNgDUaJgaxSMliVjSLEhM8ZXdXU0z0m\ni3M00zPUkwWmalC64vTSPBGVP9kgJItSJ2c0JzGrtYau2+C9p+87fvM3f5Pf+Z3Pysb7Vgvx9Gf2\npygTns05v6GUugh8ppQJf6dctP91ud0vAf9lzvn3Hni8fLdIVqms8CTGy2kkmOQyjaSV7JbxVL2u\nEZEIlaXVNHo1ppIqyo4pFlxaif2WrNC4xQrGelzQ6VIu5CyodQqC9Oai31/kuUZp8pHuvCXc5ETd\nNCht6Ic1wQ9CmaVH50jTtDg34dKVJ9jZvQjacf3GNZarA6xx9H7Ah6HgBmMEOAkG2zg3Bog3f0CM\nHZUT5D0QU97SvU1VUzdTmmZK3c4xdSPKyFqXeQoRFhGV5TXd+piuWxMHKZd6H/jCv3qBX/2tb/Gl\n5+7Sx8wPffKD/KWf+Bgfe/+jnJlNyovZvtJTy5/xkt3eYvw+/hyzDG+lCKCx1mxbp+NXQvwWY/BF\nL5FtQBAH7bFuLuzRIJ9hLi3JFIKUeKqcoxDknBXHphh6kt+Q0xgMAjkJ+Bh9KNTrDXlY0x3fZX14\nk83yHr5foXXEGI3RRrwxskfnnqatOXPlUXYvPYGZnKHPFb6wUyfTXWZnLtPML2DsoqiDj2FVb8/S\n6fMmnTK5fvWY9arx+s6gJFsUhTBPzllG002ZFG3aP3PM4GeAOznnv1cCwO4DAOLHOAEQ35UfeBKl\nVL4dwxa1j5S0PAZ0kc52RmTQTckSfC77eoqFN5BLCyqenJCtBrHCx/FCEDAmyZOJJPgpBqM4BEXh\nEJSAk5KXNCvHrbjnCMARS61ayoUYPEoZLl15lHY6587BLQ7v3cYPayoTmdSWvb0z1PUO08VZJs2u\nEElAKLYkbt874M7dW6Q0YDTkFEqPWZ2UQeXCHzMnySBGA9lSZo1/LxlMKmBbjFEosyljTEXTLnCT\nOVUzZzKZCJfBFFu5DPhA368ZOvkKvQiMRAK37nV85jPf5DOffYVvfOMGV596lH/7p5/hx7//SR6+\neAati4zbAwHh1L52clGf+nmEfkVYRm0VqUb7ynFpRKKoW6cg3AutS2khl5gxRsqIrEpgLyBjCqQo\nn/OIN42pNCFuN5AY+uKDLgF1JDbFcYgseJLvpUPTi2vVanXI0C9RMcj1FQdS3JDSBucsexev8tDl\nx6inC7JrsZMd3GSHarJHNdvHuCkKtz1bhXbHmBaeLqHl/OWTYHDfH0q2rAqGVQKn94NgKGh29h76\nU3UTfg74OPAQgg/8F8A/B/434Cpvbi3+50hrMQD/cc75l9/iMfOt4OWt50zMogCTk0cnjyHQVhVW\nyeJHabSr5aRkRSglwmhFNV5Qauz5l4ssxsgw9AwxEFKWBVGyCx+G0rfOpV0o7UVpY8WT3SLl7Qht\nTl7EOqPYdscUUDnTNC2Xrz7OfL7LZr3izp0bpLihsZnKKIw1uGrGZLbHZLKDjwbnppDFhToCx8tD\nbh/cYOhXKBW3xqdjN2NMD3LO92Efcg3k0+d2+28B4EQFynuxmUte0mllLVUzp23nMiDTtOgyAiti\nIlFm5PuOoTtm6Jb0XUccItFonnvlJr/8y1/nd3//Op3y/PgnPsBP/cT38sGnr7JoRZ//dGZw+up7\nMDCcvgJzFvXpiAQ7CS5svSwgM3hPN3RAxllbfDvzlq+xxRVGYDcXdaQYCvg4Zp+l61N+H4sylPxb\nsggSpfzyco2k0crOo7KoSA3dmk13TPAdBPGeiEXvAA3zh85x5sIVprM9XCMCs1WzQOmGXFzEJXjq\n+84RIB2vB4JBKpvAyXkdkWm2oHVCgoXwNALL5TF933P+wsN/uszgz/pQSuWb3QrlI5OqJmtFCF70\nhMKAypnKOJSKKCWI/dZ+LGm0rUsyIHvQFmdQ0t+XFqOIbsoTQkiBzdAL5qA1vuvxgy82XpHBy0Re\nOEVyySkSSl8+FdprioMsMmNQyjCbye66d+Yhmrqi744ZumMmtSF2a7r1kqzA1RXaVEzaOctVYDY/\nR9OeQablJANYbg65dv1lEl7KphID7rOO22IqJ8dJC5RSPsoS0/o0wJchjjtFj4+ekA3W1kwmO0xm\nu1STGdWkwboxRVfkGAnDmqFb0S07hnVPCGu8GjjuM5/5zB/z6V/+Bt96+R4f/Mh7+Hf/+l/gh77/\nPZw7M8Vs+wwnpQOcBIMHr7wxeMTyFUp7VuWMMQZXlksCet/TF+Ue5xzOyYToyBPR21buCRclhkAo\nLcpSK0LOxcMil38KuSnK3DQ6q+1QUUonnap8OsNIsYi+iFVeCkW/Ig1M2gmLM+dp57sYW0sXyYyu\ny9slvw0EbwvxycnYdrdG9en7gHQS29kYKHZ1ihB7lsdH7J+58J0XDO4c3iB0a+ZTSZFi9FinS+qu\nUcrhKuGwx1hAGq3IyWHtdOtWrOQBx0dGDCmGsktYlEpABwRZMMoAFmH49+S8xvvIpst0QxKL7iHS\nbTaoYmKRswCWcRAr88lkxmQqjK/dnV1iTmhtqJ1l6JcM/ljckH1PSlH47KlHIVz9vvO4yQ6zxWVs\nNQddM9J+bx3c4LXrL9LUdiu2YmwpGfLpavx0RnCSDWTYtltPSgi9BUVBKMAhymRd8BGFmMzUkwXt\nbEEzneGqGmulVCMnovdCzFmtGTbHdP0xPm6IyfGFL1/j//y1P+ZLX7nB/oWz/Os/+gH+8o9/lCcf\nuUhtRpmT+/2xTl75mwNDhnHsTEoABMx1px4jkfHei8U9onxljJwnPbZRSzAdZeBiCe7jzjpmTicg\ndEnSU/Hk1EUcJo6DbiPZbHzllK175PoK6y8n0U7wviMDk3bKZDLDFNdlpU6fgbEwYLu7n3YW3z7F\n6VorywTNiCGpBzKDXCCn7UMqhSYShp66mX3nBYPN6hZDv5aTHOWdTiaNvFktFydKE/zAcnXIZDLB\nVRVaVSiqclKklwuIcEb2xHCIUh6lJhjTgorAMTl25GxRZi7tPY4g3wFWJYOoSFSk3NB1juWxDMZU\nTYOrJhhjRRXYr9HaMWnPYOwUhcKHDSklrC7DJCoL/TX0GOcIaWB9fA0dNwXE1ESFlA7teUy9Ry41\nY0yB51/8GqvNbarKQlZFqkxBHi/e0fnppCU70rq3nYlTAXLUi5DxCCm1ZI0nuWiHAR8jSlmayZTJ\nbJfJdIe6nRbbdXnWEAND19Fv1vSrJd16Jb4GCl56acmnf+kr/MbvvcQqO37kBz/A3/ypP8/HnnqY\nWVPBNtw9cKGX7w/iCKdBxvH7KXh1ez+ZliyEJDK5mJHa0uE4ub8Mj4XgiTEJ0CCVboIAACAASURB\nVHc6mxjReaW3WNb4bCMmoUb89v7Tuz1yIU1JqSYtvq5bEWPAWSfkMFtvuwB5e07enCVtz8npAHHq\nJG1LhQeCwXi/IsxX/i9/1+SxJf2WweAdG2F2bo5zLSlu2By/yNDfxVMRhxVJd2jT4qp9oGY47plP\nrmDUhJg6UBGDI7Mm55ukOJBpyQn67hauiji3D7iyeBKZoZy4HnJHytfJHKJogQaUBwTUbBpD5VrC\nYMnZUFU11lZ45Ql+w2Z9E60zdW0wpsboRPBrURMyFoUVv0RXAxYDxGZDXItsV9JJOPJDpNMWl6Bq\n5mJcog1XLl3lxZeXBC8eBK6imKUUzf4iZLF1oubUAlH3L6dRl0EpVab+2AYSrXUxe7XY4BmGgc36\nkDD0hL4nDjs00zlVXWONwRqHmghfXsQ3gVXC9z3vvjrlr/8bH2C6cPzqv3yVX/r05zm6dY+/9W8+\ny8e/5wkWM4vQk6R0O4F63xwQvt3fx9+Pl71GevxaUQbGMjFK0FJaxqQzZc6pLB5nK0yZ2tGjlKyy\nJxv9+NiqiOkgbM8Hg9dblTnje8gASlNXDdZY+n7DMPSs1xuaOlNVldCGtxkejLyYk6Th7XWJRpZm\nqR1PlcrjwleSPWxfpHrL13v6eOf0DNJ1hv5luqM/JBx/ldXydTplyX5FiIekrLHNWepmn75vOegf\nxU0fwVZXmMzOkrQBdYfs38DoyLDKwA4m1dg0RyUrBilKXPYwLYoaUTr2pOxQXELps2QaIKJUBdkw\n+I4w9OSYMNaRUkcICq1bFA7yQByOGBB77UxPignn2oIBjLy80vtGU1ULvD8i5gFNT/IdKgY63+Pt\nASrvk5iRaWibHa5efg/3jg5Yb1ZsukNyilTGScu1WMCRS224FX+5XwQmZ4XA8iInpwqWsL1mAKXE\nO6Iqmgp+6BmGjuOjW3i/wfuedr4nu5ozWK2wVYXVMrCjTcV6eUDslpzfr/hLP/oUi13DL/z6N/ns\nZ1/k8ABu3Trgx3/wac6e2dtKlm06z9HxHTq/pLaWtpnSTmbUdiLlHSfB4fSiOI0rjEdIoxeB6EXI\nVCol+MsOHGJEkahthbP2ARTjrY8Hn/f08SAIevr76dsYI9mWsY6u7+j6NSlFqrrBGLMtAbY1f/ls\nxqU7Emjvfx2na4BTvz+VReRyFY6AIgrelg3EOxgMlrf+IcvDP6A7+CKqPyInzzpkcjAFvdV0QyYF\nhbENplqg6l3q+ZMszj2GqyrQS9bHL6OzF4Wgeo6rLhKrR1HVnGQMqpoxmeyh1C7K7gFzFBcwOpad\nVAM9MGx3To2SEV5bxEx9IFuNcy1aNxg9kVQzd6RwhO8P8CGidIflHNpMMWq0+kTwDudg0pBYkXqL\n0xNiWJHYQNiw9IdkPQfdEPw5FjtXmE4X9H3Pq9de4PjoBrZOCDAqi1i2xLStC8c0ORYP91RYl0qd\nCMaUO5NT2ZVUKhegRhtHXRu0khn5zfqw9PQjcb5L07a4qsIqJdLeeiZov4qs0fTdwNm54yd/8MPs\n7S74Z5/+Mn/4tW9x8LMH+C7yV/7in2N/f4YnsRk6bt17jVsHL5NTYGdxhsvnH+Hc7hUqMysXshxj\niQCiEneqSifmTIyJGKSmtw60NduSAqQ9nVQh+0SPM+5NbbnTz/Xgwn+7LODB273VbdQ2SzDSsh02\nhOBp6gZr7Yn2JEXe/xTeoU7XOt/21Y3fyg3HbOF0GcmfnBu8Y8Fgff2/I2/uUudEGhLRG1LKhADr\ntWLoBcjJPpNjxxA6+niL+UPPs75TUU0b6toR+iP84KknO7T7V0jxiJA3uOpdBN+QwxuooUebJ2l2\n34eIlIp+wLjPyIxfg1IBbSKVNmRblTFaOamyu2xAG+rJeXKWFpfKPQTQqiKlRAgdJvXyofevkrJH\n23PMF1cx7iy1NvS6Q+mOYdWTQgSCOAE1CWs6uuVaxDHdDrPJjLNnLnD37utoPaCotuIoSp/UsSqP\nnIsy0IVcEzFkec+qzCdoySRyQrwstSk9/Vx8DTSuatDaMPge71csjwIp9uS0T54tyE5EVrXRNG2L\nVhCoiPqYtDlimjyf+O73YHVi9U++yIsvH/Cz/9PniVnzV3/yI5zZb5m3LVfOX2VnNmW5ORLb8aIk\n/GA5fjpFH9PwB/GFVAhj6hSbU0KnBBJnbMmGMoGE4aTWPpnyu/9484785r/9v8kYxke3xqGbKTkm\n1stD4uYQ5xxKGVwj9HG0LhLrMJqFqIKGinDO+M5Oh8jxiU6XHSdcD1TBPtVbhauT4x0LBjbewqiM\nT5acFH2nCUFgj+jBWUU71ajColt1Cr1WTGtodUf2a1wF012Nj1NM/X7ahz6FnlzAVvtU03ehMITh\nRYJ/g6wvo5TM5qNSqV3HqDkSfGSGXqlKdPJNIBPRWRFjz2p1B9BMJ2dR2nK8usawGXB6RtXMsXaH\nw8Pr3Lz2G+T+OSq+LhLc9irpzEdo54+StcHVF6E6D84xdAeoqLHKoO2KzfEbaGq61RnanTkZmM92\nuXDuMTadXDwpJY5Wd0V9HI1KUv1W1QRrLcvVMTF4tCrTilJdl5IBCQpF5EzrJH16rcUJ22iM0rgy\nnjv4jqH3rI8OpJ2WgXaBqqsyhi0X8hQNOjEQyKqniolnPvY+us3Az//Tr/H8q3f5+z/7m1iV+St/\n8c+xtz+lXlzizOICsYz/mvLfuIc9WCac/t24DJRSYO2WCKa1vi9zOH0opTFab/8qoKIwFI2294nF\njHvrWMmPWg5vVTqcfl2c+t19P6dAGDr69RHr5V1W994ghRXaaKxtmC/OMNRzUtL06yWKzGz/PNVs\nT6TxMpAVMQ7k/oiQBlzVYqoZaNGwVDmNBmGcQJRjdvL2gQDeyWDQQDKK/ijTDyKGUTVCJ22azKQF\n26hCQ4ZdAHNil6Yy2IkmNwqiIpuIyYHGLbD1eUmNGTDuLK55CvR+iZSW8STJ6RpP2gC5O0HpcUgL\nMoJKEkCUTIMZK52OZrJLbSaoaIl4Uu748pf/CTdf+XnOt9fYnXt2F/vY+jU2d99A+8fZsKGZPc1s\n8UMYM0PZJSrXKNWgdZaxZDXBugZTBnKcrXj06ns5Wh5SOUc/rDl64R4xeNpmQWVrjIHZbIe2mXN0\ndMDB4U0O791A5VicmzU5F7TbWKnLjRV5tSxU1awUOVvQMr+ljaauW7Qa8H3PennIODQDc1xTyxyA\n0TRNg2KPddL0HJO7I+o08MPPfhfLo8Q//YWXuHZzyf/4c7/LmYfm/PAnnmY2rVGI6yacLPy36ibA\n/fvg6SDhtEHXTRHFOZ0Wn9zfp0jfD9R1Lca32wcqVHdG1t/9R8oJirirfuAx3woj2D5CoVdH3xH6\nNX59xOboDst7N9kc3SL7Y6wOKGuwVUte30BlS/SR9fFdQuiYL86zOPswbjrD1FOUneI3a9L6Ot6v\nmOyeoz3zKLreAxyjochYMYy40Pg+/6TG4TsXDCbQlzyuajVVm6kbMGYEQUpzRGuCh5wr3OQMyhm6\n1U1MAtRlMg1KHeHUS8TV/8Em/T6meRfJPEpSD6Orq8zmCyj1uxxSiBVxNTQdmSNSCmg1LTWcoM3j\nhWl0zXx6USTOEQswjSMQCMGz6e6QY8fxnefpVndgEth0iqxX7FYV08bRtBfouxscHj5Hyg/j7BMs\nD26DH8Sd12iqeoap9qjac6WUKRCkUuzNd8lkmqrhyoXHGfySxWyfup7IzuYcztTM2h1cXXHn9g3I\ngaqyBN9TVeJaNPiezi/R1mJcGXU2opeXUyRrgzIKqx3GGKqmRhtF1/Ws14dbjwqlQVVi9WaNgWYi\nXH8SMQ/060ilNT/47Hu5/vohv/b5mzz/+jH/wz/+XS5f2OWjH3oEZw2nluZ9n9B4fLt0/fTCNCWr\n2Spa5Lx1XhoziZREh5C6Fro7ZXbFmG02YZCS4/Qz5ZRFj4I3B4AHD6HAe4bNim59l259h351QNis\nGDZr+vWSfnWMH9ZoFck6Yatj6uoQh6XWDoYNauhYHj3P+tq3oMo0O7vM9h8F1ZDDEahI9lNyGhh7\nLDJ0F06IZgVQPkmxvkPLBF3PMalHDZF2ok6m1awQg3JWZO9Qdg9bXcI030U9/xC6qlDLr0NQVJNH\nsM2CFK6R++dJPrPpAyockvIRuoJKaaH46oyrZyc4i1LAmuzfIIbbkI9FacY+vL3YwQFCrY1hTSZi\ndIsYnUIOK6K/SbdecXj3dfrVPVTy3LwFlTY0FhQDg7+Dz98kT89zsPL45Lhx52s88nCD8gOxv0vK\nS4Ky9L3GzY+p/cMYXUkoUBZ1askorblw4SI+HKBVwhkHzNjmOtqwMz/L448+RUgrjE5s1ivqqibG\nxL17Bxwd3UEZ0NZRVS25bsmmwZpK9kilKaJGaG3QrqJWim7TsV4dCJlHFTPwypG1ZAh1O0FYoDJM\nFHzP2b2KH/2Rp3n+pTf449cyn/vSNf7+P/wN/vZ/8ine+56LMhfxba6Tt8oW3u6SNqduO94+ktHG\n0DYNIZ4oKlXGkHJiuV6y6jYsFgvaqiaTZTgpDOQkHaF2tsOoRwgn/IBU5ltACHJDt2J1fJdhc0z0\nS8KwIgWPcROcqkm6pV6cJ6dClfc9s/kccuLujVu0dcNkvse0ctic6Y5us773Orm7htoEpuceZ7J/\nGTuZ4aZ7aLdbrtNTwSqnkhmrLWb8J0Yx3snMoP4wWt0m+ttY1sID14GkHCHNqcxjKB4jqIsM5hy6\neRxVvwtjDZO9p3DVPlkbEahYXWHdnyX0PcYoKjPHVZeg3mMYjhk292inF6nrFhhrQUUYXqA/+r9x\nw6uoHPBmHzt7Fte8l6hWKGUx6kIB3I5QqtCEVQNqyab/HH7zIlXco81LfLzNYtqQ1Vm+/tI1uuwZ\nNokLLw7s77/EI+9a4UnM976b2fS9pCFjciDGV7j+xlc5d+7dGHUBHTPD+qu8+vo3uXLp+2gnT5HG\nLgIBhSVhMWZKyh3Cp8hkVuJgpBrqasLDD7+bmAdS6Bn8ihh6hr4nBM+t24n1aonRllyJUnCsM95G\nGYXNFWRxRMKKPJuzGtVkuk3HZnmE0a6MGbfYWuji1hiatkWckTNxLUNC73vfBX76r30PP/uP/4BX\nbhh+4Vef5/FHvsB/8O9/nHPndhAWghzfbrGf5h48ODKdH/hbKjwByPReWr/TpsVZ0S+MSQxfxvsu\nN8dcv/sazcSxM23RsUi2x0RICR/OMJnsU9fTMviUtztwCMJP0UaXsgKadoqx0zLlCs5OQBl8iFTO\nYY1iuTzm8OiY+WJB5RzVznWGbiXCuIXw5c4s0Tcewh/eYLXZEFYb2qtnmexfQtumqCdTzIMpA275\n/iwgv+mHt16Tb/vX/x8P5b6HrI6p914mx7U4zKQVVb2HDpD8GbK5DOpJXHUJ5QbWy1eptINKEYKo\n/eShY3N4m2E4xtga7y3WLqjaGYEN66M3MIPH5ZqwuCgz5bmTcePudYbj30L75whxhzT7FNaclSsq\nvELov4ZyZ9HmXZgUhJ6aDGhLzHeI+ZuY/A0acxXaOdqdY7Z3haRqXnjhs6z9bbqNoTVTtEpsDhT1\npKLN53nozMOolLh364944/VfoZp1aPc4090rzHYukdU91vdeZzO7BvkszeQi6r4OiMOoRXFE0pAD\nQ7ghIqrqDCAW8lo1KGdprCUG6WLsnbXYpuXunVvcOzjEarh0+SpVu8/Rcs29gztULqKcQeVKQDml\nyVrjKpE6G/pAtzmWXrlVKGtQpaXnjEVNZiQvHZjkNSZpPvHxp3jptVt8+hdf4lpf889++Tk+9MFH\n+KFPPsVsUj2gevAW1wxvrtffBNQ9cP+YwYdE1w+gKybO4oweNWbIWTFtZ5zXis0bx7x47atUbaKu\nNTZDmxtsSqy7Gyx2HmFv9yLWTmToPssMhC3ahVopJs2MqqoljVciXqNyxpkJWjtE5BXCENBDopll\ncBXVdM7Vd+8Lw7P3GF2RciB0K6bVGbg4kOMGdGB1dJd+6FmcexRb6y1/IOVEwkpXKJ90VGQ+4a3a\nkvcf71gwuHtnzd7+08BVcUyOd/HD6yh1EdIhg3+ZofsqWoGNnsbsoVQD0eDXAdOIS001qRjWgbgZ\ncLbGk/BZYUIi5w3Kb8hxoBtuYzZvYJRF6UTTLoipYz3cJcSGavaDTPZ/Ajc5Rw4vQP9Z1Oq38XRg\nzpOjRasJqrkM1XvI+TyNu0JOPaQeYwfqdJmJOcsHF7tcvjijX7+IZoI254UKnQPW1UzaK6hs6TbX\nuHb9t8jc5tKVD7M4+25mZx7H1XvkuMve/Ijga45Xb2CbXZyaITyDJcKGaBGQU+r0lJdoYumOTMho\nNEKCylkJlz94Fjt7tO2c/d2LHC9XaJ3Y2dmjbnbZWffkqLh3cJ1ciFQZS3IKa8URSlqPQQQ0uoI9\nGIfWjUwMIv6K9WRCMzT4NJSR8Q2ffPYpnvvabdYxc+3uwM//71/gQ09fYfboQ8CbF/Tp74n7L+e3\nwhLG22zb80rJdeETm80GUsW0qbe5c0IGm9pmwsPnrhLjMTeXL3MYl2irWaaeRoHrNxwfG44Z2Jk+\nxLTaEfAYYYdKrnlCW85ojKrQVpakzkItTymxWh5yePcOq/UR7XRCIPHG4SHKVOzvn2F3/yG0tuKa\nNcxQxXBHqcDm3hvcfvnr9DevoeqG3TNX0KWbgFYCeI9CqEnEerZJwncqgDjEC/R+gklnUfEux5tv\nMp3tYczjhHCDIb+CUw9RmYrOP49fXcXYh7HtHq5qwdQ0bUscbnF87wWMPSDm62h7DtM8jqoc+B5X\nr4hWo2tNThs2PnJ8fEg/RJaHn8dlxZUrP0X70E9h63MojkjxLjlHdHWelF4lx+dR0ZN1D6FC5Scg\nvxftZiSVwTqMMmIJbxrq5gKox+lXHoJBu0tofYacHSn1pJRwGFJdMTk3Z3f+A+yeexY3eYwQNf1y\nw/HBK6g0kIcVMfXkfB4QAZFMV6rWSdlJN2SOUaoT1eB8F23mkB2ouUimKUvWDltpwSJURtnE2f0F\nMcmIrvcbZtM5D195hOiXHB6+QUqKrBpySeSV0mhrcE40A0IIDOs11tZCoKmqLVhl65pmsiCHI4KS\n8uThy2f5/u9/H9986fMc211+53Ov889/4Q/5m//WM+zutG/aux7s1T/IOXjweDCYaEBZTa4UQ+/x\nQ6QzGuucBJjS0rdaUbspj118mt3lPi/deo7D/g5qolhrjVaGVTji4GCJvfMqlWqYuAmTasJitsu0\nmVNZQ4iBTbdCI8Fz3R9y685rnFk8wvkz72Kz3HB475A7t2+wXN5j8v8w92a/lqXned/vm9a0xzPW\nOTV3dfVYTbI5iqQ4yBZlWIIlwYCABEici0DITf6AwDcBcpVc5Sa5cYIksALYiAFbchLLlmiIJkRR\npEiRbHYXe+6azzzscU3flIu1q7pappjL5ropVNWpOnuvs753f9/7Ps/vKXqkeUGa5aSpIfiathGd\nTFwlqDxHCIm1LVVd4Zyn6I8xSYrRgmp5znJR01pLYgSDrEdb1ni/pL++S9rbIIpujPz/J0H82IrB\n1sW/T2APVQsiUxKzTbBjFtaQ5S+ibA8jU6I/J1EJOvZQOicbX8TkQ7yzaJ0SfYMwmrl9H2NqdrZf\nohg+i1Y5TQNN2Gc+OeLuz96gsiW9vsTZU5p2zmhwwMZQEeI2Qka8O8U7Q1vvIOJvkKRfR+oPiOEQ\nGfsgc7w7ByJaXcKGhhjfQokBIuZEWeH8CV4JZFJhbEMUApN4EAnIMW1VIdQJtnmd/vouz9/6Lzk9\nfp1Z9YieT2nPTxC6ZnZ6jw9u/4zdi8/y/Cc/i4qeDyl4/ac+MQOtm2DdDKOH3ZHL16uZs8DLiBR9\nBLHDqwuNFCBFhW3nOGznGE0yBClSCPq9PkW/x97BHOssUmUoJQlaEmOnCxFKYRJJjA3ONbT1ArNC\ntotVQ1ArRZYM8GmLCw4dMgSOr375Zf7wD7/DwWRGE8b80z/4Pl/8/E0+/5mrJH/DB/B0I/Dp62/u\nCv5m0Xj6UkJ053QRqZqaqp5jXEJqEkSIlIsFRq1i4Wgx0WJsSX3+CO8yknwdpXqkOkKE2peUYcJJ\n0zJbnDE5P6Qt552GUIF3AeE9ghYhl5jc88VX/hFbG88gtWQ0XicvCmzbrNKxAv1+jpSBupoxLQ+R\nKmJMn6K/RZoOULIbMafDDTJjsPWcui0xQXU7NW3QWPbvv8Pk4QOqyT7nZc3uc5/ihVe/TH+887fc\nyQ+vj60YJOYIaQ0+SXh0/wOEjgi5Rn/zIqq3SSGvkeYFoT5A+EPm0zN6yVW06iMEKBU6hqAZM9r8\nElYM8H5ONC/iosE6R22HHE5yTo8OOT/5AeXsDdJLhky29KSjJzXBDrh//19RTs/o917A6hHSDDDJ\nGG9bZPUyUj4DpkCLLZw/wDZvYDKN5CohzHj08Kf45gH98fP0RusIehh1g8adI8Kc6DsbchQQmBP9\nA+bzb5PmLxPDFwntDNvew4oSq3u89u6PefedPW7/9AP+4W/3eEka5vMlw3GLFgkRsL7CqE5j70VA\nyD5CjZCipLUHBL9Eq0523PEiajqRER0SvDwhtiXOVQjlwYzoFM4SoSDLEiINVVWSZ320MeiYrIhA\nHRPCaEOCoG1rWlujmxKddOnJajWQMUnauT7bluAU0VVc3Mn52ldeZe8PX6M0hvcfWr75rXd4/uY2\nm2vFk2fkb/YQ/rbfPz4Nf1Ro9JiWuSIlSQ3CrezJJXXlmLsS28w5P3mAiBXICCKyrE6ZTO/hmxPq\nWiLSbaTZZLi2TT8bkZgMZMC5BUvhae05h9P3WVaHVM0pwbbo6JGhpd9X3Lz5OfrFoMs16JnVvZE4\nH3G+xjYLQltj6yWumeGqKa2rQOXUdcV4bZe8GJHnPYgRJyTON1SLc5K1AaPxagwdPD4o0mKddnGN\n4z/7Y37yb/8Zt3/0XX7v9/8xyWDtF67Jj60Y4D4gsM3pzPOz2/d54eVX6I2vo9IB82VFf3CVJFPU\nvuTo9KfdNizf7WDGztG2cPfBO/zV63/Kg5OHOGExaY3Rf0KaPJbtR2bTM+aTAy4OHLdufYndzR2m\nZ68T3QFO1AgyBqlkcnyb5bwkH10ky8don+PaGSbkoBKcqXCphfaI6EpUfhGdXicmu4y2XsG1E0I8\nYTZ7F2O2yTNFkgQSlYObQDuh9gVlPcL6hIfHR6h0ThJKFIKqnPP9n36Tg2ngrbfuc7Rf8+qnP8Ur\nr3yFZeupqBDqiLXhbqcnFJ0jM+AIIpAkfTR9okwRooLQImRA0CBYEkLVfWIp/SSKTSd9kt7mKpQz\n60RQyA4uGm0nmLE1rZ2jfY4OGTJ4hOyYhTJ0RU5H3YWrtjWmbT/EqAFSCZK0h2la6nYBImLbmt/9\nnS/y53/xJu8dekRR8O0/f5/f/vu3GAwSEv2YN9GurLjZk1He3xQk/by2mCBi6wU2RIRSuHrO6dFd\nYgjofEi/n+F8ia1OcPUU4SZYN6F159TtIXUzoarmEGZEG/HVAa3STMsN0nSX8eA6/eEaUjjyfMDu\n9gsMemvMygfU1UOinSDjktaeo3XB7vgWg2QTYoOSKU9KWGxXGLauwyHoOkIuQGgFQdS4ZEqwQ4Ib\noHRXYaVRBCLBrRShccWIkwkbu9cROx2dq5xOUH95xNG9H/OjP/ofWXvhi79wSX5sxeD/+F/+Jbde\n+Rw3n3uFlz7xG6wNLxH7Bb6xpNGQG42PAZ2O6Y0/T6/YQJgNzmaHfOs7/5Y37/wIWZxw7/B1js6O\n8ECSRtK0yyDUKjAYKoLXLMuWwWbB3WXOnXPPs9d+lRevfwUtHaGdc358F6+XbFz4JEm2zXzyffbu\nvAmux5Ub3yBJ14k0CBHQ2TbEdZTeRMoUofuM1iS2eZeyvMfx2QekuqZIn2O0+SsYM+iQ2+27UFcY\n/TK333qbv/h2xHx9jxsXNRvDT/OwXHJ+/pCThxOe2Uj5xDOX+OSnb3LpwnNM2j2SeAaVoE4ysmwD\nLbvcP4EiFRtIOiS2EBqtCpzXKwFMixBtd5xopkgZ0ColSQxJNkInYwTFk8l5JFDWM1xb0s8Szsop\nVTnttPO+QOtONShFF1rT5T6qjgLkXBdY4rMnRwUhQJkEk+a0zQJnPbZ03Lx+nU++dJ2j+YKq9bz9\nwTlvvXvA8zc3karGNw/xzQGm2MaYZ7vJCBBXHCQfGpqyQpuU1lryLMV5y3RyhqumLM4eILWmN9yk\nPD9lcXaPRWXJN59n/OILqBQkOSFR9PojfJzRVCdMJpKz2ZLESaSP6NCCO2PZLqhtxdbwRTaHl6n8\nEhu7opvKgMw0qUzxSQKtxog+/cFlRoOXuHbh1xmmA/Cr3AiRQjQoCZ6GGBaYVBBUH2cjTs0Iet45\nFp1mMdsjEukNdpAyQ6gUlRRk+QilU1i1ilcYGGL01IsJ7bLk0qXL5GbJ3mv/gePbP/uFa/JjKwYv\nPv/rbG1tg5NsXd4iOPAsse1iFZY5Jc1HuKDJzDZJtkHAsFjOaMIZ37v9/7J90xKloj/UXec7kQgV\nmZ4H8kLhgybNurPr2bJBmvv09BFH08BO9Ss8e/UbWLugkQ9ZM5os2UDpPmm+RlG8SnQRbwY0bEIQ\nCOdQea+zQNtjjH9EiGCbChlbYnuB0WCbJO+RJNcRdoOQKkIOQWQIOWM8uMGN5wS/9bv/HaPBI37y\n9v/GWv7X/Mk/P0CKmosXFZevBzZ2Eta3HZPFMUEGekmKC5ZISWSA4DGNWK6mDI+3yRIl+zTkRL9A\nSIdwDVolpKboUoacQyiB9TWhXZIkBkmy+sQNRN+g8FzcvoAicD5f0tYzsrTfSUe1pnO+dFDZDt8u\nunzHpibkOSKukn95vDtIsElO8C1BNFTVhM9+5nn+4rUfYZLA5FTwvb98yDe+9jytOySRc4zO0LKH\nRNLhPCPL83vs3/0J/SwjIpBZDxcjcymRwTOfnDI9OyJWHWB2bgrcckFTrt/gFQAAIABJREFUHnE4\nqbnU30DrPpCRZOs8Rug31RQjh4TW0DQtxJSmTfFuSXQtMGJ7/Qt87sV/SJFfoLRHVO4A25xQlfdp\nWosUGVpcRvktZLD0ik2y9AZ5GnDl29hFQKt1kvQqJt8F3YXoBD+hWhzhGocWmvXxkBBTlouaZVlj\n/Sk2lLRuwWBwBZOMyfvbmHyAd5a6XpLnw85zEiKnh3tMTu8zHBgms4Sti9e5c/sd3OThL1yTH1sx\n+OwXfp3GTfAi0IYEKYckMsW17yPVPvXi29iFQupdbPsiYvdlVLHOaDDi85/6Aqf1V/jx/W9SNb4L\n4AzQ2ojUgWIYKYoU7zWT6ZJe0c2Mq0XD6EKE5D0env4BRU+wM/46o/wSuEhTnuHYR0qDScaoXHE2\nO0WGQGFGCJHgXSTJxl0KWnveyV6jxIU+Uo4ZjlOa9oyyWhB8SSxLvEkYDbfI8+dwImFn5xaXd75K\nVS5R/Zfw/gGf+Dt7fOvf/hO2lWN7KyH4E5TPaOcnqFGkCpoid4gmJehtWn+C0CmJ6j+5p0+2yyIj\nSy4DXXCocyVaebI8xftsJb2VRNlDyz6SD52CIbS07YxoW3p5wc7ODlEeU1czfD4imD7Bd8eAgCcG\ngVEr5JiPxFWkeowpPIaYig5emyQ5wVkkUC/OuHKlRyZqkjynVik/+emUsnTsDNYwegOlDIgUh+Ex\n1fL84SPqR+8y2BhQuUA+3kRqTVM3LCanuMZil4GTvUfUyzMGwwEiNoQw5/h8yW4UKANCWJTOkLKP\n8BbqA1x4n/Fgn35uOF1uU1bXWJZn1NUEJda4cfXvcWH9BaRQDEWfEC/g3RFVZahKjY+SIr9ELxsS\n3CHezfBOIcUSEQ4pF/co2xLBBrp4jsHWZ8mK6xitqP0BOh7im3PwiiB7pOkOxeAijfc05Zx6cYK3\nNcPxDdJsA60TnK7xvmM4KgRteUZ5/ACaBcWFDUq7jTlVjDYucubdL1yTH1sxqH1A6SE6AUKvM8Ms\nfkCz+A62eos8KUmLW4j+8xTZyzgfCOUxBsNGb5evvfp77J9NeG/xfbKBZLEMyOhIU0VaKKyItHVD\nYiAtYJhLTPAIUSJjwPs3mJT/hnHvMtZtIoKkyHKWyzOack5MU1JTMMq7JB7NAhk01fwA2CbPh3jZ\ngU+EikSXI0TEugVt45DMCe0MEc6RyRKd3cTKl5BofDWjst8mG61z5cqzSPNFLl9ZcPPTn8eVd9kc\nL5FCkMhLFIMtko11mjahqn5I626TxZbzxW22t3+tw7jxdDe9Mw1oPejO7NGjZLN6+EW3aMXKbCT0\nSofw+N9CU5fMJt1DJ1WgbRrKcoF1EW8bgu+mD9IbOuRgtztQShJERxX2rkPNa/mhAUlKiVQdgDUG\ni7OeLEsxwlHkFVWe8N69Q46mC65cvdixBFfvq+u4d79ZTKecHz9ka3Ad4QTTg0PywbijTDeOuqxR\n2pDkEmu77z9fOqzq4YqL6OwCUjbE+BBvFUKPKef3mB/+a7BvkOgKrSO9/ALD/Ndp+lc4PLtDNrzO\npYuvdFmHgKDDlynjUfF50tjHC4fUa907FhbvR2gzxPm7zCc/gPo9cgVajrH1XWaHb+GHXyMtLtHr\nbdJWjkV9iF086mae5hrpKGM4ukklezT1Ka6e0NQTkmSMkB11qvNdCWxTcufd16inDwmNZ3IUyTNJ\nGK/x3Cuf5OCtHvDW37omP74GIjVRC2LVJ4n3sct3OT/7d5TzN0lFRb75d1H6ZRaP7pCs/zXJ+is0\nLpL3tmmWJevJLr/zhf+a2w9u8d2f/QvSbImKgn4G/VGK9ZqTZYk0XVhK1hsx6hf4MMEVBpWPOD44\nQC/f5url6/hgqdsJUmp6mek+LUNnVpKuQUZBjAlZvoWQirY5RdGgpSAIg42BEBu8BSVSRGyIuiLa\nKcr/jMXpB1h1glJXEHVN5R6hjcHLBhc8vd4ur/7KVVx1jq1PqOpD7KJBjS5S9G+QWMdfv/vPGKpH\n7Pg/JNo7HD36ERs7v0+Rv/qRRtrTBB8lFEoUPJ08Jfjwi1e2ohVMRKKSjOFoi0WowVbIqNFS4YWn\nbSxJapHKE1aBIUQIPqCNQSpB4HEQagT9oSpWSPGE0CSFAC1Adch4O5mDsJyfz3njnQW3nocs6wqB\nX73U4B22XRJcSVV79vZPGA7HVPMZdlFRWksxHKKTlDTtkWSbNI3n+OSI2XzO6MrL/Nrf+8+5cvlZ\nlBJYN8TZGfXiXZZH34X5X6C4SzBgo0ebBwQ5x+hXuXzpGdYuXKLfVwhafDgksI+SAwTbSD0milPq\nZU2MC9IkYrRHrqC7ihGD3lfx8hrRH5KOrpLJDeaT9zjf+19pREJ/9FlGw1uM9HP4NsM2M+q6opo/\noDd6hqxYw9slvpl3hYJu8hGDp2mWuHbB5PSQ6dkDltND2kXJ9uY2y0VJL0/pba9zzf2SjhZlDNAq\nhHuX85NvEVXC2tXfoTf7Tc5O/h2TcgdlM+pDQdrewQVDJMWKbuudNHMuZZbx9S+xM+zzzsl3efeD\n1wltgy0t3kd6mSYxCb6xtG1F3UR0opBJikq32Rp8hd21T5MPNzoQiB0CFUp4nK2xdgmuRUrXLZQs\nIxts4kODb+dd3j0ZiIjOoF2FZwil0HqXLFlH2EtAHxtKivwax48WrG1uMFA7RN1D+h6z00ekvqWN\nnrZZ4tuKZl7j7YLlbIKXD9FpzjM3/1Okf48k/rjLkUiuYEw3LvrbRGZPF4jHHv2n+++dV/9DLpBA\nIVWOMjneNaSJJDOK+WJJbZYURUtwlrgiWUvUk5a+VJLguweUx4CV1f8shei4CWLlBg0CY7r5PzbF\nREMtCv7s22/yW1+/Qi/rP/biIRF4V3P4/k+ZH97BLWruTie8+uoI4WuMj2QidA067xFe4XygaVqc\nXZCbgBYVG0NNEEums4AUa/R6V/D6nDA+ZTb7PkIeI2VABU+IDYF9isHnGG1cJ80FiCM6HO0CESsk\nfbpyVaPjktS/x3L5iFlTkeeWQEmki0qr6gVtaxiMPk3of5Uk2WCUPo8/+N/B3cGIK8AtdLqJtfdQ\nqmQ8vkRQWxiT4ERKiBpWwTGPdZZCROplSbOYEWrH5to2/SShHcxoliVFWmCbioeP7nN52PuFa/Jj\nKwaufUCaPEPwE3TxLDJ7nqz4FHlWogYXWU7ukZtN9JUtGtGyrKbUszP2H3yT0eAavjVU9gyTjbm1\neYNLgz6fvHCL8+qEdx++x9t37mD6AqElxgCiRZmMYbbNSFxlXb7KWv4VsuwaWmadxz/pdx1yAiqt\nUM1pJ+ARqhu9mY7eHBEEmRFi3XXnY+jm81oQwxLEIVG+jXOvQWgwegzqCOHOyc0Orn3Aou4zcFeQ\nMQW34ODRB2TZOiYfUDanICsQjnL+iGLYx6iC7c1bTKcJSl5ChhnKbKH0BnG1kX7iVF3d48eLvxtB\ndnFvnfsxffL33fVh9Ll1geglMmjKqmGxmDCZnjKbzUiSAc43mJASgsQ5DSikWhF4pEQ+zqF8nHL0\nlGFGyS6C3CtJRJEqQ7/I8NUJyD6olPfeO6SqbQcxFRBdF26LrammR7TLI4ZZ4GjieHj3AdevXWQ+\nmzCfzxiaTarFnGBreplmKSPzySm9RHDvzR/xF8W/4IXPfZ3BYANjeqgkp5dfQW9+AyV6tIsfIOUJ\nMjTAAUpdpj/6Gia/TBTL1bSlIsSG1pYIlmi1RqTGcx/n70I7I1Ylzi8p3T2q9hwlwFlNkn0ZZS7j\n4hAl10kGWxTl+ywmDVpfwWRXkSol1wNEOIEIZS2pG0uW9SgGl1jMbWfNFAHbLpieHoGviHaJCCXr\noyELZakTg9I5uRFMTuYsliW++CX1Jsym77O9c4O09wqz5hwh+8TqgOXhG5yf/SkZhyzZJJpLSFGQ\nkCBdRagOmLkzsnQHEVOCnWHnS/pKk6VX2B3scmntBp96LqKyfhc0qhYY0zDI++QMyNgiTy+QJhsE\ntyAEjYimA3xKg0B3HMPscUBLskJgB0JosN5hzAZSdIrDspyA3ycRr+Oqn6DFETK2qHi+CmHtY/oF\ns3If9BrBXmRgPkd5ekSSjlCZJDUDpEzQSUruUmbzR6z1t6hcQ7SGzGwShabfu4iSI4gOJwQuViQi\n/48KwUev2EmY4yFK5ETWgOxJMXis4w8x4GON93OsnVNXUyaTY5bzCQQLoiH4Ch9SnFddExJJIle7\nBKkIq+DauIKSPv16lFRIobo4PTqcl9IaHzvJMETKuadqItY5QvTY0PEBlHNddQgRIRw6Ok73HzHu\nG9a3Rphcs6hqelnGoqpQps94bZs9lbG/d49sMOL+z75DPh7xhV/9u8iwZHL8ADYUg94u/c1v4Iav\nELGrROu7CNXHpJ/oPCmcIOIc8CgZMdLimx/i+SsCCi9rsvEnKPqmy2v0DrnYR7XvI5jiGoHUGzj7\nAD+vwV/Fi8j07PvQPGDW/DlHx++zeekrjMafQIiM6nyPtqroZ53Xoze8gDIak6ScnZyxmO4h2wXC\nl9TlBGLg+OGUWXnO5SsvMhxvkMhAsA3Xrl5nuvfuL1yTHx8qPduhat8hd2NyNYJ4zps/+Et+/M0/\nITMHbG/XZOsJanNIEXKyaBB6jNIS48fdVjXmtL5CKUGMCikjMijW8otsjS+QFltEUVPXx7h2iVoE\nsjRntLZLml8nyTYQIoAUTzWGHiMuFMj+Uw+zZbGcQKzw3uJ1hlQ9rBNkxSWkuIEIKcYc087uENsT\npPFYAC8I7W8wWP8tvA6IoAitIiqFSgZE3Wc82MSHhBDmGFuztn6R+fwu0QiSPEUKQ0BgzJAP/fQ1\nLtQEYTv/AT/Pudchs52dsyzfoV9sY0xOpBO/PG0EinS6BOsWNPaM6fKAN9/7KZPpnLWNzS541NWU\nyxlJCBR904XeBI/3EmU0j7kaXQbBh4WmQ0jIJ85LKWWnENSGECU+xk7AJHKW85qm7gpM67uGpLFd\nXoNta0zs0rd8bDk63CPvp0SpCUGQZn20a+gNN7Ct4+KVm1SLcwgeHT3L8xmuDqRYXDllIRXBbTEa\njTBqFx9sJwJyYywL6rZGJQO02CSKc2I87qzsYY9m+QOCOyLqZ0j7v4ZJn4UgVl4Sz2ho6dczrNvH\nxylERYgNUXwATYkPHhX38H6fanGPeZORyRbVnBC1pJ6dYZsZMi6oywNEuk6vdxGtBlTlKW15ShKW\nHD68Q+sbNjZ2aYNg+8J1pJRYW7OsFkRXk5qE9x/s/8I1+bEVg6J/C88BuugjJzNOHryJ8A+Q6oTp\nWYtbKqZvLCi2llzcUWxtGoTeQ4oea4PPgkxwar6SJxukVkShMOmQbHCDdHCRJO8T/QxfnrGcHq64\n+S+RZDfo9S+tLKUAK5pwdHhbYtuKGAVpNkbrnO5RNqTpCOcEiLoLUBECaVKUKhB6A8EAafpIn9Py\nPbyaE8Mm0lyksTfI4i7BJgjpCHFKMTa0zqBUJ382KGLM0aZPDJcp1p+jskcE9fhsD51bMQc8CoeP\nLS6WJCJ7cm8/usC7QA1PxDpPVVckZsXMW33dh+d6ELKDkOtsk91rW6ztfBZrS2Io8dZjW0HdVlgp\ncWmBUmkXTuIFSurOYWc0Sj1OJXjqNYlOeyBFp/yNq6xLo1JilEgFeMGyXLCsSvASZx3ONpTVnBga\nkkyjrOHC7hpnJ/s4u2Dv4QMuXH0ekyWMRusI05AUBTM3Y/PiZZJMMz05oF5UnN//Ge/89BI3nn0R\nJyRSa0yargpWF6sejEWrMdEZfLR4N1sZmwoQE2KcEGKCTn4TURhcDEh9ASE7V6dS4+5npCxVeISN\n+5hEkyVXCL5PFBGjRgQ7p6k+04Fn4x1MmhGVJMoBSXaFtnyfsDymnN0mNHukoxfo9S4gUGxub/PG\n3m16KpAN1qFt0NmQXjpge+sCy8kpaaIRriYxOefnd1Hxl3S0KNN1jBOUyzss6++B/wHK7vPss457\nH3jefsOzfxS5fENQLh3eGKqyYjxMKQpB8thbH3KkTvBEkAnF8Arru7dIigvU9ZSz2R5a56yv3yTN\nNxlv3CLvXwZl6JBnnQjUB0cElII2VDjXSXwfLyjnPYGADZ4YW2x9Qp5vk6abq5AO3z1M+jn04LcR\nxSfxHoK7SJKOccuGRblgUU4Zb14jLa6isPgqkhdD6rbsYJcx0C8GWFKy7AJJ2ORxVtbTmvwIHTMv\niCfmnp/n5Ov+XKBVQZZvIkl43DN4fD3eFYTYIAj0+mOK/hil+yhlsM2C2XSPs5N9mvocZyuiCHjX\nR8pBl3z8mNUvWFGWn5okrF5HDB2JWArQEryNNLWDIDFZSjACobp8x2q5wNtIsJ7oPdJbVJLiVY5r\nM7y3iNDy/ntvsbVzlcHaLsvG008VuztXOTyZgG3ITY4YbjM/W7Czs8Xt997gX//zP6A2V/nP/qt/\nxOUbO2TpsLurAsChlCUIi47glyXT6TFJkhJlRMohSijaJpKkz1DkF1BUCHwX3hodMRiE6DByJt+i\nr15CyQYpcyrXgkoQyS5G79IbepQcotSbuBgx6XOo9CbGXCLLc4y4QN1UtMGRqRsoMQABWdHn+Vu/\nSnW+Tzvd72AyPoAWeAxtW5MERTs/QCvLbH+P6dnJL1yTH18xUJ5qcUy9eIhq7qLcA4ZiwuBCj61d\nyXA7cLA/ZjpbUFvBvfs5u7s9dnevEJQkSkf0AyJdWrEgQamUtukirdI8kqVjNjZfwDXbLOYTeoMt\nesOLHf34I5vq7uwbIgRnccGjTI5UhtaVhNAghUKpBBkFTV1hXYuICa2sEYkiSXpokUMcEfQzRL1L\nNZ+SpVvM6z3Oj+/Rk1v45Smuv0aablM3gqw3QCUZzjdIAbap8SFHqY5HoOXgyT37aF+ge9/EDOhQ\nXS56pJArKFt3PTUjwKgMrfsf6fI/2R1Ehw8VSgRMkaNVQYwpzjscCmc9s9kpk8kBEDEEvB0TXIsX\nCpPnKClXUuWO8i2fahh0BcEhhcPHSJZlTOeOyazBpAobQWtJ3tMkOiBd6GjH0eNDwAUgXyPfukl1\nlhHn95ken5AoSbtcYJczJqfnpHGO1ZI8HZPHPsFa3tk74NLVZ5nbJY8eTdi6MOLBbJ/YKvJ0BEJ0\naDTAuYb5/BQlIomE+fkJp4f79AYFymRolSMw+NgizCOWVdVxK5UkCk+a9jDJAEGCwKO1R+tLiOCI\nQZFlDhcgxgR0g8r6CLuD7kky3Sft3USbMahATAwyvchIbxK8JMlGRJlj2wrX1KRpn2TzIu/ce4Mk\nNrStJV9fwzeKVDaE5RS1PCCJgeXBAa+98Ut6TEiThjo2jNYKysk2zTwjCMnayBLTQERx6dImZXOV\nujE8fOA5Pwr0XrlCi0SrDBsUJsvQqkBpiw0tVePYNCM6LhzkxSZk6+S9FqHEKq3n8VJ4zBXsAlGD\n9yzKY9rlhEFvh5o5Uluq2T6L6Rn9QYbSDdG2yDAihgaTjZEmJbiGoOcIMcVai1YjEgPe7tGcv43m\niHSouLBxAZ1eIWJIC01ixkTZ4Ui0yEnVACklrT1DSkOi1lcla4Z1Nct5TRs9o+EWRmkQmhg7BLqP\nFoRCkXzkXstVoSCCUdmTA8eHxwSPjzUiOLRU2AC2bdBaEFxLU8+IoUEJj7ULhBBoU4BfRZTH8GQX\n0BF45UemCN336HZPwXt8gGKQsHd0znzpEcoQLYjgSLUgTy2JShAq4lYhMVEkBJeTDHYILuBm97DW\nA4bpdMG7773NxtYWy+WC4bIkmhSdqm727xWTec3VZ65x86VPcV4t+PynvsynPvdlhOg0/T50NKRE\nG1I9ACx1tYSQoUSBqzy2OkeIcwSm252JhlIdYpIhKjVdNqW6jDQKIQ0RBSIHKmycdwawEBAqR6mM\nGAqW9T5V26MYfo5e7wJS9hBRMpue0LgFWT7AZH2U7HU/SQFtVfPg/dcoegnV/Jg77/41iXAkacom\nWyRuRH12gK5nnNx/mw9OFvzpd97h5c9+AX74zb91TX5sxUA132Hcz0FcIlY5VQ5V8z2aeITyDYPe\nmO3Nf8C0hao9ZPdyhtE9ZKJJiWg5ZFGfUYz6pAkkxRyVX6a/8Q2SfB1QRLukLZdEYSh666vv/PTn\nYfdrwHaBKaFFYlHKrQJKAnU1xbXn2OYHHE1+jHInKJEgxCWS3k1c/wYq28KkGT6eQjykbec4n5Pm\nGfX0bezxd7Cyh9r+KunoMwg5QuC60BbRUZuVTJCAVy3gWc4PqZqSi7u3mM/OWZZ3oHUEa8jWb6Jl\nRtN20erLxTmbazsYkX5EcPT4HXahqw6tDR0C3iOe/OgjYImhC4U1JkcGSWWrTokZaqJbgG/AO2RY\nYcVXANvHRwKlOoBGRCFkwodJA92xxtM56aKPRAdK9zg+bljWFp31qK0g1YILWymKmrZKELlBJykx\nNsQYSJMEj6NVGUIIlk1L1huQ6Zxp1ZI7GKwN0a5hdnTIhcs3OGn2oJcRlpb3b7/NpWc/ySeefZXn\nXv4MxWC48nMIjDBIA86XKJNTVYqqCURpKfpruKbCtoIQF2gtiU53gaxyTmwdymXE2OKaml7vlLy3\nQVQ5adrJ1IWIEOe07SlJKiHW2MYiY488u47WA5xPwXbWZ9dAnm9TFOtdIRB6VWgjZyf3mR68xaOT\n+yxm56xvbnNhe5umLklDpD3YZ35wn6NH7+OaJXfuVzw8tfzel/4O/JNfwmLg7B8hvMK6ASa5yvrm\ncyzTSxBPkVJhRI+2WSNPBQVrtM4ioiJPi44LYCM5AimGOJ+RqzHF4Fmy3hpCJJ2BxmiUSkEouhPt\nh1Hsj5uCK40hQiZI4Qn1I+L8A1QiEOYa0r1HO/m/cKd/hQoTsC02gFAZbpkyPUroja8yGF1EKU9r\nKyI1oYnsPzqGNiDbPWTv6wixiZZjkN2i/DAM3CJX53hBstINLKmP/w1nyx+g1DXms3v0e0N8K6gm\nHkODSjKatiLNRp0hSPx8ynAkIIVDqhFdv6AiUqw0BxHiCuwhO0mN1pokMSzbBW2zoKkrvG2fWJ8R\n4ok5KcYIIXbpTELCKqZNPBVmEumOIdAifBdYUleBB/f3iRGWiy4uXSnJ88+NKTKNcxVuWVP0Ckxq\niFhCjKRZj1obKu/JewOuP3+N1kr2fvozziYL1tcv8MG9d3j5xReZ7b/LYG3I81/9Hd67fZf/83/6\nH/iN37vOYPsy2qSU1ZKDg4eMx1uMhht4b2lqS5H10EYyXR4gvWU8WmM5bYna4GxC25YYFEpC8F10\nnZcglQVfMalOmc8ekuRDBuOr9Hq7KLmFMG1HunIVtavAF6Qmw1qJa+Y0s2PausR6GKxdpte/iDYF\nEUWMjnJ+xP69t7n9V9/C1Cdo2bA2GrK1OSZLILYOWc2Yn+4xSCIWxYHr88ak5b/57/8x9+7+khqV\nnH+EaBb4UGPiJlq8zHjzG9TtS0QPrV2SKJDOo5QiF7FjwllLmmaITFHIEc6rbnGJIa5N8bZBKk90\nDUIGyuWSgKY/6nf5iUScXRKjxyQbgOhuNuDac4T/CbOTP+L4QU3WGyPllNDuI2OFVhBFxDddlDl+\nhlSRdnbGeXUbpMD5BCVGJGmknFioB2Rmk6K3y/T0mGxQIuWQyBJBDxBIkhW5sPscl1TIxXep599h\nWg5JzBdRWiBiTepHVMs7zNpIf3yN/lqf2jeU7Zx+Mvi59zpGh/VLEt3vxodYuhDaVciY0EiZE6NB\nys69qHRKkvZwbU2IkbKcM52dYW2DTpJu3avV4hditf0VKJNi0uRJ9sTjK3iIoeP66ySwtxe5e29B\n4wOt16RS0u9Fnn9uk6JnwAbmiyXLeUtW9EjznIaa6Bz5cI124yq9mWdSV6QiIdUpVy9d7gRi45R2\n6igf7XHSfw996VWe/cTnWR+PufvWO3ziK7/L4YMPuHHrEwyHI/Kic4AaJXBiSmtPsK1kc21MjA7n\nG4q1a+Aivl7QVN3IrxOkrTQTQYIF21iEiEQXCTYiwj5ETd7bRsktskwToqMq5wRfQfA4J2jKCc3s\nFCUlw80r9NcuIk1/NUSO1MszDu7cpj1/yNWtPuPeOovlIW1lqU8PcUQKJfCzCZmD/aM9br91j+c+\n8yV+/7/4DeaTc7b7P//5eHx9bMWgt/WvaOu3WS6+TSz/FCW+SxSRJPlPaN0GWqT4YMkzgW2rLuBE\nS7TsEoFiCITgIFqibwhB4+05zVLi3Izl+T4xWNJsSG9tF4ICtdV1vKWhC1V5HLrd4pt7LE//GFv+\ne4ajPchLJPdBe0ISqcsu9jrJBDoRCCm7+G8bkKIh2IYgA1LnVE3gzqOSC9uC8aAjPzfuXQbmV4ni\nNZxfYOs7FMU3EOImcdXyC4BlyfLg/+H4g/8ZkxQMil/lvKkIrcb5gOIOaANB0zYJ7WQDU4zJspxA\nSxeb9tFYEinkqleg8dF3C1I+lgt3pGUh9ROdYgwtdVvjfZdwVZULHu19wHx+0sW3r4JXpDF0gkOB\n95HEKNIs6+jD4sMDWYCOuOQSgjgjzVK++92HPDwEp4qO/NNGLu3kvPDcDohzhBD0ezmLsmI2nZD3\nBmRZTltLZD4mu/QZtrPLNNO71JNDXrz1MsYonAvcv79Pb1Nj3Ax/foo6eZvT8xYZZ+w/cDx670fM\nJxPWNteZ1y150QMB1tUELK4qMTKn1y+QSU7bBvYP7nB453USDTuXdsnG25SLEhkFaWKoyzmTkwOI\nFpMmCKXR2hGs6OAw6QP6w4v0elsolVAULd6e4duOieBNhhxvonVONthFmYLHFvD59JS7r32X+cFb\nbI4MmC4yb2O4QeVP8NWc5ekxB/MZTV3xaH+PbLDJM1/6Is++8mXmZzOslaxlv6TFQCVXSPSzrPW+\nhl+8RDP5p3ju0dMHBL1BdBrpDcG3XeRYVATfgugQXkqAD11DiihoFpa6WtCUBzi3wAhPWy9o2zNc\nfYJM75ENn6E3eg6lM0DikXg/pZ7/e9ry/8aEt0iTB0g977wGjaBrZPTkAAAgAElEQVT1oDRkRcT7\nlbQ3dOdfKTQhRHTS7RhCyGmbPpVNePGVz2DLfQpzRimm9Na2ydcvE8QmMUyZ169h8lO0eHa1KC1V\neZ8Pvvffspt/FykDw/TzVMuGJOvR+j7SzPDhFCkKfPMWpT2A9Drr2edRQn0kV+DpSyBWqdAJQjgE\nLdACAh8dgYgWHRzEugbbLFjMT/B2TlvPWZYn5IXG+wLXRpTMMLpAyy7jUCmF1gapNEp3R4SnX4eP\nkeBdp8yLipNTz7f+/F32jqd4rejnfZIQ2d2KbG1miKhpvUVrTdErEHVFtZwhYiRJcpzzpOMLRDPA\n5H1UMuTw/m3C2SmDZMiO2CTJDefljGG+Rfn664jiXb76lZcoNrYo4iGmrzh9eId8YxclNE2zIE0U\nabZLlmmsdQSlcI1ncXpAZhfcuHSNJBth+mMqG+hlgs31Naan+5ycvwFJQgiKNkqMTEGnuBBoJjNG\n4xQVIratINEoVRCVR8jQIeNIKUNE6SEqWSMgiNU5D9/6Cffe+hFjU7POnIO37jEYb7J/MuXkwZvs\nbo84n0wppzWD8QYxGDZ3PsVodxu5dglvRhy1h4zylIenp79wTX58x4SmQeVDTEghfQbTe5FcDNH2\nKlYMibqCxuGC75j8BJZ13fkGFBAs0dXdOM61xKhIsx6xnREjNA7wkbo9R9RHpOkGItnEFxOiKIhB\n4OpTFmf/Eu/+CCnfR4mGGBwuxs5CqzrTzXwakUKSpLJjegBSRvCOwghaLwnRkKc3SfUORpTU0xl6\neJHehV8nLfcJ+ZdJixeIaoCUkbXxcxwfHrNz4T6OM4S8SBoesr6laNpfYW3jFg/e/mNc/DOGa79J\nOlijahyZuoC3c5RYQJximxmT04z+cBdF8R/pDOBpPFgguJayPkXJBU3ticKjpEKJlGVddnbsYCEs\niaGlqUuWyznzxRJnI1plpOmAPO+jlMbF2GHTtEFqg1LySRV4vCvwFlzbEvwURcoPf3jEw+MTQmxQ\nvsf2eB03OeFzn71CkQeCzWh1pLEd2DVPM1SEcj7Fp55ev09rAzbNYXiJvjG0zYwf/tmf8PL1a5x5\nz/G9U3qqx9H+Gfl4zoUru2RB0LcL0hZ2LryAGPRIhyOKNKduWiYnexgtGK9dxMgex4cP+eBnf0l1\neptH777GcOMKm5dfYOf6J9m4eJP+aJOyLJnVnq3LL5KlZjXh6KYraZoiRPfJHlxDU02JriUnUuTr\nKJVy+/ZPkPUZu9dfpDdYJ8gc51qO7ryOOHqPk7d+SLY8oaEk6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EIa92mO1lg/t8jkyCSB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\nv+3j8qpvhwWF6TsmyabsE1+C94x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FzzNvLUUeNPY7UYZSIpOA1VfGkiSSHlslWq/o8cor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\nQmCC\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "batch_index = 1\n", + "image = test_net.blobs['data'].data[batch_index]\n", + "plt.imshow(deprocess_net_image(image))\n", + "print 'actual label =', style_labels[int(test_net.blobs['label'].data[batch_index])]" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "top 5 predicted style labels =\n", + "\t(1) 99.97% Pastel\n", + "\t(2) 0.02% Detailed\n", + "\t(3) 0.01% HDR\n", + "\t(4) 0.00% Melancholy\n", + "\t(5) 0.00% Noir\n" + ] + } + ], + "source": [ + "disp_style_preds(test_net, image)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We can also look at the predictions of the network trained from scratch. We see that in this case, the scratch network also predicts the correct label for the image (*Pastel*), but is much less confident in its prediction than the pretrained net." + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "top 5 predicted style labels =\n", + "\t(1) 50.18% Pastel\n", + "\t(2) 18.48% Melancholy\n", + "\t(3) 18.44% Detailed\n", + "\t(4) 10.98% HDR\n", + "\t(5) 1.91% Noir\n" + ] + } + ], + "source": [ + "disp_style_preds(scratch_test_net, image)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Of course, we can again look at the ImageNet model's predictions for the above image:" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "top 5 predicted ImageNet labels =\n", + "\t(1) 34.90% n07579787 plate\n", + "\t(2) 21.63% n04263257 soup bowl\n", + "\t(3) 17.75% n07875152 potpie\n", + "\t(4) 5.72% n07711569 mashed potato\n", + "\t(5) 5.27% n07584110 consomme\n" + ] + } + ], + "source": [ + "disp_imagenet_preds(imagenet_net, image)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Huzzah! So we did finetuning and it is awesome. Let's take a look at what kind of results we are able to get with a longer, more complete run of the style recognition dataset. Note: the below URL might be occassionally down because it is run on a research machine.\n", + "\n", + "http://demo.vislab.berkeleyvision.org/" + ] + } + ], + "metadata": { + "description": "Fine-tune the ImageNet-trained CaffeNet on new data.", + "example_name": "Fine-tuning for Style Recognition", + "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": 4 + }, + "nbformat": 4, + "nbformat_minor": 0 +} diff --git a/examples/detection.ipynb b/examples/detection.ipynb deleted file mode 100644 index 6a03c996245..00000000000 --- a/examples/detection.ipynb +++ /dev/null @@ -1,8392 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "[R-CNN](https://github.com/rbgirshick/rcnn) is a state-of-the-art detector that classifies region proposals by a finetuned Caffe model. For the full details of the R-CNN system and model, refer to its project site and the paper:\n", - "\n", - "> *Rich feature hierarchies for accurate object detection and semantic segmentation*. Ross Girshick, Jeff Donahue, Trevor Darrell, Jitendra Malik. CVPR 2014. [Arxiv 2013](http://arxiv.org/abs/1311.2524).\n", - "\n", - "In this example, we do detection by a pure Caffe edition of the R-CNN model for ImageNet. The R-CNN detector outputs class scores for the 200 detection classes of ILSVRC13. Keep in mind that these are raw one vs. all SVM scores, so they are not probabilistically calibrated or exactly comparable across classes. Note that this off-the-shelf model is simply for convenience, and is not the full R-CNN model.\n", - "\n", - "Let's run detection on an image of a bicyclist riding a fish bike in the desert (from the ImageNet challenge—no joke).\n", - "\n", - "First, we'll need region proposals and the Caffe R-CNN ImageNet model:\n", - "\n", - "- [Selective Search](http://koen.me/research/selectivesearch/) is the region proposer used by R-CNN. The [selective_search_ijcv_with_python](https://github.com/sergeyk/selective_search_ijcv_with_python) Python module takes care of extracting proposals through the selective search MATLAB implementation. To install it, download the module and name its directory `selective_search_ijcv_with_python`, run the demo in MATLAB to compile the necessary functions, then add it to your `PYTHONPATH` for importing. (If you have your own region proposals prepared, or would rather not bother with this step, [detect.py](https://github.com/BVLC/caffe/blob/master/python/detect.py) accepts a list of images and bounding boxes as CSV.)\n", - "\n", - "-Run `./scripts/download_model_binary.py models/bvlc_reference_rcnn_ilsvrc13` to get the Caffe R-CNN ImageNet model.\n", - "\n", - "With that done, we'll call the bundled `detect.py` to generate the region proposals and run the network. For an explanation of the arguments, do `./detect.py --help`." - ] - }, - { - "cell_type": "code", - "execution_count": 1, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "WARNING: Logging before InitGoogleLogging() is written to STDERR\n", - "I0218 20:43:25.383932 2099749632 net.cpp:42] Initializing net from parameters: \n", - "name: \"R-CNN-ilsvrc13\"\n", - "input: \"data\"\n", - "input_dim: 10\n", - "input_dim: 3\n", - "input_dim: 227\n", - "input_dim: 227\n", - "state {\n", - " phase: TEST\n", - "}\n", - "layer {\n", - " name: \"conv1\"\n", - " type: \"Convolution\"\n", - " bottom: \"data\"\n", - " top: \"conv1\"\n", - " convolution_param {\n", - " num_output: 96\n", - " kernel_size: 11\n", - " stride: 4\n", - " }\n", - "}\n", - "layer {\n", - " name: \"relu1\"\n", - " type: \"ReLU\"\n", - " bottom: \"conv1\"\n", - " top: \"conv1\"\n", - "}\n", - "layer {\n", - " name: \"pool1\"\n", - " type: \"Pooling\"\n", - " bottom: \"conv1\"\n", - " top: \"pool1\"\n", - " pooling_param {\n", - " pool: MAX\n", - " kernel_size: 3\n", - " stride: 2\n", - " }\n", - "}\n", - "layer {\n", - " name: \"norm1\"\n", - " type: \"LRN\"\n", - " bottom: \"pool1\"\n", - " top: \"norm1\"\n", - " lrn_param {\n", - " local_size: 5\n", - " alpha: 0.0001\n", - " beta: 0.75\n", - " }\n", - "}\n", - "layer {\n", - " name: \"conv2\"\n", - " type: \"Convolution\"\n", - " bottom: \"norm1\"\n", - " top: \"conv2\"\n", - " convolution_param {\n", - " num_output: 256\n", - " pad: 2\n", - " kernel_size: 5\n", - " group: 2\n", - " }\n", - "}\n", - "layer {\n", - " name: \"relu2\"\n", - " type: \"ReLU\"\n", - " bottom: \"conv2\"\n", - " top: \"conv2\"\n", - "}\n", - "layer {\n", - " name: \"pool2\"\n", - " type: \"Pooling\"\n", - " bottom: \"conv2\"\n", - " top: \"pool2\"\n", - " pooling_param {\n", - " pool: MAX\n", - " kernel_size: 3\n", - " stride: 2\n", - " }\n", - "}\n", - "layer {\n", - " name: \"norm2\"\n", - " type: \"LRN\"\n", - " bottom: \"pool2\"\n", - " top: \"norm2\"\n", - " lrn_param {\n", - " local_size: 5\n", - " alpha: 0.0001\n", - " beta: 0.75\n", - " }\n", - "}\n", - "layer {\n", - " name: \"conv3\"\n", - " type: \"Convolution\"\n", - " bottom: \"norm2\"\n", - " top: \"conv3\"\n", - " convolution_param {\n", - " num_output: 384\n", - " pad: 1\n", - " kernel_size: 3\n", - " }\n", - "}\n", - "layer {\n", - " name: \"relu3\"\n", - " type: \"ReLU\"\n", - " bottom: \"conv3\"\n", - " top: \"conv3\"\n", - "}\n", - "layer {\n", - " name: \"conv4\"\n", - " type: \"Convolution\"\n", - " bottom: \"conv3\"\n", - " top: \"conv4\"\n", - " convolution_param {\n", - " num_output: 384\n", - " pad: 1\n", - " kernel_size: 3\n", - " group: 2\n", - " }\n", - "}\n", - "layer {\n", - " name: \"relu4\"\n", - " type: \"ReLU\"\n", - " bottom: \"conv4\"\n", - " top: \"conv4\"\n", - "}\n", - "layer {\n", - " name: \"conv5\"\n", - " type: \"Convolution\"\n", - " bottom: \"conv4\"\n", - " top: \"conv5\"\n", - " convolution_param {\n", - " num_output: 256\n", - " pad: 