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Created March 7, 2017 20:20
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# U-net tutorial\n",
"\n",
"This tutorial shows how to use the Lasagne/Theano implementation of U-net on a toy problem.\n",
"The first code cell below is a copy-paste of the `unet.py` file."
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"WARNING (theano.sandbox.cuda): The cuda backend is deprecated and will be removed in the next release (v0.10). Please switch to the gpuarray backend. You can get more information about how to switch at this URL:\n",
" https://github.com/Theano/Theano/wiki/Converting-to-the-new-gpu-back-end%28gpuarray%29\n",
"\n",
"Using gpu device 0: GeForce GTX 1080 (CNMeM is disabled, cuDNN 5105)\n"
]
}
],
"source": [
"__author__ = 'Guido Zuidhof'\n",
"from __future__ import division\n",
"import numpy as np\n",
"import theano\n",
"import theano.tensor as T\n",
"\n",
"import lasagne\n",
"from lasagne.layers import InputLayer, Conv2DLayer, MaxPool2DLayer, ConcatLayer, TransposedConv2DLayer\n",
"from lasagne.init import HeNormal\n",
"from lasagne import nonlinearities\n",
"from lasagne.regularization import l2, regularize_network_params\n",
"\n",
"# Unet implementation, based on the architecture proposed in \n",
"# U-Net: Convolutional Networks for Biomedical Image Segmentation \n",
"# Olaf Ronneberger, Philipp Fischer, Thomas Brox\n",
"# Medical Image Computing and Computer-Assisted Intervention (MICCAI), Springer, LNCS, Vol.9351: 234--241, 2015, \n",
"# available at arXiv:1505.04597 [cs.CV] \n",
"#\n",
"# (see http://lmb.informatik.uni-freiburg.de/people/ronneber/u-net/)\n",
"\n",
"# The output of the network is a segmentation of the input image. This is a crop of the \n",
"# original image as no padding is applied (because this may introduce a border effect).\n",
"# To determine the size of this output image, you can use the function output_size_for_input (default is 388x388 pixels).\n",
"\n",
"# The input is an image, the segmentation truth image, and a weight map. This can be used to make certain areas\n",
"# in the image more important than others when determining the loss.\n",
"\n",
"\n",
"def output_size_for_input(in_size, depth):\n",
" \"\"\"\n",
" Utility function, for determining the output size offline\n",
" \"\"\"\n",
"\n",
" in_size = np.array(in_size)\n",
" in_size -= 4\n",
" for _ in range(depth-1):\n",
" in_size = in_size//2\n",
" in_size -= 4\n",
" for _ in range(depth-1):\n",
" in_size = in_size*2\n",
" in_size -= 4\n",
" return in_size\n",
"\n",
"def _num_filters_for_depth(depth, branching_factor):\n",
" return 2**(branching_factor+depth)\n",
"\n",
"def define_network(input_var, input_size=(572,572), \n",
" depth=5, \n",
" branching_factor=6, #2^6 filters for first level, 2^7 for second, etc.\n",
" num_input_channels=1,\n",
" num_classes=2):\n",
"\n",
" batch_size = None # Variable batch size\n",
" nonlinearity = nonlinearities.rectify\n",
"\n",
" net = {}\n",
" net['input'] = InputLayer(shape=(batch_size, num_input_channels, input_size[0],input_size[1]), input_var=input_var)\n",
" def contraction(depth, deepest):\n",
" n_filters = _num_filters_for_depth(depth, branching_factor)\n",
" incoming = net['input'] if depth == 0 else net['pool{}'.format(depth-1)]\n",
"\n",
" net['conv{}_1'.format(depth)] = Conv2DLayer(incoming,\n",
" num_filters=n_filters, filter_size=3, pad='valid',\n",
" W=HeNormal(gain='relu'),\n",
" nonlinearity=nonlinearity)\n",
"\n",
" net['conv{}_2'.format(depth)] = Conv2DLayer(net['conv{}_1'.format(depth)],\n",
" num_filters=n_filters, filter_size=3, pad='valid', \n",
" W=HeNormal(gain='relu'),\n",
" nonlinearity=nonlinearity)\n",
"\n",
" if not deepest:\n",
" net['pool{}'.format(depth)] = MaxPool2DLayer(net['conv{}_2'.format(depth)], pool_size=2, stride=2)\n",
"\n",
" def expansion(depth, deepest):\n",
" n_filters = _num_filters_for_depth(depth, branching_factor)\n",
"\n",
" incoming = net['conv{}_2'.format(depth+1)] if deepest else net['_conv{}_2'.format(depth+1)]\n",
"\n",
"\n",
" # This layer can alternatively be replaced by 2x2 upscaling (which is done often in other implementations)\n",
" net['upconv{}'.format(depth)] = TransposedConv2DLayer(incoming, \n",
" num_filters=n_filters, \n",
" filter_size=2, \n",
" stride=2, \n",
" crop='valid', \n",
" W=lasagne.init.HeNormal(gain='relu'), \n",
" nonlinearity=nonlinearity)\n",
"\n",
" net['bridge{}'.format(depth)] = ConcatLayer([\n",
" net['upconv{}'.format(depth)],\n",
" net['conv{}_2'.format(depth)]],\n",