1\n", - " kernel_size: 3\n", - " group: 2\n", - " }\n", - "}\n", - "layer {\n", - " name: \"relu5\"\n", - " type: \"ReLU\"\n", - " bottom: \"conv5\"\n", - " top: \"conv5\"\n", - "}\n", - "layer {\n", - " name: \"pool5\"\n", - " type: \"Pooling\"\n", - " bottom: \"conv5\"\n", - " top: \"pool5\"\n", - " pooling_param {\n", - " pool: MAX\n", - " kernel_size: 3\n", - " stride: 2\n", - " }\n", - "}\n", - "layer {\n", - " name: \"fc6\"\n", - " type: \"InnerProduct\"\n", - " bottom: \"pool5\"\n", - " top: \"fc6\"\n", - " inner_product_param {\n", - " num_output: 4096\n", - " }\n", - "}\n", - "layer {\n", - " name: \"relu6\"\n", - " type: \"ReLU\"\n", - " bottom: \"fc6\"\n", - " top: \"fc6\"\n", - "}\n", - "layer {\n", - " name: \"drop6\"\n", - " type: \"Dropout\"\n", - " bottom: \"fc6\"\n", - " top: \"fc6\"\n", - " dropout_param {\n", - " dropout_ratio: 0.5\n", - " }\n", - "}\n", - "layer {\n", - " name: \"fc7\"\n", - " type: \"InnerProduct\"\n", - " bottom: \"fc6\"\n", - " top: \"fc7\"\n", - " inner_product_param {\n", - " num_output: 4096\n", - " }\n", - "}\n", - "layer {\n", - " name: \"relu7\"\n", - " type: \"ReLU\"\n", - " bottom: \"fc7\"\n", - " top: \"fc7\"\n", - "}\n", - "layer {\n", - " name: \"drop7\"\n", - " type: \"Dropout\"\n", - " bottom: \"fc7\"\n", - " top: \"fc7\"\n", - " dropout_param {\n", - " dropout_ratio: 0.5\n", - " }\n", - "}\n", - "layer {\n", - " name: \"fc-rcnn\"\n", - " type: \"InnerProduct\"\n", - " bottom: \"fc7\"\n", - " top: \"fc-rcnn\"\n", - " inner_product_param {\n", - " num_output: 200\n", - " }\n", - "}\n", - "I0218 20:43:25.385720 2099749632 net.cpp:336] Input 0 -> data\n", - "I0218 20:43:25.385769 2099749632 layer_factory.hpp:74] Creating layer conv1\n", - "I0218 20:43:25.385783 2099749632 net.cpp:76] Creating Layer conv1\n", - "I0218 20:43:25.385790 2099749632 net.cpp:372] conv1 <- data\n", - "I0218 20:43:25.385802 2099749632 net.cpp:334] conv1 -> conv1\n", - "I0218 20:43:25.385815 2099749632 net.cpp:105] Setting up conv1\n", - "I0218 20:43:25.386574 2099749632 net.cpp:112] Top shape: 10 96 55 55 (2904000)\n", - "I0218 20:43:25.386610 2099749632 layer_factory.hpp:74] Creating layer relu1\n", - "I0218 20:43:25.386625 2099749632 net.cpp:76] Creating Layer relu1\n", - "I0218 20:43:25.386631 2099749632 net.cpp:372] relu1 <- conv1\n", - "I0218 20:43:25.386641 2099749632 net.cpp:323] relu1 -> conv1 (in-place)\n", - "I0218 20:43:25.386649 2099749632 net.cpp:105] Setting up relu1\n", - "I0218 20:43:25.386656 2099749632 net.cpp:112] Top shape: 10 96 55 55 (2904000)\n", - "I0218 20:43:25.386663 2099749632 layer_factory.hpp:74] Creating layer pool1\n", - "I0218 20:43:25.386675 2099749632 net.cpp:76] Creating Layer pool1\n", - "I0218 20:43:25.386682 2099749632 net.cpp:372] pool1 <- conv1\n", - "I0218 20:43:25.386690 2099749632 net.cpp:334] pool1 -> pool1\n", - "I0218 20:43:25.386699 2099749632 net.cpp:105] Setting up pool1\n", - "I0218 20:43:25.386716 2099749632 net.cpp:112] Top shape: 10 96 27 27 (699840)\n", - "I0218 20:43:25.386725 2099749632 layer_factory.hpp:74] Creating layer norm1\n", - "I0218 20:43:25.386736 2099749632 net.cpp:76] Creating Layer norm1\n", - "I0218 20:43:25.386744 2099749632 net.cpp:372] norm1 <- pool1\n", - "I0218 20:43:25.386803 2099749632 net.cpp:334] norm1 -> norm1\n", - "I0218 20:43:25.386819 2099749632 net.cpp:105] Setting up norm1\n", - "I0218 20:43:25.386832 2099749632 net.cpp:112] Top shape: 10 96 27 27 (699840)\n", - "I0218 20:43:25.386842 2099749632 layer_factory.hpp:74] Creating layer conv2\n", - "I0218 20:43:25.386852 2099749632 net.cpp:76] Creating Layer conv2\n", - "I0218 20:43:25.386865 2099749632 net.cpp:372] conv2 <- norm1\n", - "I0218 20:43:25.386878 2099749632 net.cpp:334] conv2 -> conv2\n", - "I0218 20:43:25.386899 2099749632 net.cpp:105] Setting up conv2\n", - "I0218 20:43:25.387024 2099749632 net.cpp:112] Top shape: 10 256 27 27 (1866240)\n", - "I0218 20:43:25.387042 2099749632 layer_factory.hpp:74] Creating layer relu2\n", - "I0218 20:43:25.387050 2099749632 net.cpp:76] Creating Layer relu2\n", - "I0218 20:43:25.387058 2099749632 net.cpp:372] relu2 <- conv2\n", - "I0218 20:43:25.387066 2099749632 net.cpp:323] relu2 -> conv2 (in-place)\n", - "I0218 20:43:25.387075 2099749632 net.cpp:105] Setting up relu2\n", - "I0218 20:43:25.387081 2099749632 net.cpp:112] Top shape: 10 256 27 27 (1866240)\n", - "I0218 20:43:25.387089 2099749632 layer_factory.hpp:74] Creating layer pool2\n", - "I0218 20:43:25.387097 2099749632 net.cpp:76] Creating Layer pool2\n", - "I0218 20:43:25.387104 2099749632 net.cpp:372] pool2 <- conv2\n", - "I0218 20:43:25.387112 2099749632 net.cpp:334] pool2 -> pool2\n", - "I0218 20:43:25.387121 2099749632 net.cpp:105] Setting up pool2\n", - "I0218 20:43:25.387130 2099749632 net.cpp:112] Top shape: 10 256 13 13 (432640)\n", - "I0218 20:43:25.387137 2099749632 layer_factory.hpp:74] Creating layer norm2\n", - "I0218 20:43:25.387145 2099749632 net.cpp:76] Creating Layer norm2\n", - "I0218 20:43:25.387152 2099749632 net.cpp:372] norm2 <- pool2\n", - "I0218 20:43:25.387161 2099749632 net.cpp:334] norm2 -> norm2\n", - "I0218 20:43:25.387168 2099749632 net.cpp:105] Setting up norm2\n", - "I0218 20:43:25.387176 2099749632 net.cpp:112] Top shape: 10 256 13 13 (432640)\n", - "I0218 20:43:25.387228 2099749632 layer_factory.hpp:74] Creating layer conv3\n", - "I0218 20:43:25.387249 2099749632 net.cpp:76] Creating Layer conv3\n", - "I0218 20:43:25.387258 2099749632 net.cpp:372] conv3 <- norm2\n", - "I0218 20:43:25.387266 2099749632 net.cpp:334] conv3 -> conv3\n", - "I0218 20:43:25.387276 2099749632 net.cpp:105] Setting up conv3\n", - "I0218 20:43:25.389375 2099749632 net.cpp:112] Top shape: 10 384 13 13 (648960)\n", - "I0218 20:43:25.389408 2099749632 layer_factory.hpp:74] Creating layer relu3\n", - "I0218 20:43:25.389421 2099749632 net.cpp:76] Creating Layer relu3\n", - "I0218 20:43:25.389430 2099749632 net.cpp:372] relu3 <- conv3\n", - "I0218 20:43:25.389438 2099749632 net.cpp:323] relu3 -> conv3 (in-place)\n", - "I0218 20:43:25.389447 2099749632 net.cpp:105] Setting up relu3\n", - "I0218 20:43:25.389456 2099749632 net.cpp:112] Top shape: 10 384 13 13 (648960)\n", - "I0218 20:43:25.389462 2099749632 layer_factory.hpp:74] Creating layer conv4\n", - "I0218 20:43:25.389472 2099749632 net.cpp:76] Creating Layer conv4\n", - "I0218 20:43:25.389478 2099749632 net.cpp:372] conv4 <- conv3\n", - "I0218 20:43:25.389487 2099749632 net.cpp:334] conv4 -> conv4\n", - "I0218 20:43:25.389497 2099749632 net.cpp:105] Setting up conv4\n", - "I0218 20:43:25.391810 2099749632 net.cpp:112] Top shape: 10 384 13 13 (648960)\n", - "I0218 20:43:25.391856 2099749632 layer_factory.hpp:74] Creating layer relu4\n", - "I0218 20:43:25.391871 2099749632 net.cpp:76] Creating Layer relu4\n", - "I0218 20:43:25.391880 2099749632 net.cpp:372] relu4 <- conv4\n", - "I0218 20:43:25.391888 2099749632 net.cpp:323] relu4 -> conv4 (in-place)\n", - "I0218 20:43:25.391898 2099749632 net.cpp:105] Setting up relu4\n", - "I0218 20:43:25.391906 2099749632 net.cpp:112] Top shape: 10 384 13 13 (648960)\n", - "I0218 20:43:25.391913 2099749632 layer_factory.hpp:74] Creating layer conv5\n", - "I0218 20:43:25.391923 2099749632 net.cpp:76] Creating Layer conv5\n", - "I0218 20:43:25.391929 2099749632 net.cpp:372] conv5 <- conv4\n", - "I0218 20:43:25.391937 2099749632 net.cpp:334] conv5 -> conv5\n", - "I0218 20:43:25.391947 2099749632 net.cpp:105] Setting up conv5\n", - "I0218 20:43:25.393072 2099749632 net.cpp:112] Top shape: 10 256 13 13 (432640)\n", - "I0218 20:43:25.393108 2099749632 layer_factory.hpp:74] Creating layer relu5\n", - "I0218 20:43:25.393122 2099749632 net.cpp:76] Creating Layer relu5\n", - "I0218 20:43:25.393129 2099749632 net.cpp:372] relu5 <- conv5\n", - "I0218 20:43:25.393138 2099749632 net.cpp:323] relu5 -> conv5 (in-place)\n", - "I0218 20:43:25.393148 2099749632 net.cpp:105] Setting up relu5\n", - "I0218 20:43:25.393157 2099749632 net.cpp:112] Top shape: 10 256 13 13 (432640)\n", - "I0218 20:43:25.393167 2099749632 layer_factory.hpp:74] Creating layer pool5\n", - "I0218 20:43:25.393175 2099749632 net.cpp:76] Creating Layer pool5\n", - "I0218 20:43:25.393182 2099749632 net.cpp:372] pool5 <- conv5\n", - "I0218 20:43:25.393190 2099749632 net.cpp:334] pool5 -> pool5\n", - "I0218 20:43:25.393199 2099749632 net.cpp:105] Setting up pool5\n", - "I0218 20:43:25.393209 2099749632 net.cpp:112] Top shape: 10 256 6 6 (92160)\n", - "I0218 20:43:25.393218 2099749632 layer_factory.hpp:74] Creating layer fc6\n", - "I0218 20:43:25.393226 2099749632 net.cpp:76] Creating Layer fc6\n", - "I0218 20:43:25.393232 2099749632 net.cpp:372] fc6 <- pool5\n", - "I0218 20:43:25.393240 2099749632 net.cpp:334] fc6 -> fc6\n", - "I0218 20:43:25.393249 2099749632 net.cpp:105] Setting up fc6\n", - "I0218 20:43:25.516396 2099749632 net.cpp:112] Top shape: 10 4096 1 1 (40960)\n", - "I0218 20:43:25.516445 2099749632 layer_factory.hpp:74] Creating layer relu6\n", - "I0218 20:43:25.516463 2099749632 net.cpp:76] Creating Layer relu6\n", - "I0218 20:43:25.516470 2099749632 net.cpp:372] relu6 <- fc6\n", - "I0218 20:43:25.516480 2099749632 net.cpp:323] relu6 -> fc6 (in-place)\n", - "I0218 20:43:25.516490 2099749632 net.cpp:105] Setting up relu6\n", - "I0218 20:43:25.516497 2099749632 net.cpp:112] Top shape: 10 4096 1 1 (40960)\n", - "I0218 20:43:25.516505 2099749632 layer_factory.hpp:74] Creating layer drop6\n", - "I0218 20:43:25.516515 2099749632 net.cpp:76] Creating Layer drop6\n", - "I0218 20:43:25.516521 2099749632 net.cpp:372] drop6 <- fc6\n", - "I0218 20:43:25.516530 2099749632 net.cpp:323] drop6 -> fc6 (in-place)\n", - "I0218 20:43:25.516538 2099749632 net.cpp:105] Setting up drop6\n", - "I0218 20:43:25.516557 2099749632 net.cpp:112] Top shape: 10 4096 1 1 (40960)\n", - "I0218 20:43:25.516566 2099749632 layer_factory.hpp:74] Creating layer fc7\n", - "I0218 20:43:25.516576 2099749632 net.cpp:76] Creating Layer fc7\n", - "I0218 20:43:25.516582 2099749632 net.cpp:372] fc7 <- fc6\n", - "I0218 20:43:25.516589 2099749632 net.cpp:334] fc7 -> fc7\n", - "I0218 20:43:25.516599 2099749632 net.cpp:105] Setting up fc7\n", - "I0218 20:43:25.604786 2099749632 net.cpp:112] Top shape: 10 4096 1 1 (40960)\n", - "I0218 20:43:25.604838 2099749632 layer_factory.hpp:74] Creating layer relu7\n", - "I0218 20:43:25.604852 2099749632 net.cpp:76] Creating Layer relu7\n", - "I0218 20:43:25.604859 2099749632 net.cpp:372] relu7 <- fc7\n", - "I0218 20:43:25.604868 2099749632 net.cpp:323] relu7 -> fc7 (in-place)\n", - "I0218 20:43:25.604878 2099749632 net.cpp:105] Setting up relu7\n", - "I0218 20:43:25.604885 2099749632 net.cpp:112] Top shape: 10 4096 1 1 (40960)\n", - "I0218 20:43:25.604893 2099749632 layer_factory.hpp:74] Creating layer drop7\n", - "I0218 20:43:25.604902 2099749632 net.cpp:76] Creating Layer drop7\n", - "I0218 20:43:25.604908 2099749632 net.cpp:372] drop7 <- fc7\n", - "I0218 20:43:25.604917 2099749632 net.cpp:323] drop7 -> fc7 (in-place)\n", - "I0218 20:43:25.604924 2099749632 net.cpp:105] Setting up drop7\n", - "I0218 20:43:25.604933 2099749632 net.cpp:112] Top shape: 10 4096 1 1 (40960)\n", - "I0218 20:43:25.604939 2099749632 layer_factory.hpp:74] Creating layer fc-rcnn\n", - "I0218 20:43:25.604948 2099749632 net.cpp:76] Creating Layer fc-rcnn\n", - "I0218 20:43:25.604954 2099749632 net.cpp:372] fc-rcnn <- fc7\n", - "I0218 20:43:25.604962 2099749632 net.cpp:334] fc-rcnn -> fc-rcnn\n", - "I0218 20:43:25.604971 2099749632 net.cpp:105] Setting up fc-rcnn\n", - "I0218 20:43:25.606878 2099749632 net.cpp:112] Top shape: 10 200 1 1 (2000)\n", - "I0218 20:43:25.606904 2099749632 net.cpp:165] fc-rcnn does not need backward computation.\n", - "I0218 20:43:25.606909 2099749632 net.cpp:165] drop7 does not need backward computation.\n", - "I0218 20:43:25.606916 2099749632 net.cpp:165] relu7 does not need backward computation.\n", - "I0218 20:43:25.606922 2099749632 net.cpp:165] fc7 does not need backward computation.\n", - "I0218 20:43:25.606928 2099749632 net.cpp:165] drop6 does not need backward computation.\n", - "I0218 20:43:25.606935 2099749632 net.cpp:165] relu6 does not need backward computation.\n", - "I0218 20:43:25.606940 2099749632 net.cpp:165] fc6 does not need backward computation.\n", - "I0218 20:43:25.606946 2099749632 net.cpp:165] pool5 does not need backward computation.\n", - "I0218 20:43:25.606952 2099749632 net.cpp:165] relu5 does not need backward computation.\n", - "I0218 20:43:25.606958 2099749632 net.cpp:165] conv5 does not need backward computation.\n", - "I0218 20:43:25.606964 2099749632 net.cpp:165] relu4 does not need backward computation.\n", - "I0218 20:43:25.606971 2099749632 net.cpp:165] conv4 does not need backward computation.\n", - "I0218 20:43:25.606976 2099749632 net.cpp:165] relu3 does not need backward computation.\n", - "I0218 20:43:25.606982 2099749632 net.cpp:165] conv3 does not need backward computation.\n", - "I0218 20:43:25.606988 2099749632 net.cpp:165] norm2 does not need backward computation.\n", - "I0218 20:43:25.606995 2099749632 net.cpp:165] pool2 does not need backward computation.\n", - "I0218 20:43:25.607002 2099749632 net.cpp:165] relu2 does not need backward computation.\n", - "I0218 20:43:25.607007 2099749632 net.cpp:165] conv2 does not need backward computation.\n", - "I0218 20:43:25.607013 2099749632 net.cpp:165] norm1 does not need backward computation.\n", - "I0218 20:43:25.607199 2099749632 net.cpp:165] pool1 does not need backward computation.\n", - "I0218 20:43:25.607213 2099749632 net.cpp:165] relu1 does not need backward computation.\n", - "I0218 20:43:25.607219 2099749632 net.cpp:165] conv1 does not need backward computation.\n", - "I0218 20:43:25.607225 2099749632 net.cpp:201] This network produces output fc-rcnn\n", - "I0218 20:43:25.607239 2099749632 net.cpp:446] Collecting Learning Rate and Weight Decay.\n", - "I0218 20:43:25.607255 2099749632 net.cpp:213] Network initialization done.\n", - "I0218 20:43:25.607262 2099749632 net.cpp:214] Memory required for data: 62425920\n", - "E0218 20:43:26.388214 2099749632 upgrade_proto.cpp:618] Attempting to upgrade input file specified using deprecated V1LayerParameter: ../models/bvlc_reference_rcnn_ilsvrc13/bvlc_reference_rcnn_ilsvrc13.caffemodel\n", - "I0218 20:43:27.089423 2099749632 upgrade_proto.cpp:626] Successfully upgraded file specified using deprecated V1LayerParameter\n", - "GPU mode\n", - "Loading input...\n", - "selective_search_rcnn({'/Users/shelhamer/h/desk/caffe/caffe-dev/examples/images/fish-bike.jpg'}, '/var/folders/bk/dtkn5qjd11bd17b2j36zplyw0000gp/T/tmpakaRLL.mat')\n", - "Processed 1570 windows in 102.895 s.\n", - "/Users/shelhamer/anaconda/lib/python2.7/site-packages/pandas/io/pytables.py:2453: PerformanceWarning: \n", - "your performance may suffer as PyTables will pickle object types that it cannot\n", - "map directly to c-types [inferred_type->mixed,key->block1_values] [items->['prediction']]\n", - "\n", - " warnings.warn(ws, PerformanceWarning)\n", - "Saved to _temp/det_output.h5 in 0.298 s.\n" - ] - } - ], - "source": [ - "!mkdir -p _temp\n", - "!echo `pwd`/images/fish-bike.jpg > _temp/det_input.txt\n", - "!../python/detect.py --crop_mode=selective_search --pretrained_model=../models/bvlc_reference_rcnn_ilsvrc13/bvlc_reference_rcnn_ilsvrc13.caffemodel --model_def=../models/bvlc_reference_rcnn_ilsvrc13/deploy.prototxt --gpu --raw_scale=255 _temp/det_input.txt _temp/det_output.h5" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "This run was in GPU mode. For CPU mode detection, call `detect.py` without the `--gpu` argument.\n", - "\n", - "Running this outputs a DataFrame with the filenames, selected windows, and their detection scores to an HDF5 file.\n", - "(We only ran on one image, so the filenames will all be the same.)" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "(1570, 5)\n", - "prediction [-2.62247, -2.84579, -2.85122, -3.20838, -1.94...\n", - "ymin 79.846\n", - "xmin 9.62\n", - "ymax 246.31\n", - "xmax 339.624\n", - "Name: /Users/shelhamer/h/desk/caffe/caffe-dev/examples/images/fish-bike.jpg, dtype: object\n" - ] - } - ], - "source": [ - "import numpy as np\n", - "import pandas as pd\n", - "import matplotlib.pyplot as plt\n", - "%matplotlib inline\n", - "\n", - "df = pd.read_hdf('_temp/det_output.h5', 'df')\n", - "print(df.shape)\n", - "print(df.iloc[0])" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "1570 regions were proposed with the R-CNN configuration of selective search. The number of proposals will vary from image to image based on its contents and size -- selective search isn't scale invariant.\n", - "\n", - "In general, `detect.py` is most efficient when running on a lot of images: it first extracts window proposals for all of them, batches the windows for efficient GPU processing, and then outputs the results.\n", - "Simply list an image per line in the `images_file`, and it will process all of them.\n", - "\n", - "Although this guide gives an example of R-CNN ImageNet detection, `detect.py` is clever enough to adapt to different Caffe models’ input dimensions, batch size, and output categories. You can switch the model definition and pretrained model as desired. Refer to `python detect.py --help` for the parameters to describe your data set. There's no need for hardcoding.\n", - "\n", - "Anyway, let's now load the ILSVRC13 detection class names and make a DataFrame of the predictions. Note you'll need the auxiliary ilsvrc2012 data fetched by `data/ilsvrc12/get_ilsvrc12_aux.sh`." - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "name\n", - "accordion -2.622471\n", - "airplane -2.845788\n", - "ant -2.851219\n", - "antelope -3.208377\n", - "apple -1.949950\n", - "armadillo -2.472935\n", - "artichoke -2.201684\n", - "axe -2.327404\n", - "baby bed -2.737925\n", - "backpack -2.176763\n", - "bagel -2.681061\n", - "balance beam -2.722538\n", - "banana -2.390628\n", - "band aid -1.598909\n", - "banjo -2.298197\n", - "...\n", - "trombone -2.582361\n", - "trumpet -2.352853\n", - "turtle -2.360859\n", - "tv or monitor -2.761043\n", - "unicycle -2.218467\n", - "vacuum -1.907717\n", - "violin -2.757079\n", - "volleyball -2.723689\n", - "waffle iron -2.418540\n", - "washer -2.408994\n", - "water bottle -2.174899\n", - "watercraft -2.837425\n", - "whale -3.120338\n", - "wine bottle -2.772960\n", - "zebra -2.742913\n", - "Name: 0, Length: 200, dtype: float32\n" - ] - } - ], - "source": [ - "with open('../data/ilsvrc12/det_synset_words.txt') as f:\n", - " labels_df = pd.DataFrame([\n", - " {\n", - " 'synset_id': l.strip().split(' ')[0],\n", - " 'name': ' '.join(l.strip().split(' ')[1:]).split(',')[0]\n", - " }\n", - " for l in f.readlines()\n", - " ])\n", - "labels_df.sort('synset_id')\n", - "predictions_df = pd.DataFrame(np.vstack(df.prediction.values), columns=labels_df['name'])\n", - "print(predictions_df.iloc[0])" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Let's look at the activations." - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 4, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - 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"unicycle 0.057080\n", - "motorcycle -0.006122\n", - "banjo -0.028209\n", - "turtle -0.189831\n", - "electric fan -0.206788\n", - "cart -0.214235\n", - "lizard -0.393519\n", - "helmet -0.477942\n", - "dtype: float32\n" - ] - } - ], - "source": [ - "max_s = predictions_df.max(0)\n", - "max_s.sort(ascending=False)\n", - "print(max_s[:10])" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "The top detections are in fact a person and bicycle.\n", - "Picking good localizations is a work in progress; we pick the top-scoring person and bicycle detections." - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Top detection:\n", - "name\n", - "person 1.835771\n", - "swimming trunks -1.150371\n", - "rubber eraser -1.231106\n", - "turtle -1.266037\n", - "plastic bag -1.303265\n", - "dtype: float32\n", - "\n", - "Second-best detection:\n", - "name\n", - "bicycle 0.866110\n", - "unicycle -0.359139\n", - "scorpion -0.811621\n", - "lobster -0.982891\n", - "lamp -1.096808\n", - "dtype: float32\n" - ] - }, - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 6, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": [ - "iVBORw0KGgoAAAANSUhEUgAAAXAAAAEACAYAAACqOy3+AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", - "AAALEgAACxIB0t1+/AAAIABJREFUeJzsvdmPZVl23vfb0znnTjFHZGZlZmVWVdaQVd1FqmVSomjD\n", - "Ei3BEiVYFgzD0LMBCzBEw4IN+C8wYMCCAL/IT/SDn/xkA6Rk0pxsUjRpkt0NsqeasirnITLmO51p\n", - "D37Y+9x7IyurSRhsJxuM1Z3Iyhs3zrDP3mt/61vfWkeEELiwC7uwC7uwHz+Tr/oCLuzCLuzCLuz/\n", - "m1048Au7sAu7sB9Tu3DgF3ZhF3ZhP6Z24cAv7MIu7MJ+TO3CgV/YhV3Yhf2Y2oUDv7ALu7AL+zG1\n", - "H4kDF0L8XSHEx0KIz4QQ/82P4hwXdmEXdmF/2U38eevAhRAK+AT428Bj4I+AfxxC+OjP9UQXdmEX\n", - "dmF/ye1HgcB/GrgTQrgXQmiB/wX4hz+C81zYhV3Yhf2lth+FA78KPFz596P02YVd2IVd2IX9OdqP\n", - "woFf1OZf2IVd2IX9/2D6R3DMx8D1lX9fJ6LwhQkhLpz8hV3YhV3Yn9FCCOJln/8oHPg3gbeFEDeB\n", - "J8B/AvzjF7/0P/7z/w4kKGOYVxWPnz6lalqUUmRZRq/XAwJVXRICVGWNc548L5BSUZYlbduilCTL\n", - 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"print('Top detection:')\n", - "print(f.order(ascending=False)[:5])\n", - "print('')\n", - "\n", - "# Show top predictions for second-best detection.\n", - "f = pd.Series(df['prediction'].iloc[j], index=labels_df['name'])\n", - "print('Second-best detection:')\n", - "print(f.order(ascending=False)[:5])\n", - "\n", - "# Show top detection in red, second-best top detection in blue.\n", - "im = plt.imread('images/fish-bike.jpg')\n", - "plt.imshow(im)\n", - "currentAxis = plt.gca()\n", - "\n", - "det = df.iloc[i]\n", - "coords = (det['xmin'], det['ymin']), det['xmax'] - det['xmin'], det['ymax'] - det['ymin']\n", - "currentAxis.add_patch(plt.Rectangle(*coords, fill=False, edgecolor='r', linewidth=5))\n", - "\n", - "det = df.iloc[j]\n", - "coords = (det['xmin'], det['ymin']), det['xmax'] - det['xmin'], det['ymax'] - det['ymin']\n", - "currentAxis.add_patch(plt.Rectangle(*coords, fill=False, edgecolor='b', linewidth=5))" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "That's cool. Let's take all 'bicycle' detections and NMS them to get rid of overlapping windows." - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [ - "def nms_detections(dets, overlap=0.3):\n", - " \"\"\"\n", - " Non-maximum suppression: Greedily select high-scoring detections and\n", - " skip detections that are significantly covered by a previously\n", - " selected detection.\n", - "\n", - " This version is translated from Matlab code by Tomasz Malisiewicz,\n", - " who sped up Pedro Felzenszwalb's code.\n", - "\n", - " Parameters\n", - " ----------\n", - " dets: ndarray\n", - " each row is ['xmin', 'ymin', 'xmax', 'ymax', 'score']\n", - " overlap: float\n", - " minimum overlap ratio (0.3 default)\n", - "\n", - " Output\n", - " ------\n", - " dets: ndarray\n", - " remaining after suppression.