" axis=1, cropping=[None, None, 'center', 'center'])\n",
"\n",
" net['_conv{}_1'.format(depth)] = Conv2DLayer(net['bridge{}'.format(depth)],\n",
" num_filters=n_filters, filter_size=3, pad='valid',\n",
" W=HeNormal(gain='relu'),\n",
" nonlinearity=nonlinearity)\n",
"\n",
" net['_conv{}_2'.format(depth)] = Conv2DLayer(net['_conv{}_1'.format(depth)],\n",
" num_filters=n_filters, filter_size=3, pad='valid',\n",
" W=HeNormal(gain='relu'),\n",
" nonlinearity=nonlinearity)\n",
"\n",
" # Contraction\n",
" for d in range(depth):\n",
" #There is no pooling at the last layer\n",
" deepest = d == depth-1\n",
" contraction(d, deepest)\n",
"\n",
" # Expansion\n",
" for d in reversed(range(depth-1)):\n",
" deepest = d == depth-2\n",
" expansion(d, deepest)\n",
"\n",
" # Output layer\n",
" net['out'] = Conv2DLayer(net['_conv0_2'], num_filters=num_classes, filter_size=(1,1), pad='valid',\n",
" nonlinearity=None)\n",
"\n",
" print ('Network output shape '+ str(lasagne.layers.get_output_shape(net['out'])))\n",
" return net\n",
"\n",
"\n",
"def define_updates(network, input_var, target_var, weight_var, learning_rate=0.01, momentum=0.9, l2_lambda=1e-5):\n",
" params = lasagne.layers.get_all_params(network, trainable=True)\n",
"\n",
" out = lasagne.layers.get_output(network)\n",
" test_out = lasagne.layers.get_output(network, deterministic=True)\n",
"\n",
" l2_loss = l2_lambda * regularize_network_params(network, l2)\n",
"\n",
" train_metrics = _score_metrics(out, target_var, weight_var, l2_loss)\n",
" loss, acc, target_prediction, prediction = train_metrics\n",
"\n",
" val_metrics = _score_metrics(test_out, target_var, weight_var, l2_loss)\n",
" t_loss, t_acc, t_target_prediction, t_prediction = val_metrics\n",
"\n",
"\n",
" updates = lasagne.updates.nesterov_momentum(\n",
" loss, params, learning_rate=learning_rate, momentum=momentum)\n",
"\n",
" train_fn = theano.function([input_var, target_var, weight_var],[\n",
" loss, l2_loss, acc, target_prediction, prediction],\n",
" updates=updates)\n",
"\n",
" val_fn = theano.function([input_var, target_var, weight_var], [\n",
" t_loss, l2_loss, t_acc, t_target_prediction, t_prediction])\n",
"\n",
"\n",
" return train_fn, val_fn\n",
"\n",
"def define_predict(network, input_var):\n",
" params = lasagne.layers.get_all_params(network, trainable=True)\n",
" out = lasagne.layers.get_output(network, deterministic=True)\n",
" out_flat = out.dimshuffle(1,0,2,3).flatten(ndim=2).dimshuffle(1,0)\n",
" prediction = lasagne.nonlinearities.softmax(out_flat)\n",
"\n",
" print \"Defining predict\"\n",
" predict_fn = theano.function([input_var],[prediction])\n",
"\n",
" return predict_fn\n",
"\n",
"def _score_metrics(out, target_var, weight_map, l2_loss=0):\n",
" _EPSILON=1e-8\n",
"\n",
" out_flat = out.dimshuffle(1,0,2,3).flatten(ndim=2).dimshuffle(1,0)\n",
" target_flat = target_var.dimshuffle(1,0,2,3).flatten(ndim=1)\n",
" weight_flat = weight_map.dimshuffle(1,0,2,3).flatten(ndim=1)\n",
"\n",
" # Softmax output, original paper may have used a sigmoid output_size_for_input\n",
" # but here we opt for softmax, as this also works for multiclass segmentation.\n",
" prediction = lasagne.nonlinearities.softmax(out_flat)\n",
"\n",
" loss = lasagne.objectives.categorical_crossentropy(T.clip(prediction,_EPSILON,1-_EPSILON), target_flat)\n",
" loss = loss * weight_flat\n",
" loss = loss.mean()\n",
" loss += l2_loss\n",
"\n",
" # Pixelwise accuracy\n",
" accuracy = T.mean(T.eq(T.argmax(prediction, axis=1), target_flat),\n",
" dtype=theano.config.floatX)\n",
"\n",
" return loss, accuracy, target_flat, prediction\n"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Network output shape (None, 2, 484, 484)\n"
]
}
],
"source": [
"# Define symbolic variables and network\n",
"input_var = T.tensor4('inputs')\n",
"target_var = T.tensor4('targets', dtype='int64')\n",
"weight_var = T.tensor4('weights')\n",
"\n",
"# Create the graph for the network (with the same input size as used in the U-net paper\n",
"# so 1x572x572 input with two predicted classes)\n",
"# Let's make it 1 step less deep, and have half the amount of filters\n",
"network = define_network(input_var, depth=4, branching_factor=5)\n",
"\n",
"# Take the last layer\n",
"network = network['out']\n"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"# Compile the train and validation step functions\n",
"# will take a while the first time\n",
"train_fn, val_fn = define_updates(network, input_var, target_var, weight_var)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Generating some data\n",
"Now we can use these functions to make one step"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"%matplotlib inline\n",
"import matplotlib.pyplot as plt\n",
"import cv2"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"def weight_to_balance(truth, classes=None):\n",
" \"\"\"\n",
" Determines a loss weight map given the truth by balancing the classes from the classes argument.\n",
" The classes argument can be used to only include certain classes (you may for instance want to exclude the background).\n",
" \"\"\"\n",
"\n",
" if classes is None:\n",
" # Include all classes\n",
" classes = np.unique(truth)\n",
"\n",
" weight_map = np.zeros_like(truth, dtype=np.float32)\n",
" total_amount = np.product(truth.shape)\n",
"\n",
" for c in classes:\n",
" class_mask = np.where(truth==c,1,0)\n",
" class_weight = 1/((np.sum(class_mask)+1e-8)/total_amount)\n",
"\n",
" weight_map += (class_mask*class_weight)\n",
"\n",
" return weight_map\n",
"\n",
"\n",
"def generate_sample():\n",
" image = np.zeros((572,572), dtype=np.float32)\n",
" truth = np.zeros((572,572))\n",
" offset = (572-484)//2\n",
" \n",
" \n",
" \n",
" for i in range(np.random.randint(15,30)):\n",
" size = np.random.randint(80)\n",
" position = np.random.randint(0, 572, 2)\n",
" edge_thickness = np.random.randint(2, 5)\n",
" \n",
" cv2.circle(image, tuple(position), size, color=1, thickness=edge_thickness)\n",
" cv2.circle(truth, tuple(position), size, color=1, thickness=-1)\n",
" \n",
" \n",
" for i in range(np.random.randint(4,8)):\n",
" size = np.random.randint(10, 50)\n",
" position = np.random.randint(0, 572, 2)\n",
" edge_thickness = np.random.randint(2, 5)\n",
" \n",
" cv2.rectangle(image, tuple(position),tuple(position+size), color=1, thickness=edge_thickness)\n",
" \n",
" # Zero center the data more or less\n",
" image -= 0.5\n",
" \n",
" # Crop the truth to the output size\n",
" truth = truth[offset:-offset, offset:-offset]\n",
" weight = weight_to_balance(truth)\n",
" \n",
" # Add color channel dimension\n",
" image = np.expand_dims(image, axis=0)\n",
" truth = np.expand_dims(truth, axis=0)\n",
" weight = np.expand_dims(weight, axis=0)\n",
" \n",
" return image, truth.astype(np.int64), weight.astype(np.float32)"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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4KipKlTzsgePHj7OWwGEhIiMjWUtQDdyoFURERARrCQ6FoKAg1hJcBsOGDQMAnD592kRK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\nEhwN1IqiKAmOBmpFUZQERwO1oihKgvP/Ch5lm0y/T0UAAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x44ed0ac8>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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l6z8sLAxnzpxh6z8tLc3um0wIkUsKtUnFx8ejYcOG+Omnn7ij2OXixYv46aef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\nUbE89mMXAAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x44f808d0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"image, truth, weight = generate_sample()\n",
"\n",
"# Input image\n",
"plt.imshow(image[0], cmap=plt.cm.gray)\n",
"plt.show()\n",
"\n",
"# Labels truth, which is a cropped version of the input image with all cirlces filled\n",
"plt.imshow(truth[0], cmap=plt.cm.gray)\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Batch number: 0\n",
"Loss (this image only!): 1.54574692249 Accuracy: 0.311740159988\n"
]
},
{
"data": {
"image/png": 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auwWBn0JDYASgDHJX01qZIFqWyptPzPOLDMefV1WsjMBPDbE3QTYNRBqzKQg6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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x4500ffd0>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Batch number: 50\n",
"Loss (this image only!): 1.08363580704 Accuracy: 0.74898403883\n"
]
},
{
"data": {
"image/png": 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q7VPKrqpls7qbFe+q/4ZcZlM5XXJ7/gm/5Fus9PS5ZI+qgrxN9fZiQ4uGrCm5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\nYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x45c5fcf8>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Batch number: 100\n",
"Loss (this image only!): 1.2691321373 Accuracy: 0.725876808167\n"
]
},
{
"data": {
"image/png": 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6fr46xXv4KQHcuNQTqFNgUZOQVLmi4TA+PGT0BobXFFN5fFIUUToJchLUJCiT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pV+QqTJaX5UTDrooTgYFGJrEXF62QNAtadMy/lORU3sVihuj4YMHXjt17KZggqKIuyCqH3asE8r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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x46004860>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Batch number: 150\n",