\n", - " \"\"\"\n", - " x1 = dets[:, 0]\n", - " y1 = dets[:, 1]\n", - " x2 = dets[:, 2]\n", - " y2 = dets[:, 3]\n", - " ind = np.argsort(dets[:, 4])\n", - "\n", - " w = x2 - x1\n", - " h = y2 - y1\n", - " area = (w * h).astype(float)\n", - "\n", - " pick = []\n", - " while len(ind) > 0:\n", - " i = ind[-1]\n", - " pick.append(i)\n", - " ind = ind[:-1]\n", - "\n", - " xx1 = np.maximum(x1[i], x1[ind])\n", - " yy1 = np.maximum(y1[i], y1[ind])\n", - " xx2 = np.minimum(x2[i], x2[ind])\n", - " yy2 = np.minimum(y2[i], y2[ind])\n", - "\n", - " w = np.maximum(0., xx2 - xx1)\n", - " h = np.maximum(0., yy2 - yy1)\n", - "\n", - " wh = w * h\n", - " o = wh / (area[i] + area[ind] - wh)\n", - "\n", - " ind = ind[np.nonzero(o <= overlap)[0]]\n", - "\n", - " return dets[pick, :]" - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [ - "scores = predictions_df['bicycle']\n", - "windows = df[['xmin', 'ymin', 'xmax', 'ymax']].values\n", - "dets = np.hstack((windows, scores[:, np.newaxis]))\n", - "nms_dets = nms_detections(dets)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Show top 3 NMS'd detections for 'bicycle' in the image and note the gap between the top scoring box (red) and the remaining boxes." - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "scores: [ 0.86610985 -0.70051557 -1.34796357]\n" - ] - }, - { - "data": { - "image/png": [ - "iVBORw0KGgoAAAANSUhEUgAAAXAAAAEACAYAAACqOy3+AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", - "AAALEgAACxIB0t1+/AAAIABJREFUeJzsvUmMZll23/e7wxu+KeaInKuys+aq7ibdraZE0oIgU4Qt\n", - "mrAsGISgrTfaWAa88tYbwzagnQEbhGUv5I1XNiBKIE3SNCi2SDfZbLC72TVmVWVV5RQZ8ze+9+7k\n", - "xb3vfV9ERTYJg8Vim3G6oyLjG95w371n+J9z/leEELiSK7mSK7mSnzyRX/YFXMmVXMmVXMn/N7lS\n", - "4FdyJVdyJT+hcqXAr+RKruRKfkLlSoFfyZVcyZX8hMqVAr+SK7mSK/kJlSsFfiVXciVX8hMqX4gC\n", - "F0L8B0KId4UQHwgh/ssv4hxXciVXciV/3UX8RdeBCyEU8B7w94BHwB8B/ziE8M5f6Imu5Equ5Er+\n", - "mssX4YH/DHA/hPAghGCA/w34B1/Aea7kSq7kSv5ayxehwG8Bn638/TC9diVXciVXciV/gfJFKPCr\n", - 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] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "This was an easy instance for bicycle as it was in the class's training set. However, the person result is a true detection since this was not in the set for that class.\n", - "\n", - "You should try out detection on an image of your own next!" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "(Remove the temp directory to clean up, and we're done.)" - ] - }, - { - "cell_type": "code", - "execution_count": 10, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [ - "!rm -rf _temp" - ] - } - ], - "metadata": { - "description": "Run a pretrained model as a detector in Python.", - "example_name": "R-CNN detection", - "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": 6 - }, - "nbformat": 4, - "nbformat_minor": 0 -} diff --git a/examples/hdf5_classification/nonlinear_solver.prototxt b/examples/hdf5_classification/nonlinear_solver.prototxt deleted file mode 100644 index b4aacf6e423..00000000000 --- a/examples/hdf5_classification/nonlinear_solver.prototxt +++ /dev/null @@ -1,15 +0,0 @@ -train_net: "examples/hdf5_classification/nonlinear_auto_train.prototxt" -test_net: "examples/hdf5_classification/nonlinear_auto_test.prototxt" -test_iter: 250 -test_interval: 1000 -base_lr: 0.01 -lr_policy: "step" -gamma: 0.1 -stepsize: 5000 -display: 1000 -max_iter: 10000 -momentum: 0.9 -weight_decay: 0.0005 -snapshot: 10000 -snapshot_prefix: "examples/hdf5_classification/data/train" -solver_mode: CPU diff --git a/examples/hdf5_classification/solver.prototxt b/examples/hdf5_classification/solver.prototxt deleted file mode 100644 index 8587b5a1e5a..00000000000 --- a/examples/hdf5_classification/solver.prototxt +++ /dev/null @@ -1,15 +0,0 @@ -train_net: "examples/hdf5_classification/logreg_auto_train.prototxt" -test_net: "examples/hdf5_classification/logreg_auto_test.prototxt" -test_iter: 250 -test_interval: 1000 -base_lr: 0.01 -lr_policy: "step" -gamma: 0.1 -stepsize: 5000 -display: 1000 -max_iter: 10000 -momentum: 0.9 -weight_decay: 0.0005 -snapshot: 10000 -snapshot_prefix: "examples/hdf5_classification/data/train" -solver_mode: CPU diff --git a/examples/images/coffee.jpg b/examples/images/coffee.jpg new file mode 100644 index 00000000000..74d4b8dec7b Binary files /dev/null and b/examples/images/coffee.jpg differ diff --git a/examples/mnist/lenet_auto_solver.prototxt b/examples/mnist/lenet_auto_solver.prototxt index fa4bbf02710..481c84491f7 100644 --- a/examples/mnist/lenet_auto_solver.prototxt +++ b/examples/mnist/lenet_auto_solver.prototxt @@ -1,6 +1,6 @@ # The train/test net protocol buffer definition -train_net: "examples/mnist/lenet_auto_train.prototxt" -test_net: "examples/mnist/lenet_auto_test.prototxt" +train_net: "mnist/lenet_auto_train.prototxt" +test_net: "mnist/lenet_auto_test.prototxt" # test_iter specifies how many forward passes the test should carry out. # In the case of MNIST, we have test batch size 100 and 100 test iterations, # covering the full 10,000 testing images. @@ -21,4 +21,4 @@ display: 100 max_iter: 10000 # snapshot intermediate results snapshot: 5000 -snapshot_prefix: "examples/mnist/lenet" +snapshot_prefix: "mnist/lenet" diff --git a/examples/net-surgery.ipynb b/examples/net-surgery.ipynb new file mode 100644 index 00000000000..76a5a6b0fe1 --- /dev/null +++ b/examples/net-surgery.ipynb @@ -0,0 +1,367 @@ +{ + "metadata": { + "description": "How to do net surgery and manually change model parameters for custom use.", + "example_name": "Editing model parameters", + "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" + }, + "name": "", + "priority": 5 + }, + "nbformat": 3, + "nbformat_minor": 0, + "worksheets": [ + { + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Net Surgery\n", + "\n", + "Caffe networks can be transformed to your particular needs by editing the model parameters. The data, diffs, and parameters of a net are all exposed in pycaffe.\n", + "\n", + "Roll up your sleeves for net surgery with pycaffe!" + ] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "%matplotlib inline\n", + "import Image\n", + "\n", + "# Make sure that caffe is on the python path:\n", + "caffe_root = '../' # this file is expected to be in {caffe_root}/examples\n", + "import sys\n", + "sys.path.insert(0, caffe_root + 'python')\n", + "\n", + "import caffe\n", + "\n", + "# configure plotting\n", + "plt.rcParams['figure.figsize'] = (10, 10)\n", + "plt.rcParams['image.interpolation'] = 'nearest'\n", + "plt.rcParams['image.cmap'] = 'gray'" + ], + "language": "python", + "metadata": {}, + "outputs": [] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Designer Filters\n", + "\n", + "To show how to load, manipulate, and save parameters we'll design our own filters into a simple network that's only a single convolution layer. This net has two blobs, `data` for the input and `conv` for the convolution output and one parameter `conv` for the convolution filter weights and biases." + ] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "# Load the net, list its data and params, and filter an example image.\n", + "caffe.set_mode_cpu()\n", + "net = caffe.Net('net_surgery/conv.prototxt', caffe.TEST)\n", + "print(\"blobs {}\\nparams {}\".format(net.blobs.keys(), net.params.keys()))\n", + "\n", + "# load image and prepare as a single input batch for Caffe\n", + "im = np.array(Image.open('images/cat_gray.jpg'))\n", + "plt.title(\"original image\")\n", + "plt.imshow(im)\n", + "plt.axis('off')\n", + "\n", + "im_input = im[np.newaxis, np.newaxis, :, :]\n", + "net.blobs['data'].reshape(*im_input.shape)\n", + "net.blobs['data'].data[...] = im_input" + ], + "language": "python", + "metadata": {}, + "outputs": [] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The convolution weights are initialized from Gaussian noise while the biases are initialized to zero. These random filters give output somewhat like edge detections." + ] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "# helper show filter outputs\n", + "def show_filters(net):\n", + " net.forward()\n", + " plt.figure()\n", + " filt_min, filt_max = net.blobs['conv'].data.min(), net.blobs['conv'].data.max()\n", + " for i in range(3):\n", + " plt.subplot(1,4,i+2)\n", + " plt.title(\"filter #{} output\".format(i))\n", + " plt.imshow(net.blobs['conv'].data[0, i], vmin=filt_min, vmax=filt_max)\n", + " plt.tight_layout()\n", + " plt.axis('off')\n", + "\n", + "# filter the image with initial \n", + "show_filters(net)" + ], + "language": "python", + "metadata": {}, + "outputs": [] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Raising the bias of a filter will correspondingly raise its output:" + ] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "# pick first filter output\n", + "conv0 = net.blobs['conv'].data[0, 0]\n", + "print(\"pre-surgery output mean {:.2f}\".format(conv0.mean()))\n", + "# set first filter bias to 10\n", + "net.params['conv'][1].data[0] = 1.\n", + "net.forward()\n", + "print(\"post-surgery output mean {:.2f}\".format(conv0.mean()))" + ], + "language": "python", + "metadata": {}, + "outputs": [] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Altering the filter weights is more exciting since we can assign any kernel like Gaussian blur, the Sobel operator for edges, and so on. The following surgery turns the 0th filter into a Gaussian blur and the 1st and 2nd filters into the horizontal and vertical gradient parts of the Sobel operator.\n", + "\n", + "See how the 0th output is blurred, the 1st picks up horizontal edges, and the 2nd picks up vertical edges." + ] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "ksize = net.params['conv'][0].data.shape[2:]\n", + "# make Gaussian blur\n", + "sigma = 1.\n", + "y, x = np.mgrid[-ksize[0]//2 + 1:ksize[0]//2 + 1, -ksize[1]//2 + 1:ksize[1]//2 + 1]\n", + "g = np.exp(-((x**2 + y**2)/(2.0*sigma**2)))\n", + "gaussian = (g / g.sum()).astype(np.float32)\n", + "net.params['conv'][0].data[0] = gaussian\n", + "# make Sobel operator for edge detection\n", + "net.params['conv'][0].data[1:] = 0.\n", + "sobel = np.array((-1, -2, -1, 0, 0, 0, 1, 2, 1), dtype=np.float32).reshape((3,3))\n", + "net.params['conv'][0].data[1, 0, 1:-1, 1:-1] = sobel # horizontal\n", + "net.params['conv'][0].data[2, 0, 1:-1, 1:-1] = sobel.T # vertical\n", + "show_filters(net)" + ], + "language": "python", + "metadata": {}, + "outputs": [] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "With net surgery, parameters can be transplanted across nets, regularized by custom per-parameter operations, and transformed according to your schemes." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Casting a Classifier into a Fully Convolutional Network\n", + "\n", + "Let's take the standard Caffe Reference ImageNet model \"CaffeNet\" and transform it into a fully convolutional net for efficient, dense inference on large inputs. This model generates a classification map that covers a given input size instead of a single classification. In particular a 8 $\\times$ 8 classification map on a 451 $\\times$ 451 input gives 64x the output in only 3x the time. The computation exploits a natural efficiency of convolutional network (convnet) structure by amortizing the computation of overlapping receptive fields.\n", + "\n", + "To do so we translate the `InnerProduct` matrix multiplication layers of CaffeNet into `Convolutional` layers. This is the only change: the other layer types are agnostic to spatial size. Convolution is translation-invariant, activations are elementwise operations, and so on. The `fc6` inner product when carried out as convolution by `fc6-conv` turns into a 6 \\times 6 filter with stride 1 on `pool5`. Back in image space this gives a classification for each 227 $\\times$ 227 box with stride 32 in pixels. Remember the equation for output map / receptive field size, output = (input - kernel_size) / stride + 1, and work out the indexing details for a clear understanding." + ] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "!diff net_surgery/bvlc_caffenet_full_conv.prototxt ../models/bvlc_reference_caffenet/deploy.prototxt" + ], + "language": "python", + "metadata": {}, + "outputs": [] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The only differences needed in the architecture are to change the fully connected classifier inner product layers into convolutional layers with the right filter size -- 6 x 6, since the reference model classifiers take the 36 elements of `pool5` as input -- and stride 1 for dense classification. Note that the layers are renamed so that Caffe does not try to blindly load the old parameters when it maps layer names to the pretrained model." + ] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "# Make sure that caffe is on the python path:\n", + "caffe_root = '../' # this file is expected to be in {caffe_root}/examples\n", + "import sys\n", + "sys.path.insert(0, caffe_root + 'python')\n", + "\n", + "import caffe\n", + "\n", + "# Load the original network and extract the fully connected layers' parameters.\n", + "net = caffe.Net('../models/bvlc_reference_caffenet/deploy.prototxt', \n", + " '../models/bvlc_reference_caffenet/bvlc_reference_caffenet.caffemodel', \n", + " caffe.TEST)\n", + "params = ['fc6', 'fc7', 'fc8']\n", + "# fc_params = {name: (weights, biases)}\n", + "fc_params = {pr: (net.params[pr][0].data, net.params[pr][1].data) for pr in params}\n", + "\n", + "for fc in params:\n", + " print '{} weights are {} dimensional and biases are {} dimensional'.format(fc, fc_params[fc][0].shape, fc_params[fc][1].shape)" + ], + "language": "python", + "metadata": {}, + "outputs": [] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Consider the shapes of the inner product parameters. The weight dimensions are the output and input sizes while the bias dimension is the output size." + ] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "# Load the fully convolutional network to transplant the parameters.\n", + "net_full_conv = caffe.Net('net_surgery/bvlc_caffenet_full_conv.prototxt', \n", + " '../models/bvlc_reference_caffenet/bvlc_reference_caffenet.caffemodel',\n", + " caffe.TEST)\n", + "params_full_conv = ['fc6-conv', 'fc7-conv', 'fc8-conv']\n", + "# conv_params = {name: (weights, biases)}\n", + "conv_params = {pr: (net_full_conv.params[pr][0].data, net_full_conv.params[pr][1].data) for pr in params_full_conv}\n", + "\n", + "for conv in params_full_conv:\n", + " print '{} weights are {} dimensional and biases are {} dimensional'.format(conv, conv_params[conv][0].shape, conv_params[conv][1].shape)" + ], + "language": "python", + "metadata": {}, + "outputs": [] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The convolution weights are arranged in output $\\times$ input $\\times$ height $\\times$ width dimensions. To map the inner product weights to convolution filters, we could roll the flat inner product vectors into channel $\\times$ height $\\times$ width filter matrices, but actually these are identical in memory (as row major arrays) so we can assign them directly.\n", + "\n", + "The biases are identical to those of the inner product.\n", + "\n", + "Let's transplant!" + ] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "for pr, pr_conv in zip(params, params_full_conv):\n", + " conv_params[pr_conv][0].flat = fc_params[pr][0].flat # flat unrolls the arrays\n", + " conv_params[pr_conv][1][...] = fc_params[pr][1]" + ], + "language": "python", + "metadata": {}, + "outputs": [] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Next, save the new model weights." + ] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "net_full_conv.save('net_surgery/bvlc_caffenet_full_conv.caffemodel')" + ], + "language": "python", + "metadata": {}, + "outputs": [] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "To conclude, let's make a classification map from the example cat image and visualize the confidence of \"tiger cat\" as a probability heatmap. This gives an 8-by-8 prediction on overlapping regions of the 451 $\\times$ 451 input." + ] + }, + { + "cell_type": "code", + "collapsed": true, + "input": [ + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "%matplotlib inline\n", + "\n", + "# load input and configure preprocessing\n", + "im = caffe.io.load_image('images/cat.jpg')\n", + "transformer = caffe.io.Transformer({'data': net_full_conv.blobs['data'].data.shape})\n", + "transformer.set_mean('data', np.load('../python/caffe/imagenet/ilsvrc_2012_mean.npy').mean(1).mean(1))\n", + "transformer.set_transpose('data', (2,0,1))\n", + "transformer.set_channel_swap('data', (2,1,0))\n", + "transformer.set_raw_scale('data', 255.0)\n", + "# make classification map by forward and print prediction indices at each location\n", + "out = net_full_conv.forward_all(data=np.asarray([transformer.preprocess('data', im)]))\n", + "print out['prob'][0].argmax(axis=0)\n", + "# show net input and confidence map (probability of the top prediction at each location)\n", + "plt.subplot(1, 2, 1)\n", + "plt.imshow(transformer.deprocess('data', net_full_conv.blobs['data'].data[0]))\n", + "plt.subplot(1, 2, 2)\n", + "plt.imshow(out['prob'][0,281])" + ], + "language": "python", + "metadata": {}, + "outputs": [] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The classifications include various cats -- 282 = tiger cat, 281 = tabby, 283 = persian -- and foxes and other mammals.\n", + "\n", + "In this way the fully connected layers can be extracted as dense features across an image (see `net_full_conv.blobs['fc6'].data` for instance), which is perhaps more useful than the classification map itself.\n", + "\n", + "Note that this model isn't totally appropriate for sliding-window detection since it was trained for whole-image classification. Nevertheless it can work just fine. Sliding-window training and finetuning can be done by defining a sliding-window ground truth and loss such that a loss map is made for every location and solving as usual. (This is an exercise for the reader.)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "*A thank you to Rowland Depp for first suggesting this trick.*" + ] + } + ], + "metadata": {} + } + ] +} diff --git a/examples/net_surgery.ipynb b/examples/net_surgery.ipynb deleted file mode 100644 index ff780fbb9f7..00000000000 --- a/examples/net_surgery.ipynb +++ /dev/null @@ -1,6911 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Net Surgery\n", - "\n", - "Caffe networks can be transformed to your particular needs by editing the model parameters. The data, diffs, and parameters of a net are all exposed in pycaffe.\n", - "\n", - "Roll up your sleeves for net surgery with pycaffe!" - ] - }, - { - "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", - "import Image\n", - "\n", - "# Make sure that caffe is on the python path:\n", - "caffe_root = '../' # this file is expected to be in {caffe_root}/examples\n", - "import sys\n", - "sys.path.insert(0, caffe_root + 'python')\n", - "\n", - "import caffe\n", - "\n", - "# configure plotting\n", - "plt.rcParams['figure.figsize'] = (10, 10)\n", - "plt.rcParams['image.interpolation'] = 'nearest'\n", - "plt.rcParams['image.cmap'] = 'gray'" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Designer Filters\n", - "\n", - "To show how to load, manipulate, and save parameters we'll design our own filters into a simple network that's only a single convolution layer. This net has two blobs, `data` for the input and `conv` for the convolution output and one parameter `conv` for the convolution filter weights and biases." - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "blobs ['data', 'conv']\n", - "params ['conv']\n" - ] - }, - { - "data": { - "image/png": [ - "iVBORw0KGgoAAAANSUhEUgAAAlIAAAHNCAYAAADVB5V4AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", - "AAALEgAACxIB0t1+/AAAIABJREFUeJzsvWuMZdl13/c/tx733np393T3PPkYDUccPsQZiaRkCYpE\n", - "CYklOwYhfwjCIAEiJDLswAkQf3AQIEoC64OcIEDiIHESBAiCCAkkJ4GtJHCM+KHQjmGZtmxKJBVC\n", - "wxkOZyac4Uz3dHe97q1bt+7Jh+r/rt/517499ER008xZQKGq7j1nn73XXns9/mvtfZq2bdVTTz31\n", - "1FNPPfXU0z86DR52B3rqqaeeeuqpp57+SaXekeqpp5566qmnnnp6j9Q7Uj311FNPPfXUU0/vkXpH\n", - "qqeeeuqpp5566uk9Uu9I9dRTTz311FNPPb1H6h2pnnrqqaeeeuqpp/dIvSPVU089/b5T0zT/RdM0\n", - "/87v97Xv0s4HmqZZNE1T1WtN03y5aZp/6v/rc3rqqaeeSE1/jlRPPfX0vUBN03xA0suSVtu2XTzc\n", - 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] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "The convolution weights are initialized from Gaussian noise while the biases are initialized to zero. These random filters give output somewhat like edge detections." - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "data": { - "image/png": [ - "iVBORw0KGgoAAAANSUhEUgAAAicAAACbCAYAAAC5xzv6AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", - "AAALEgAACxIB0t1+/AAAIABJREFUeJzsvVuMbVl2pvWvfb/FjkueW568VN5dXSUbl4sHbBBYbYRK\n", - "jRqEJW7qfkD90MItN4gGgQC3QHYJiwdejJFfcNvgRtBuaBAPyA9gt5FBcrnc1bbLVemqPFmZlZdz\n", - "TuaJc+KybxH7sniI8839rxFrx4lMU7mjKveQQhGx97rMNeeYY/zjH2POleV5ro1sZCMb2chGNrKR\n", - "qyKVdTdgIxvZyEY2spGNbMRlA042spGNbGQjG9nIlZINONnIRjaykY1sZCNXSjbgZCMb2chGNrKR\n", - "jVwp2YCTjWxkIxvZyEY2cqVkA042spGNbGQjG9nIlZJPDTjJsuyHsiz7x1mWHWVZ9jezLPuVLMt+\n", - "7vF3P5ll2TvrbuNGNvJxZKPbG/lBlY1uf3rlUwNOJP2Hkv6vPM/7eZ7/13me/0ye518uOzDLsrey\n", - "LPuL36uGZFn2lSzLXsmy7KUsy/4wfLeXZdn/mmXZ4HE7/s3vURv+8yzLfuOqXm8jH0m+X3T7Z7Ms\n", - "+2qWZZMsy37te9iGjW7/4MiV1+0syxpZlv3q4/sfZVn2tSzLvvQ9asOnRrc/TeDkM5K+ccljc0nZ\n", - "x7lJ9lgu+L4u6fk8z9+Q9EVJfxgO+W8kTSTdkPRXJP1KlmWf+zht2cinRr5fdPs9Sb8g6e98nPtv\n", - 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], - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# helper show filter outputs\n", - "def show_filters(net):\n", - " net.forward()\n", - " plt.figure()\n", - " filt_min, filt_max = net.blobs['conv'].data.min(), net.blobs['conv'].data.max()\n", - " for i in range(3):\n", - " plt.subplot(1,4,i+2)\n", - " plt.title(\"filter #{} output\".format(i))\n", - " plt.imshow(net.blobs['conv'].data[0, i], vmin=filt_min, vmax=filt_max)\n", - " plt.tight_layout()\n", - " plt.axis('off')\n", - "\n", - "# filter the image with initial \n", - "show_filters(net)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Raising the bias of a filter will correspondingly raise its output:" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "pre-surgery output mean -12.93\n", - "post-surgery output mean -11.93\n" - ] - } - ], - "source": [ - "# pick first filter output\n", - "conv0 = net.blobs['conv'].data[0, 0]\n", - "print(\"pre-surgery output mean {:.2f}\".format(conv0.mean()))\n", - "# set first filter bias to 10\n", - "net.params['conv'][1].data[0] = 1.\n", - "net.forward()\n", - "print(\"post-surgery output mean {:.2f}\".format(conv0.mean()))" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Altering the filter weights is more exciting since we can assign any kernel like Gaussian blur, the Sobel operator for edges, and so on. The following surgery turns the 0th filter into a Gaussian blur and the 1st and 2nd filters into the horizontal and vertical gradient parts of the Sobel operator.\n", - "\n", - "See how the 0th output is blurred, the 1st picks up horizontal edges, and the 2nd picks up vertical edges." - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "data": { - "image/png": [ - "iVBORw0KGgoAAAANSUhEUgAAAicAAACbCAYAAAC5xzv6AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", - "AAALEgAACxIB0t1+/AAAIABJREFUeJzsvWuMbNl13/c/9eh6V7/uvT1zHzNDzgw5HNIWNInpMCEi\n", - "2wkCwYElBFASBTLg2DCM2LATSAkSJ5GlWDJi5EMAA0ngL/EjkQPFcuIQgREEcCIbAkJD9JhDgdJ4\n", - "yOFjHnfuq2/fflV1VXc9Tj7U/e3+1+pTfe+MqOkmWQtodHfVOfvsvfbaa/3XY++T5XmuJS1pSUta\n", - "0pKWtKTLQqWL7sCSlrSkJS1pSUtaktMSnCxpSUta0pKWtKRLRUtwsqQlLWlJS1rSki4VLcHJkpa0\n", - "pCUtaUlLulS0BCdLWtKSlrSkJS3pUtESnCxpSUta0pKWtKRLRT804CTLsk9nWfa1LMsOsiz7C1mW\n", - "/fUsy37+8Xd/KMuy9y+6j0ta0kehpWwv6QeVlrL9w0s/NOBE0n8q6f/N87yb5/l/l+f5n83z/K8U\n", - 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"net.params['conv'][0].data[1:] = 0.