"Loss (this image only!): 1.7343108654 Accuracy: 0.676785230637\n"
]
},
{
"data": {
"image/png": 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fK+VNgL9xHMezlhgJkprAPkloqqIXfDg61uwnx8RMwU24NBp64o7RO4OTjqY+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AikcPetWdzywwBujnwQt4NgGDfsEMDd8XslhNWsqVCR6hOobLH3PBVIUtVmbdaUMd9bkRwDLZ3s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\nYce9h5qw6QDVtshHV4ahagkUbVhggb0Ym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"text/plain": [
"<matplotlib.figure.Figure at 0x45bb0828>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Batch number: 200\n",
"Loss (this image only!): 0.586877703667 Accuracy: 0.916420519352\n"
]
},
{
"data": {
"image/png": 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5MbyIeFG6GbEFjw6XzUznUT6R7G4MS3rxUMUyTmTFiBAFMIKEAcAUtvc9zqed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STdbRo3XqDW2UcXEnimCigEnPeqZrEPGd2qVMdexMgPIW7wQdwRKLiBbirPsolrtVWQ3JuRA07D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\nRqPRaApoYaDRaDQajabA/wdKYY85UUsC2QAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x491f16d8>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Batch number: 250\n",
"Loss (this image only!): 0.516233623028 Accuracy: 0.937721967697\n"
]
},
{
"data": {
"image/png": 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FEBNfjMPiIq+qO3cGPUvqo/mseE7kUZRTt21Sc7YL0G0f24H3d8G5M2DN0cdw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"text/plain": [
"<matplotlib.figure.Figure at 0x493e2470>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Batch number: 300\n",
"Loss (this image only!): 0.436276704073 Accuracy: 0.944210588932\n"
]
},
{
"data": {
"image/png": 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91YBHfVZZBqwleK0EqN+qWB1HBcslIwpDXyS1rg/QD+iJRM0nGMexk+iajg9x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\nhkZLdYwG0hEAAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x499d8518>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Batch number: 350\n",
"Loss (this image only!): 0.569359481335 Accuracy: 0.887307047844\n"
]
},
{
"data": {
"image/png": 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UWFqLWgx/Q8jt2cDmIvSWztJlIDVtuWqj4DTm9WO4YpVjr1b2ZQjS7l6I2O9E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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x49bc8438>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Batch number: 400\n",
"Loss (this image only!): 0.371203571558 Accuracy: 0.949678957462\n"
]
},
{
"data": {
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AvJVQOwBSXPAfqgyyUTA8MhJxRZyo1RXDgKjXjSzoNoR1l/aib/Z6Lu/yM7Mfg1WIBwCn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Uuy7xY0dpesxbiRsgZjpiBY0d+27j0fj7HDP4F7934HVhXw0bjbow6o5KvFr5Bf9jXdHDwjqxbF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\nwUBERERs/wJK8g3vcUx2qwAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x492fe358>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Batch number: 450\n",
"Loss (this image only!): 0.322493284941 Accuracy: 0.938780665398\n"
]
},
{
"data": {
"image/png": 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HUK9UVMmxISyhS7m5Ttr9gHFuaUdTDGpAAq1o5xBy6EkR1/EnaTRiASPqvP8W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"text/plain": [
"<matplotlib.figure.Figure at 0x497733c8>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Batch number: 500\n",
"Loss (this image only!): 0.136731058359 Accuracy: 0.990378022194\n"
]
},
{
"data": {
"image/png": 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4Awyd2Qvt/z8Fb+O814lHxOf4TDIXyoBh6uRYikq3XICqMRHL+2ZVqzGO4Vd+\nDZTWjrZrZvwZza8cx6tRf+8OrqQpUPTLkGj8/hsj+mNKM2GQHoiRrqGQiVzaqX0sYwDPcHrE2xth\nEAtGYHcRzEIZjkLsgMEq1Cy1meAAOcnRl88atM+cTZK6oUofr0UJC30ZQYRANrYwcKNMfhP2MsQg\nYDj3Lr8D14DH2NTBs80E/vlMT8oeWQczP0aJHfFQiHGW2b0XKIK8HaG/D5rcSjEp3Q5ucPXx4D8u\nC6ZNUdctdzs4NFM5Bp5YpM5n0ABo3girG1CueknT1K+FXLNIUjNjgfN3JM2sBgM7QF4eNHyK6vHg\n3D5aRPi1ECwMUhsXvna9G5GQasu8mwuRCoMuXccgGZRTgQ8XFZR3WBSA+sdZQ28GspwTeCGGIzS0\nj6So6UF761CRB8tRs3wJMtTrBEhKnJQyDiUKsPYpgW7tpROKOHBp27uBXpC7LWuvH0xdJ0QBqLN9\n/LT1TPvTCPIu2g0Ygl0DQfS4BEg2qzE0A+sa1OVYAtllNbjLGmCVi6zGRuuUc9W4Gz3KGdANVLRi\nGaz1weom1Cx8HUoU6EJKvzYdvU056xW0d090ZkV4Ub/ntUCVWrGhB3Y77Y6uxKZPrQSdPqyKiSgA\ndZ8spTIm+zLEHiMMYojM2iMJkoyExzmHRzmHLVjA0UyOyT4NkaDXFqi3nmeivAFiDJyBgrLOLUV9\nxKHvFAV6C2ZZy9fR2xHrmQJ6FsFgKNqbr/NLeeTmtssgRYoP+ODehXz0UiHZ149HRRBKvwSsY0tu\nf4sy8llu8PvhN2i+uwjfhflwGjTv2A1++B1VDXETsF41U/wQKMqHsdnQWIeqabAMNWOWtEBBMiMk\nU0F/PxrE+wLBKaISVKkLB30bsMVdDTAXVi+29tcDO0ujM6RWCmRbDGExZ/FkTPd5Pg9TpspmGlIM\nIwxiRGdd+eFYR2+e5nTGMpcjeT2m+zaEQ/4tJB1Qz2VvQhkL57+OFOBpwu5Q6Lzxi0tcKv41EB4R\nJmKcxIj1A7bn2/Fj+TgOHujP18DM+X3giD2tY0lshIgSy2NQBmyZp05jGDAdFYixoRFqKlFBevkE\nRFaOX227PajaPGtQboRNhA6+1NEzL5yVEp3bCe4w7+vpm7pgkAqPglR/9KF+T8uBWSiRMAAlDjqC\nXmgpPRjJ75zMc3HZ99k8QR9WxWXfho6TNlkJqYyeTRAPVjCARQxlK2Yzi61Z0EbVM9MlMRY0E1xx\nD0LfyHXM8D5BAAAgAElEQVTjo+e4hzNyGShjWWxtX0tocSCGSz++HxWsOIzHP7mYj/ePXw+Qd1/e\nxI/vjmW7//0MGz5AGXBJZWwCmmGJFzZmQA+Xsu011qMgB5ozwTdWnYbHBTlZsNGl9FU9SlQEijpJ\nsKN4SJxFmZxtocGuZuglOChTrpsenClpkToiCGS5SI4vokMyMsSrIOJwPSpQYhTq97iM6Gf96SMI\nhON5Oa77P4snTcxBimGCDzvJCOZzIi8yjQl8xEFxPVZ7Xont+KFT+/+R7Tv1/a5Df+25XoMgFHqU\nfLhSxrJdLtAXNdtciQq0k2ZDENyJ0Vm7PxsYjuuirfm/h/NZEudU+jEF8MCXU/h2h/7gn24dX2Iv\ncqxz6WH9HAaZ3cHjR8Vh+FDLCFL5UTwkYqR9KLEhhlUvpuSM2ZClgHwCogQPwYY8F1WyOQfV5rkO\nJTzqreeyHKIXiNLLI0ujK/EQ6K2gZUwSFzIKXHuCvxJ4E/X7iwQpPBXqNpa6wYfn8RA9EjC+PxjM\nvzkl7sfZ3Ik0+NB4DDrJibwIEHdRAPAo53Auj9GLtayjd6vPU8Wwn8ALbMGCsJ9voojP2Jdf2DqB\no4qGUFbX2Q1QcLYyDoXWY4ASlMdgJcHBfToyWxUyUIWAhvJB4dZ8l4D6Or/XwZRX9iZ3rB9mNwO/\nWp/IckodyqBlAuvBMxx1LqtQxnsjtlDKxs7U0PsT6F4CIQu79LI0dJJKitnYyyrZQD8oHgPn9+bT\nqt1ofvsb6ldDz6HQY6iblcfuzZm5j7P078Xgn4PKfhCjL+JLDxB1tsjWL7TmgfC3JQDDIftMn7iC\nrZiVEFEAMIQl9GYNa5U7KaXZmW8ZxiIAhrOQhQwHYDkD+JK9kjm0mGE8Bp1AvAUfcBDfMyEhx4xX\nLEMsOIvH6cOadtMey1jNDsxgB2aymjKe4OwEjjISemO7pGWm11EXsN6xsAgYY73+ATuHH+z4A2cP\nATGCw2Dc7jw425WwWO7ugL/xXC4tuBK8v6CWPpq1scr4ilGtlqVyocRa6LEYkvbYDXUtJDXRmSKo\ni4TcEN/PVyMr2oVH7jwd1+UvsbY2fFUBN1CaAztt35cjTpzKivM2ogov6NddxIaO7jXQPTr9UUsJ\nDajAikg9Bnp6opPU9BgkY1kyFe9rwkXcR3eq292uM2nq8cbUMUgAV3E7OTQn9I85h0au4k5u5you\n4MFWn9/D5Qkbi045FdzNZdRTENX3TuFZBrM0xW4I+qxF1rHFDRztTFFaF+eiZv2DUCLjd+wSvPq2\n4lkQZKa8M//6/h167hi/pmD66r4bJWMueh5ci31wvaRhrsBOtVyMvUwgQqAJZSzrUOcpHgDJ7Mi2\nvrMJJTScBYz0rIw87fviddmWvEd68+75BXwVpVbLBQ6bPYQtt58HzW8TnB4pZy07DSUM5Kr0tMaz\nDCMMYktq3QcUV3AneRH/nm0ayOUurozDiDqOEQYJQGoWxCo9sT3ceLmeWwKv68hvJQSu42bc+ALz\nn3j/o4mK7uxxyqngZq7Dl5BCNu3Rn7bL3oZr+SvR7XrgoMyCxcBLqeu1tF7LFmGgz5ytLIb8nZhV\nOpjXl0d9MlEhsflZqC4BR+0EB3z3AV++dJCygyXAt6gJ/6HA49aGHwLeOailBA/K6MvavVX5KOAx\nyMHOStCbQunXyoe9dAAqnmEP6p7qyV1nRlrbMTRnZ0Pf3bww5X1rDHJr0ZcQZJlHzy6RmAfJXtDj\nQ9pDrkOov5vUEwbb8QOH8m6yhxGSRN4nYiGOUknsGGGQAMqpYCq78Rn7xfU43dnIRTxAPXnczRUR\nLydE+0c9lzFM5tiItz+VZxjEspj94ZdTkSL/RCOwjUM4gRAqFTELZfgLUYZR2gTrbusc67nUO9CR\ndDy39hqgO/Tah4fWlVjtweJDFjDGBYf0h+eXK99AX+CHxnv4d+PJuP0+ahb0gHcyyNylia3/PJ05\nr4+naUM+vI7SU/OBGbXQVAPkg8sL/lzU7FxiJ3KBhcBs7PLC4i0QcSBCwhIKrr2YddgevP7Wopic\n64n5sP2266j95iewepXYSyQSgCi/f/13rS+jhDP0ochsY9vUEwbpkN10PxeyieK47T+W1yA17mum\n8mHcGchSgLiLgnIqOJOnqKCcu7kCgLX0avd7F/BA1MfaMhBg1j6lVMZUFIBqfpU6NySZ/UtRI70I\njnzuJBPl/najlg0k0h3sOAW9WY8T2Ubc2dJDwE3J7g1s7MTZtEcOsEd3OOQoeGI5LLGOvAy45+zL\nGOZaTM3c3rA4AwaBZ3EOP3y4B01/5MNPwD7w4jNH4LvfxbsbD2c7/yJc7xdStraW7LkuuLcH7NUL\nDi2Fs/Nhi61Q7gd9ti7phpJpIEGHo3j6iytjJgoAXqiH/8ztBeN3wo5l0FMgRaRA8NKOUzRESvI6\nMnZVLuKBuFVQjPV9KHXua5FhshJSmHIq+II9+R97d3gfuuEup4KHOI+qEMVZhrKIf/CfiPd7Pg/z\nMP/q8LhC0UgeixjKsbzCqxwX031HhwTYgR2cBspo6VHzunGXqodV2jZSD0GMfXv/bs6gQ7sRUF/X\nqrhkwLtQ/o3tgPWb4I7XWodZ/jIJfjl2vFou8AMzrC9eBHyKWj0ogX17vsVjVeDnMyZv+xk815/L\nsu9h1pCxLCrbCo4GsnyUDqikanUvmJ+HMsoS/CdZAiKoCoA82GMcDXs+H/Nz/2kjvHXN/hx+1NPA\nHGxxIgJPYiOasJtKSRaFXmsC0inboKtxPg/zKsfwK1vGZH9n8FRM9uPkXB7h0RjfM+OF8RikKOJW\n74wocFJBOccwmdFReAZCMZClLGA4lfSM0chs/sM/GMNvMd9vdIj7WNa79RmkuPtD0YLdR6EOe1Yp\nplYEQnuzR5k1S4aCl7KM+OQi5KBW/b9B1fXTyzQJ0wG8bnVqLlQrhb2h+C8rYVdUq4Nx8FaVipxY\nB7z4E8zYegW3rLyeRfPG2pmNy91U1feE/4EK8izADmCUGgdapcPscdw75Oy4LaHMP2oa/G20dRUK\nsVtYl6LiGpyBoKHKKctnhmRxLJM5itdisq/+gaWl2NIrrguBscUIgxTkam6L25rUE5zN3kyhWwRp\nN+E4jWd5gZNiOKpgXuFYDuCjuO2/fYoIdiPr1fEioa25fbjPdMMihtF+b1HzkAiPHRmSBOlDrbC3\nJVU8AP1b1BfWouL1pkHdomIVOpALFCqTqneSmA8s22cBR/R8VSVgfIEKVnzUBRtrUN8oRaWHFhJc\n5MgL9Kfgwlwy//NsjM66NbXAPbtdglI74sGQokrBv4Ng5G9BPAfiRdAfhkQyjjkMb6N+SiScGeN+\nEE7O5ZG47j9WpM1f7+G8mewhBFFpuePHMjum+72cu/iMfdvcpqgTRh3gMc7lEu4jm85Fd8eL3xjD\nzkxL3gCGHYLKVc9GBQiKGe2OyqPvKPpc3CkQQtX2l3Q/WLKgNBC22FlKgJ2BM/pHdgMYBnBXFrwH\nTAE+boQpjbRMz6f40jXkPlbPnw78IFC+SPAA01bBVaOPJ+fYWujuh/VN8DOo6ygNqnJR11avjeAD\n+nN10e1xD80b99ZDkF2GnXLpxV4K0iWTZChIxoKzC6ekYuZgp6kaEslJvNCpSU+/OPdtSBevQdoI\ng22YxdXcluxhBJB8/T4x7g6WTwPT2anNbXJjYNCf4gyu5o6ov7cj0/m0HeGS7kyceymuN8ajTKKY\nugJUIZ9c6wHRd9cTYSDGx4lP205S/KwWzsvc9IvyaKFwo+boxcCqmsiy8Pe7ENX8aBeg0Q/+JvBV\nkbNNDQ/2Ppc5u43mgewLgqIyBD/wYS388Y9uKs2BZthQhV22WBpO6SOx+jIUZnLA53d24mwjY9Zn\nwJ+kRHKtNZYalJtDejnopZrltQSHSoyEdMwssH46gxhD8/c4NSjqDN+wS7KH0GEu4b4OfW9L5sR4\nJKHpbOn6RJA2wqCCcrJp4XirBHGqsDtfx2xfV3E7t3JNRNs+xRmdOtZK+lNPXtTf25Mv+SEBpZe/\nYne25ce4HycUx+Y+waLtRkLW9qiZre7al2A56Ni/T6imPhJ0p3sU/Ngz02aoXsqukf1phEWiJcrU\nHnk3wolVXg8Yc9lMhj09F450oZZaunHe9vdz0ndvMOynZQysXcnebrXvQuy+inImL34H7pN9KHe9\n1HKow+5KKcGZUjIZ2LeIL6d07pwjoQE49dA3sX8vesvscP0NwP4dSZCiiAQfdlZFuE6QNsNYHLP1\n8VixPg7xQ4kkKyDoIqc4rnk/NiVsSMhxOkPaCANhJPOTPYQA73BITPeXQzOedtyPx/AqACtjMH98\ngAu5ViuYFAmF1NHQKXd6ZNRRQF6bbYnjxxRg8N+XwjYSpS4FbZpRxkyI1mMgOL0FzpLLYojkb0FF\nApw3/p1OhbhJpYA+qM4HkSTQZQOuDLjWdSsTu13ElhN/hONcsEM37nr6Bmr3heaTwJcH/V6AP6FW\n64tQc2a5QtVA06VZsE0mHJxtbeFCzcyly6RugOsY2XsOtZ0430jxAbtnfo26MnKFGwkWBW3dKkUg\ntGA3b/KgKj+VYC8thN/Hlszt8PjjQar0Xeko13B7soeQ1qSdMJjXRsvhRCP/PDvzbaf3dSAfMpmj\n293OrjXQUaNk00wOmVGX+O36FAALHxwK85pRN/Y87FS2UAY81vi1n36kJPNHJ27PsE782iXZciFE\nvJIqLWFOfOlNDrv0E24svp7CJ9fivqaFP26Fr+uhZhOU3tKA72FlFvXQTZ17lvq55pvrGfn0LDgd\n7I6Nemli+aaL3Lzoy9B2lKW1w1DXugfK39EDO3WxrSBEHb0zo3iGSrGDGfXiVcEsYXCnxh8PvOln\nHjrF3iTAPQXsyjcJOU5nSJvffDkVeMjgJU5I9lCCqCOfA/i40/vZienMZWyb2xzMewA8xHmdPp5O\ncRq4thLJG74n2GLJIqhuwK4n4EfNBPX4js6Ls9BISqPM6RuAOmhcxJrrOpcH7QGWE5mkyQC27w8r\nrodFJ8CKB+GYO95nWctgZozfnmnL4BdgUjW8eyM8+DV8jhIetbReHGkEzu17C5NXn8AOt35NIJYg\nUBsgE7uOQQ6zlowLLDrEm6ZtclCRF5IpIRUe9AwDmfW3tzwggYubUMmb0idD4g6CqaSU5zg5FqcR\nU27h+mQPoVNcQXTxKVNimBreFt+wa0KO0xnSRhgsZgi3cl2yh9EK6VWQiMpWOzATIGSBoo5yC9dy\nEpEXj6mklN2YGrPjh+NA/ssmusf9OKF43n0iHLEI+A3bMDRbD712fqw9Bs5MBd39rNbhL33vDoZ3\noAqsVEUoRvlAIqEv8NEK+Ninyg7M8cCKcijepZFt/z6bRaiFlXqUQNgIrEc1N95I6MDGN6qh5ug5\nnFn7LPZ6vB7DUUBAjH1Uz07bRX+u0ZIFPP3NKahiC9IpQoIGpWW0oNcwaAsP6irUof5OSiFMTM/D\nnN/hscebH9k22UPoMO64lATbPEibyoepqKiFSkrpQRW78xVT2SPq7+/Ed6yiT5vbiPB4nLOi2vdW\nzGrzczc+elDFUBZHtL9p7ER2BwJ7OkJ7HpT48T62AZB1cPEa6KVwO7IMIxX02rtpybGk7XMTUAU/\nzmT6jHvotcNlUd32xPzWoc6mPQqt7f+wjt4TZegLM4F+4BoJri/tfWcRmVyqAjxLYMGAgagZtIxM\n9iQVJH3QtJjpp58H5z0c2Ul2kF5uWP+ED1vm+FE+jzpo829djweSAERBzzwRL4QXEhTgFive4TC2\n46dkD6ND5ER5n1oXQan5WLAmqHtrapI2HoNURhT/vnxOZgdLo/7CVmE/k4jl9ziYNe0ICEEyB47k\nzTYfh/M2AHtE6AX4ngnsx2cRbZu+SNe8RmxDYaUNBsxxZ2Iz2lqvdooOyZMXw+Xl4R32o++kUyJa\n9RZPgWybA+3e/sahVtmXoZzh1SiBMBf4pAG8fwDZwUmb/VCr8tkor4R0inDiB8bc2YO7LyjHTu+T\n6H0J9BRRtpGJjZfFffYy+O85sNKD+l1vRFVw2oRdvRLsJQS9AibYokY+C3fWzs6b6UOqNACKN/MZ\nmZDjzGFcQo7TGdLGY5DqVFDOxUzk2hhXLTyayYxlLs9wKssYFPH3prJHxN6L1OlqqBjNr3zXTi2H\n+KIbA71ngR7H3xk3ZVvfFc+E04BIt8H1QAb/POUcXl67iV97t134K8f6lpiz7sCY7rBwU+jtS1G+\nCWcZFh9KJq0C1i6FvmuVeGjENunDUGKiWTtD/eoBlGZC2ex18Ox87PRPiaeQ5kmZSCDf8qtLmDAI\nvlna5ml2ioVjTgYWW2cjxY30GA+pKSFnJH0yJD7CKRKdQaqSrZAYT1s8qKA87RoBdYQlDGIw8ftj\nW0nfuO07lhiPQQy5j0toJotyKjiayZ3eXzkVjGUuT3N6VKIg3kxlN07n6bjt/zhe5b8cGLf9t4/P\n8XB20utspzyZQYaLUncKEWlXjDWWjUA9f+t9Nd3fPKfNxrO6j6MEGJ4F+bmtt8tAeRIagAWEly6b\ngLf9MHmyWpKQ2Hu5QsUogdAX1X3Amdg6sncmPNeEMpIbsGs4SJEjac9s9Zxomcvq8+NXfntwIfzr\nvvutY/tQsqgBWySAvaQk2QXO31l7MQdyrhJvkJ6k0uQhXkzi1Lju/yn+Gdf9xwojDGLM7VaBorHM\npZwKdu1AAaRTeSagzh/jbFYwIKZj7CyfsR8DWEFv1sR832fxOEtSQgS1oIxEI61FQWdu7mKqJahR\nGvO0hbinZf5dg5rTb+CSI47g2kc3ceYQu9qC85u9gaHASRNgp7/B4LszAymFJcBpBTAQFT/vrCbg\nxAOsAeZhL7LUWe8tsj7fKgNGAFtgx/djHW/Urb3B60FFG1RhL9E0W0dv0rZWcuPk2x5hXFE7l6iD\n/ProLbDmd+xsiHzs2pBSgyBUFoL+2lmHQl/kkQwFEQaQzqWSKyiPef2WVCNe95/VaRBbILj8/vRQ\nsC7XjekxUItiNnAhDwZeb6CYB7kw7PblVLCBYkqs4CQfLm7mhriPMwMP5/BY1JHRBdRxGffEdBaR\nRz1XcHerfV7AA3RnE27LZG2gmN8YzcccELNjBxPqH7i92BFptRzpn6mUVpaZqb5/fVYqRklvziNG\nKAtVNaABssYxpsLD9D7b8NtpygyNyoFeAyDzEMiog8V3DmRh1hBq8ws4+IqP4BtY/z286lGegGjQ\ngw31URajihxloszhVFTfJemIMKXqLT4u3Rf4CSUtJAW0wTpvyQLQ+yj0oef5W3LtQ2UxDd276JhM\nSt7dCI3TkWqODBgIf8tg27NnsI4SViwZCPu2oHpNr8cWds5AQxfBSwX61QknBGQfa2NxOgkli+a0\nKCLU0ftTPJZNUsHj4vffGFGQixEGcSYDD9dxa1TfqeAGEhWkdC23sInuHUqZknOL1R+8M9bhem4K\niIFwvMtf+YHxMTm+jS4MfLQfaKiH90UafNoNZYx046ijGxOnR0Fc2l6Cezf4wbUHrvGluCe24Mp2\nQy14/8iARX78Xjel569mSI+FvDbjeL7fY3nU9fZUhQE7T8Lj+Kw3cHgR9OoNPy+Aadhmrwi48BI/\nTPwDJYiWoaL/JRVU9iICS0oodwO2YuKyW6kf+HgHw3uDuXyfHAr7NsILyyG/F2TncMCcd/nnwEOZ\n5VhH6eOGso0Hc+T278CCD1AeG4nckEZKziUn5yh1cSfI30x82vwmigw8nMqzIdsVf82u7Jakgj4N\n5HIXV3b4+7EUB6HukcfyCqP5LehO78PFTMbzAQfH7Ng6RhikKGfwVKta2XdzBddwK29xeMJT9Dob\neHgWj9OHNZ3aRy4NXMldgX248XK9Vaq5njzu5oqQ37uGW8mybsSxVeOlUW7fEWFQAvRHmc1q7FbD\ngnPdWiL1wQ4llHm75Ns3oQyqdIXsiSrzm4cyvCVqH4P68ukre/P9Ll9G1ERJpxDYCdUPaZU1cj0+\nfwKw37+BX2HVPfChR3kv3MDppxTSfXE1fDEX5VZfghJFUtBJzkmCL7Osc5L+Cvn8aXU9f+7zl061\nEbv01CyK3mmCyiWQ1Rv2yecPj4tJn7Xt7xkBnH5FA813fYxaBslE/V703gpS1inc34H8rYhIyERd\nh67LX3ifHZmR8OPG4p4QC3HgHEcmLVwbQUPAW7gWb4zzAyIVBibGIME8zZnczRVBD1BVt45JQiOV\nzqqtJzg7ELHckZiD03k6SBQAAVFQQXlYUQBwG9cGGkGNDpSKTgbybxTN1fRgVxSQQkZ6OpuzeY9e\nR1APRsy1nkvDn0xt29XALGAmMBvV73gNVG9kgX9Uh/75XdhxCHnYHoSewABg3xvh1X/8Fe/x0K1A\n+V4GAofnQsmEjfCFDxWaWGh9U66F/NRFQT52wyUfsJH/9enFbRdsYtjI0qhX6ge4oOf3p1E0pQ4q\n5wCVkJ/P/BEunm1HFIAKynzvrjxy994PJR4lDkUIXdkwGGfZ5MSVfU4W8Zr9JoIKyqmMeqKgqKKk\nlSjIoTEiUQBwHbd2qBlULDAegxSinAru4EqaCBE2Hgeu