\n", - "sobel = np.array((-1, -2, -1, 0, 0, 0, 1, 2, 1), dtype=np.float32).reshape((3,3))\n", - "net.params['conv'][0].data[1, 0, 1:-1, 1:-1] = sobel # horizontal\n", - "net.params['conv'][0].data[2, 0, 1:-1, 1:-1] = sobel.T # vertical\n", - "show_filters(net)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "With net surgery, parameters can be transplanted across nets, regularized by custom per-parameter operations, and transformed according to your schemes." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Casting a Classifier into a Fully Convolutional Network\n", - "\n", - "Let's take the standard Caffe Reference ImageNet model \"CaffeNet\" and transform it into a fully convolutional net for efficient, dense inference on large inputs. This model generates a classification map that covers a given input size instead of a single classification. In particular a 8 $\\times$ 8 classification map on a 451 $\\times$ 451 input gives 64x the output in only 3x the time. The computation exploits a natural efficiency of convolutional network (convnet) structure by amortizing the computation of overlapping receptive fields.\n", - "\n", - "To do so we translate the `InnerProduct` matrix multiplication layers of CaffeNet into `Convolutional` layers. This is the only change: the other layer types are agnostic to spatial size. Convolution is translation-invariant, activations are elementwise operations, and so on. The `fc6` inner product when carried out as convolution by `fc6-conv` turns into a 6 \\times 6 filter with stride 1 on `pool5`. Back in image space this gives a classification for each 227 $\\times$ 227 box with stride 32 in pixels. Remember the equation for output map / receptive field size, output = (input - kernel_size) / stride + 1, and work out the indexing details for a clear understanding." - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "1,2c1\r\n", - "< # Fully convolutional network version of CaffeNet.\r\n", - "< name: \"CaffeNetConv\"\r\n", - "---\r\n", - "> name: \"CaffeNet\"\r\n", - "4c3\r\n", - "< input_dim: 1\r\n", - "---\r\n", - "> input_dim: 10\r\n", - "6,7c5,6\r\n", - "< input_dim: 451\r\n", - "< input_dim: 451\r\n", - "---\r\n", - "> input_dim: 227\r\n", - "> input_dim: 227\r\n", - "152,153c151,152\r\n", - "< name: \"fc6-conv\"\r\n", - "< type: \"Convolution\"\r\n", - "---\r\n", - "> name: \"fc6\"\r\n", - "> type: \"InnerProduct\"\r\n", - "155,156c154,155\r\n", - "< top: \"fc6-conv\"\r\n", - "< convolution_param {\r\n", - "---\r\n", - "> top: \"fc6\"\r\n", - "> inner_product_param {\r\n", - "158d156\r\n", - "< kernel_size: 6\r\n", - "164,165c162,163\r\n", - "< bottom: \"fc6-conv\"\r\n", - "< top: \"fc6-conv\"\r\n", - "---\r\n", - "> bottom: \"fc6\"\r\n", - "> top: \"fc6\"\r\n", - "170,171c168,169\r\n", - "< bottom: \"fc6-conv\"\r\n", - "< top: \"fc6-conv\"\r\n", - "---\r\n", - "> bottom: \"fc6\"\r\n", - "> top: \"fc6\"\r\n", - "177,181c175,179\r\n", - "< name: \"fc7-conv\"\r\n", - "< type: \"Convolution\"\r\n", - "< bottom: \"fc6-conv\"\r\n", - "< top: \"fc7-conv\"\r\n", - "< convolution_param {\r\n", - "---\r\n", - "> name: \"fc7\"\r\n", - "> type: \"InnerProduct\"\r\n", - "> bottom: \"fc6\"\r\n", - "> top: \"fc7\"\r\n", - "> inner_product_param {\r\n", - "183d180\r\n", - "< kernel_size: 1\r\n", - "189,190c186,187\r\n", - "< bottom: \"fc7-conv\"\r\n", - "< top: \"fc7-conv\"\r\n", - "---\r\n", - "> bottom: \"fc7\"\r\n", - "> top: \"fc7\"\r\n", - "195,196c192,193\r\n", - "< bottom: \"fc7-conv\"\r\n", - "< top: \"fc7-conv\"\r\n", - "---\r\n", - "> bottom: \"fc7\"\r\n", - "> top: \"fc7\"\r\n", - "202,206c199,203\r\n", - "< name: \"fc8-conv\"\r\n", - "< type: \"Convolution\"\r\n", - "< bottom: \"fc7-conv\"\r\n", - "< top: \"fc8-conv\"\r\n", - "< convolution_param {\r\n", - "---\r\n", - "> name: \"fc8\"\r\n", - "> type: \"InnerProduct\"\r\n", - "> bottom: \"fc7\"\r\n", - "> top: \"fc8\"\r\n", - "> inner_product_param {\r\n", - "208d204\r\n", - "< kernel_size: 1\r\n", - "214c210\r\n", - "< bottom: \"fc8-conv\"\r\n", - "---\r\n", - "> bottom: \"fc8\"\r\n" - ] - } - ], - "source": [ - "!diff net_surgery/bvlc_caffenet_full_conv.prototxt ../models/bvlc_reference_caffenet/deploy.prototxt" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "The only differences needed in the architecture are to change the fully connected classifier inner product layers into convolutional layers with the right filter size -- 6 x 6, since the reference model classifiers take the 36 elements of `pool5` as input -- and stride 1 for dense classification. Note that the layers are renamed so that Caffe does not try to blindly load the old parameters when it maps layer names to the pretrained model." - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "fc6 weights are (4096, 9216) dimensional and biases are (4096,) dimensional\n", - "fc7 weights are (4096, 4096) dimensional and biases are (4096,) dimensional\n", - "fc8 weights are (1000, 4096) dimensional and biases are (1000,) dimensional\n" - ] - } - ], - "source": [ - "# Make sure that caffe is on the python path:\n", - "caffe_root = '../' # this file is expected to be in {caffe_root}/examples\n", - "import sys\n", - "sys.path.insert(0, caffe_root + 'python')\n", - "\n", - "import caffe\n", - "\n", - "# Load the original network and extract the fully connected layers' parameters.\n", - "net = caffe.Net('../models/bvlc_reference_caffenet/deploy.prototxt', \n", - " '../models/bvlc_reference_caffenet/bvlc_reference_caffenet.caffemodel', \n", - " caffe.TEST)\n", - "params = ['fc6', 'fc7', 'fc8']\n", - "# fc_params = {name: (weights, biases)}\n", - "fc_params = {pr: (net.params[pr][0].data, net.params[pr][1].data) for pr in params}\n", - "\n", - "for fc in params:\n", - " print '{} weights are {} dimensional and biases are {} dimensional'.format(fc, fc_params[fc][0].shape, fc_params[fc][1].shape)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Consider the shapes of the inner product parameters. The weight dimensions are the output and input sizes while the bias dimension is the output size." - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "fc6-conv weights are (4096, 256, 6, 6) dimensional and biases are (4096,) dimensional\n", - "fc7-conv weights are (4096, 4096, 1, 1) dimensional and biases are (4096,) dimensional\n", - "fc8-conv weights are (1000, 4096, 1, 1) dimensional and biases are (1000,) dimensional\n" - ] - } - ], - "source": [ - "# Load the fully convolutional network to transplant the parameters.\n", - "net_full_conv = caffe.Net('net_surgery/bvlc_caffenet_full_conv.prototxt', \n", - " '../models/bvlc_reference_caffenet/bvlc_reference_caffenet.caffemodel',\n", - " caffe.TEST)\n", - "params_full_conv = ['fc6-conv', 'fc7-conv', 'fc8-conv']\n", - "# conv_params = {name: (weights, biases)}\n", - "conv_params = {pr: (net_full_conv.params[pr][0].data, net_full_conv.params[pr][1].data) for pr in params_full_conv}\n", - "\n", - "for conv in params_full_conv:\n", - " print '{} weights are {} dimensional and biases are {} dimensional'.format(conv, conv_params[conv][0].shape, conv_params[conv][1].shape)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "The convolution weights are arranged in output $\\times$ input $\\times$ height $\\times$ width dimensions. To map the inner product weights to convolution filters, we could roll the flat inner product vectors into channel $\\times$ height $\\times$ width filter matrices, but actually these are identical in memory (as row major arrays) so we can assign them directly.\n", - "\n", - "The biases are identical to those of the inner product.\n", - "\n", - "Let's transplant!" - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [ - "for pr, pr_conv in zip(params, params_full_conv):\n", - " conv_params[pr_conv][0].flat = fc_params[pr][0].flat # flat unrolls the arrays\n", - " conv_params[pr_conv][1][...] = fc_params[pr][1]" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Next, save the new model weights." - ] - }, - { - "cell_type": "code", - "execution_count": 10, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [ - "net_full_conv.save('net_surgery/bvlc_caffenet_full_conv.caffemodel')" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "To conclude, let's make a classification map from the example cat image and visualize the confidence of \"tiger cat\" as a probability heatmap. This gives an 8-by-8 prediction on overlapping regions of the 451 $\\times$ 451 input." - ] - }, - { - "cell_type": "code", - "execution_count": 11, - "metadata": { - "collapsed": true - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[[282 282 281 281 281 281 277 282]\n", - " [281 283 283 281 281 281 281 282]\n", - " [283 283 283 283 283 283 287 282]\n", - " [283 283 283 281 283 283 283 259]\n", - " [283 283 283 283 283 283 283 259]\n", - " [283 283 283 283 283 283 259 259]\n", - " [283 283 283 283 259 259 259 277]\n", - " [335 335 283 259 263 263 263 277]]\n" - ] - }, - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 11, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": [ - "iVBORw0KGgoAAAANSUhEUgAAAXMAAAC5CAYAAADavt/0AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", - "AAALEgAACxIB0t1+/AAAIABJREFUeJzsvWnMbWl23/Vbz7T3PtM73aHGrqrurrbdbbttuulYVhqT\n", - "gcgycQwIGVlYFiCQhSCRAUu2IyHExxAhWSIKcsRoRSJBfLAi5AgMIU4CiWxIYqc73XZPRVXXcOu+\n", - 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"output_type": "display_data" - } - ], - "source": [ - "import numpy as np\n", - "import matplotlib.pyplot as plt\n", - "%matplotlib inline\n", - "\n", - "# load input and configure preprocessing\n", - "im = caffe.io.load_image('images/cat.jpg')\n", - "transformer = caffe.io.Transformer({'data': net_full_conv.blobs['data'].data.shape})\n", - "transformer.set_mean('data', np.load('../python/caffe/imagenet/ilsvrc_2012_mean.npy').mean(1).mean(1))\n", - "transformer.set_transpose('data', (2,0,1))\n", - "transformer.set_channel_swap('data', (2,1,0))\n", - "transformer.set_raw_scale('data', 255.0)\n", - "# make classification map by forward and print prediction indices at each location\n", - "out = net_full_conv.forward_all(data=np.asarray([transformer.preprocess('data', im)]))\n", - "print out['prob'][0].argmax(axis=0)\n", - "# show net input and confidence map (probability of the top prediction at each location)\n", - "plt.subplot(1, 2, 1)\n", - "plt.imshow(transformer.deprocess('data', net_full_conv.blobs['data'].data[0]))\n", - "plt.subplot(1, 2, 2)\n", - "plt.imshow(out['prob'][0,281])" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "The classifications include various cats -- 282 = tiger cat, 281 = tabby, 283 = persian -- and foxes and other mammals.\n", - "\n", - "In this way the fully connected layers can be extracted as dense features across an image (see `net_full_conv.blobs['fc6'].data` for instance), which is perhaps more useful than the classification map itself.\n", - "\n", - "Note that this model isn't totally appropriate for sliding-window detection since it was trained for whole-image classification. Nevertheless it can work just fine. Sliding-window training and finetuning can be done by defining a sliding-window ground truth and loss such that a loss map is made for every location and solving as usual. (This is an exercise for the reader.)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "*A thank you to Rowland Depp for first suggesting this trick.*" - ] - } - ], - "metadata": { - "description": "How to do net surgery and manually change model parameters for custom use.", - "example_name": "Editing model parameters", - "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": 5 - }, - "nbformat": 4, - "nbformat_minor": 0 -}