5A7u5KqY7e9EnmcEC5nDlrzGMWG3G84C\ntmYWW/MLCxjOC9hR5zsynb/wIe9xMDPZIaLjXsbdFFDPzVyHr1NthoRobwS6MY+UXNSKfLP1vBa7\ny2Co1Xv9tR60WIRKQpRGRBKz0Iwdj6ALjmKgD+SP4auRxXz6U3T/Vjmo5QJJSaxDCYQdgF0GwYo/\nSviteQz7HPUNcz6AZX61ELDdx7kUntIAK2tRVQ42Ad+j1u2lVZILe2lE5IbUE5DzcVnn242yq4cw\nbd5AnnvdF3axxwUMzYAdbhjD2Clz4H+LUf6OWmA0+3/6E7vud2RU12DYR/tx8kHPgH8KdoEm+Z+V\n2hfRLHhURXX8dET+RxPFIobyH/4R032ew6P0Zl27262nB4+EKVvfEQ9ELL2hkXoMTB2DFOJ9/sKu\nfMMU9knI8XI75ZBtjRj4Q3m7zX+ASkr5hP15k9Y35L/wIUDEogBUWepyKhjPTL5nQpSjjgUd0axe\nlHFyoebV+SgDUUNwgKF4DmR+77G+o69rZ6IMqaT8yfq81/peC0ocqFk3ZEB9If+5/UEGHnR+VMmX\nzRDwC3VXe1KGvwf4z4BPXfux09oZeGdAvR8m5EDxrlC0bp0VlF+P6tZQhb0+L9Udc1AyQ7ov5lvb\nS0Bis3Y9Glhz+0KGZMyB0wbyTO/zWL9kPluv+Zrc3rAiczxNvbbisW1O4/ubRkP5CuBN7Xg5kN+X\nM/cbxpwozh+g7sBPyTmpF03P90EJG/ldiShNvyJG8Ub+RxNFrEUBwGOcC8C2/Mggq9bBNvzMz2wD\nwGr6ML2N+iuDOrhkVEIVGzrotegoRhikEDPYkXIq+J4dqaVbXI9VTgV3c1lc9v0Oh/EOh3X4+78y\nukPf+wsfJkkYdAQvykOQhTKGJdjFcuqxlwe82vbiPPejjKqeZy/fDdcm2Gvt04M093nyoNP5ZcK1\nvDa9OuQIncWJ5MgSky85EX8qgM9W7sOFlQ+zpq4HHzYfTEn1YlqAHn+Dw556mfrbC5UjJr8XrFqI\niq2QJlUSVyDtieXcq7GrD7pQAqEZJW6sQkjejfBMDadxunXdhlv7rrH2XwV8hx3LINcuk4EnrGZO\nB8pxrAN6XL2alc9LpUP9d2QIxxp6U5aADIxHLAMeL35iO35CNfGI5j53KpM6dLwLeCjhGQ1GGKQY\nsl4fyz+EYjZwMO8zgoVB71/OPYHn1XTjd0YldT0w38rzfpXjov5uom46sUNm/JLmVogqMZSJig1o\npHVfBZn5C2LkJL7A79jeeTwJYGxCmbcf2WHUEr5eUMK7IbzZYq6de5Saf1sAex0B575xL0/ceAn0\nga3P/o4lwwew8yEz6LE7nHP+vbgafRzxt5d5038cTHVB1XhoqgR+R4kUKWrk1/YuSyL12IGYsnQi\ngkmyMvQKhAus7zRo10yKKOk9Gbz0vnA5HanT5QMmVx3ObtyGEnX12idgN4QyQkHncc4JChiOB9PZ\nkcYELcV2ZYwwSEEqKOcGKripk+LgOF5mNL8HvTePLVhLb5ZbRZMy8HIMr1FEDTsygx2ZwSr68GSU\nzZoMHcWPcs7XY9UmRDnn12En+olhA3vtWmIPGiGQ5SI59rpBcsYouLXP62j6zyp2ONHHAy+4W610\nhwt7EhM8IAfcF8BAlsGefrLqWrjffxF7l0+j5tZcpg2YwBUf38+6I5axuB7+lXU8w/vB4NPg35ec\nwKlTXoDrfLB2FsqgN2PXUXQTHHsgPgpZXtBFUSV2GWW9kqIE+YnYyMZOG4RBGbPDnGH79PEvx26l\nLIWwJO1UT0s04kDnNq6N65LCBL5nAt+3ev83RvEKf4vbcbsaRhikKE9zBtdyS4daTR/Me4EWzXXk\nM4lTWE8vzuApKunBZ+wXtH2FlSKZTx378Dnj+YFyKlhDbx7nnM6fjKENWlCz5iagADKGg3cIyqD9\nDyUOpGKebmRk1tWMMqAyrw8VN6IbVg/KaNURiEl4oZIbTq5k6ts9eC3CCkLZgMcHG/vmcsPsu7l5\nj8u4ev+JfHuoasG81cpGRv/0FR/M9FOjjsJvLfDVEuAxcD32IhN5kR1GFzD5s3IeOuMSmPY1KgnS\ng11MWdbtxdA3WeerC6BMgmftEqSoXzPxSNiLI3N/2pWtIzvdVtQM74bdLkqWLOoIFmGm7W8obuJ6\nbuDmhB5zNL9TTgVVlPAQFyT02OmISVdMUVbSn9u4hnIqONAKyIuEa7g1IAoquIF7uJz19KKcClbR\nt81qgfUU8B6HBJYxylib0IChegoAVfgjWtJrGcGJH2U614N3AcrIZAODUIGJxdZrWYPX9bwHO4Gw\nxbFP+dz5XIxlI8qYbWLTv79n+17VnHlI2zcFF3bR4BGvwaOjzmZ1bRnXfj+RjJ1heIaKAHj7OZg0\n0/+O8mEAACAASURBVM9K7J4KeryCHyWHPvutjrKtruCdWZkUfLIdsKN1niJcxDMAtgiS1szN2jZy\nDaUPgzM7xZkG2kzLbc5ODpGRARz5+CeoygZ52AGhetCnHMvgxI87aVUAS9lAORV0I3RcTTx5hWM7\n9L3/47QYj6R9TLpiyuOnnJvwA++3k8InRnwSJ7OEIQDcQAUuOlpNUR0bElfOU84hmuMdz4uMZH4M\nUz1LCXbBO9MRdWMVKXoZIFl/dq5Du1GGxo2d65+HEgZLUS7zKuz+DeIFkH3rYxKREKqCol5kx4da\np7eqEriHMvp9D7N/3pq3rrJLEEmdvyHACSfDr/eMoLJnd3Y/YiaVn0DPJ9Tw/rgYXvPZiwDRXqF1\nLbfzYNYlwMcoSSHXR4o56UGWXpRMyUGJAfGWyHX1Od7LxV5+yQN25zmGOiJv2ufM3jCg2A/zPsGu\nAdmCvZQg44w0ZbHrpyuGx77HJP7IdHq5NtojduRcY1kJ11Q+7IJcwr10s26593IJflzUURgoTdxE\nNg9zHsfyKgNZDsS2+tedXEGjVVAoXvRmDefwOBDZ2HNo5CrujHj7yJCSyHrNAAgueRupONArGOpr\nz84MA49jmxKUx2B76JMJq5uA+aiAvY3YzYckvU8MpTwgWDzI+cgxpDlQLsqA5gA9rNf9oI8fLi/j\n85N3YdykeXT/eBMzZnjZYXQmWz76MwObl/P5/ANwPQtsAf4DoeY1ePQ/nSvZkwkcO3sAo45aAr+/\nj4qfkAqDoLwjYnj1a6v3m5BtZQavn7PWMtm9BXsdVcPek/8c1dz+vcnfM/OY7qjfR4s2niZsjwUY\nYRAd+v0tkSTSe7EVsziStlul6/ybf/AHQ2N2fCMMujhn8iT9WNXqfen3Hev2nh2ZyXeUISzmZJ5r\n93iF1HApE+MwrjJsj4E89FQ3iK6Aje59kMJEoTwGOhnY3oIia7sGlItd5vAy1tFq+5z+0LQGVe1w\nBcHhg+KpkJLJ2dh9CERUuFBFhcTrUgqsg3FbwfkulT1YCf1vmMf8K0Yx5WE1mhprz9bHMeHY+4Yx\n9urvoPET1LUvxI4xaHBsrS+PSGnlUGRjp2xmorwNo7jzt0k0jb6/3TBBF/CXu4Yx4YovUJEUUshI\nghtbrLFJUGSkGGEQjr/yLuP5Ia7HSHQs1cVMpChQ9TQ87TXe6whGGGwmTGAaB/FRQgx2ORXMZwQv\ncmLcj/U3XmIU8wD4hP2YzgQ81sx3JL9zPC8Hto39uQ8muIaA3/Gzo5Hm+rq3CA6wewTI7L+W1u2e\nZcabY20jM/294LAiGA2n3PEoH8z+K2v/NBAq30VlNvho7dnIQwXNSdyC23pdgDKWNdZnJeo47h7Q\nywVHQc8t1vDtunG8edt6GrHzAPS8iViQBSx7/UGeOGon1IJGIXaQoSwxiPDR6zeEWkKB1i2uPdb5\njgF6ccQjU/j7HX/n52WhxzOuBJbccQGXXXMBVK5DCS+ftT/JfJC20aGWEUJVhRCMMAhHomKcZjOW\n1zk6IccCGM8M/sr7YT+fzNFx6ZtjhMFmgLjRE2WsxSB/yr58ze5xP94Y5nIsk8N+Hr+0ysHYDvFY\n9PJrjyyUIe6B8hDUoObesnQhkfaSrpeHEgbZQD8YPRoGuvjXx3fzG6P4bLdD4ZuvgEUo4+kUBvnY\nZYdl6aIfsA3KeC1AZUNkYnsthsKZ0DLExUPXRt+muSNsmwNHDPPBrzNQSwpF1vhWYBtjceXrnhx9\n+UfIILg0NNZzq90y+ZAzlHtvu5Ox1z3ATw3q6o4rgaIXx7PzG9/CU/NQ11SXRJI+KYGPMi49I6G9\nJltGGIQikYHPkJy2yHvwJUVUsx0/8iPbsY5ebVZP7CxGGGwGJNK9n8xjAuzEd+RYgWRfslecj9YH\n2yAnApnJdreO3Rs1+9yIasmrr7vqSxLSnc9qSNRtP8jPgTWLgR+xyw47uzYWgpUBYp9nb1S7I+lj\nUIUymIXqOKOGccBL73LW9ocyi+C5rzNaIpbs8t+9OfDg/wPPbNTSRjeUaPJgZyXUohY12ju6CAO9\nu6GILanC2B3y+8MOfWFYNrzZAptmY3sq6rT95WN7MST2IVSbbmmSJZ85/66MMHCiLxMmkmRlSyQK\n0ythM6GjKTAd5RHO5V88Sn+Ws8IqkpQIprFzwo4VvrRPKPT4gVBGIRKkp0ENaoY+BPptqezg7KnA\nQuxKgPqMU2aiDUAB1CyHmn7WeMTAOwWO5PhnWO9Lb4UN1utuKEM2EFwDITcDPC2QCW9cdSgTCRYF\nempjPOrZrTpgCpw4FF5YY415ELaRlTTBtdjXpa1RyHXOILivgd70aCPUr4Evc+BLKdMsQZyN2H8b\n0hJagkDl++HmLxJXYgoeRUIyRIHBxtQxSBPGMjvItXYldwDwG2MSOo719ALgDP4vocdNPUK5pmUG\nKo9MbVspR6wbJt1AyXy7GlgJG7zKl00f7AwCp9jXGy01A38Av1mvR1rfzcfuPyBIPIMe/OhBiYMN\nQA9wDwR/EzQ1QlYmGX/28MrHrc2ujCheCy5LgOtOv8E6lw0okbQOVTZ6vfVcT2sULwrYa/0yahET\n8p5e4wHrtZRglt+NLBPUYYsoQYRas/Z9pzfA+bs2t9xU5lweSfYQUgLzV5omHM3rgGpLDKozYmOg\nn31imcpuSTlu8tENfyT/OtIgSNzWknbndjz0QLlaYCk0TIUffgaWYc+MQyGz1Wb1PX5FmdO+qMC6\nftiFkURgyNgldkEv0OMBqmBcBmT7wdcAjQ0cd9ezIUtI6WF/8cAPnPjjnZauqUWd2wpUhcS11kMq\nR2ZA0P+EnlqqG2wRUiIc9PRH+VyEgy4mnEGOepElZwknQTw0soRgqiE6OYR32IMvA6/P5MmkjaUX\n65N27FTCCIM0oYJyPmb/oO6Bd3JVUsYiJZUHWq1HuzZi0EMFtDlp66bv9BZIUyDdpS2GagMwD/gJ\nZQh1wxQOSeWTpMH11j5LUV6DbtiZB1a2QUCUSCdPP8r4boBZa6HZMp7jcnlu4D9bJQkK8WuJo5hy\naTMcMwQVKCgpl/ryjVx3KdQUaoXUG+K5GHeJw9B/vw3YHRolqFAEhkd7OJd3dPRx+DDCIDTvcihf\nsWfgdVmgsbchWZgYgzTiW3ZN9hA2M8SlDO2LAgjW2e39a4mXQDcqes0EMTySyhhJzJDsqxKYilqL\nkCWIfJRhzQbXNpBTAE3V4J+HcpP7sXPw/ShXvRsohEGlvDErgsPHiTqAKillrBeCEoEgM3UXShi0\nELrMkr6dx/GePPc4fjrFmH7MtiSRCD9pFR1v30rXISPJ4mkUv/F7B1u/dxWMxyANOYdHkz0EAE7j\n2WQPIU44YwSEaHW0c20fWtfsdyLGyDkLjcaoNKEyGtaiIt5bUMJgMGTsguubHE5peJTRvgUweTwc\nsBewJzAAlRmRg+r4+BuwCffVLVGXDY4ltcD+V32CijNwBnvqnhS51mKUnbUM9LiCFu0hM3+pHdGo\nvacLkhbHz7aQZST5mwlVT8JgSE2Mx8BgaJNQ4sCDHUwohkOf7evPnTNOqZAXbkYqPQH0JQZ5PxpX\ndIt1LFlL3wgsAW8D/sOGMenyc8n580YY4IUhYmwLUcF2kpqngu4qhl/dqTLHscD9Py9290IJmnQW\nDWrENshF2GmezhRB3UA7e1XEYrYqglD/+zDZCIb0ocsKg1IqW61V/cqWSRqNIf0QA6TPOluw6/NL\nyWLpHSEFg8SQN6JiBfRiOHpUeltx/PqsWGa/zvLGkXgQdLd4E2qJYT6snQmXd6Pp8iGQN05NxFmJ\nPVOuxzaQXia4pvFNBEeLJ74sScuUWgFibPWMA7nWRajOhxKcqJ9Pm0fp5Cj12hIi5GS8BkP60KWE\nQRbN7MPn7My0Nrfr6kUsDLFAZn1Z2MY1C2WMCoAyyBnB0BObOXjD+/x93OW4cr38XjCaT3xHUlzb\nkwefvwDmLQBmYq8zyz4gfNxAW/EEMh59G3kdSmx4tZ8S/FhNIP2uoQkWj1PPKUGJm+BI/Od8/2AE\nU9sYU3xxAZ4W6XGge2ScSJlkq1BRoEZBs2MbJ+GWdaJFFwUQvuBR59iJ7wDoyXrW0xNIdJ0PQ1en\nywiDffmU3fk68NpZtncC08ihiX2YQjkVCW+cEUu+ZRcO451kD4Pv22gBnd6IR0DPhwdlaIqBPRn4\naDVv3TKYD59Rt/8PAg3T5jKUuQDcz0WMv3skezz3O/wyFZVOKMsEutu6LVez1/FTxkGI15nYKYht\niQsJ3JP0v0bru/2xPSJ+a7tqXnj7FMpj3JQrGnKA5av7ozpLyvnpaZYQfD2rUfUOxDsjTaF0468b\nbXk/WiMeqraEHpsgx+k8zvubkwP5L7UUcC+XxeR4hs2bLiEMruY2smmhgVzu4sqQ20j96a/YM/BP\nVk5FWnoPfmK7lBAGv7BVsoeQIGSWWgpswZN3X82Gc/+v3d/ABuDTy+fxdLGLTz/+Ny8fsDv4v8Gu\n568bcDHWzpmrGLBQgWvONXE9iyLUtnqXSHFzV6Fc9EUoT4gLu3thM5AHd7vphSollAy2Aea/NRr4\nGbtiYwb2ddSLG0kKoow2C/V7k2WfJuv7NdiFkVoc+4C2RUKWY1sI/t2Fq2nQMSLtGVBIHeVU8BaH\n8TPbxuz4icaHC3cSMzhWWR1qN2f+v70zj3OqvPr4N7MxAwIOq4rsoCwKqFCtIlprRbGKWHDB3Wpf\nrTut8oriMCIUEdGq1dpqtQqK1oXS1wVa0FqKWCmKuKECIogosgwzMGuS94/nntwnITOTmdybmYTz\n/XzymSRzc++TQOac5yy/k/ZdCbdwN3lU8zQX1uoUxLKYk7mXCUDqB3V4iagfppof8w8ANtKtSa6f\nWsT4tAH688TD09ly8+PsacAZNu6E40+5hP5LdwNH4Ro3e2dZm05CXW1x4hTUFR2wRZVk7LC8RooZ\nRdpXSgxl8iLmubXfckHbOi7hM3m/6QvbP8N9Hy1wB0FJS6Zg37cdBSlAzMUtHpXISKwRip0vURu2\nSJU9eTP1ToHNWfyV63jAszWkmnBCrbn+sYsm/M/eTEhrx2AML1FABU9xEevo3aDXltGamdwMpKdz\nUEke+c5QoVRTV0gzc6jGLXbLAfow+pX32PTLpxuVMf4OuOK4QRz73PdAZ9yq+lyMgRPBocb+UYyV\n3rVTIQFc8R9bXtlW5avAiCKV4YohhTBGdQ1nrF/UyHUlRxYwL/xrqCnFjXRUWvdjZYilu2J/zPvc\njdFkWAt8hFGGXAdswsR0RLuhkmgVxLqw2xzlJs95V2g4iWmNfm07dtDXGVuebtzF5KZewj5PWjsG\ng1gNwHp6Ner15bRkFYMA08WQTszg1ia9/ouc3aTX9xf5Yw+RcchDu3HKGeck1Ym+C5hz0wg4+BSI\nhCtFBCePvZUR83GnLnbEFAfKra11jB0FsG82kmaQ68RShZEWrsCE3g/HOBKm1mBZr5OaJO94Vld4\nrOhKTGogC3dewR6MMY83rbAVZthSJ6J1BCpwixHt4UeNrQNI9vW1cw7PkZuk7sF4nvVoNfsOU7m9\nqZfQLEjbGoOfYHYwydYIzGcMh7Oa63gooXPlUsUkflPnMdO5lepIKNZfUl0nIdGVDzO+vkD60POA\ng3h08K/ZvCL5s/55M4z9dC4v9OtItNGS3LcY7y4Y43U45LYjMCyP3OOqCLSHykV58FkWbPoGWI/Z\nEe/AbWMUR8EeEiS7YpH+jW15lDHGVZgdt0QVjERzaOdr3Hg7zLor+c8gUXKAKbOfg3Ef4Y42FoXG\nfKJ1HWxtiXznPeRhCj7TT1yoP596cp5k/j5kESSUkOKn99zLhCaZsNhU77e5kbaOwbG87dm51tOT\n3qwjh2pq9lJLM/yCRzmQLVHPbaNd1OP2zlx1cRy+oitPcLln64xlBhP5X+5mPHN5hgt8u45wCGsA\n0/GR2djdCAFo2Y0DX36MzR6d/eFFF/FC9k4ILsQtApRoQQegC/v3OoiOD2/nmfZH8/mwTXyzDPY4\nYgL7AUcCh18NR/dZQ+lL3dny8QGwYwnRI4jlfdgjiWMFk2yDWYFJJawF2uMKCZUDXTnw8xKKacsu\njz6H+jjmOJh8+VnA34nO4Uvhoa1pILUYORjVxjDmk5IhVrtTtOrkGcnrKb9mIdu5ngfrPe5BrmU7\n7X1fT1lkfkfqSMdCdL9IS8egtfOn6SXGeHK+OVxEEcV0ZwNr6RP1ux6s5xKeAmAjB/Mnfl7v+XKo\n5jam042NFFHMewxhAaM9WatNpdOG1ZcvPD93PM5nHkBUG2hmkwXk03fGJlZe791ZX7seOKANbGmN\n2elnY/L6g6FdN9Y+3JH5533P7lPh/+K8fiewBFjyCIznUPKBC7vDj+Z+yhdnjYCqVzAGvoq9JylK\nG2KA6P5+YTemhXELZpee5fz8jrLn3iW09EIYPseTz6EuCoC/j5sB//4M0zkhNRH5xK8rEGow711k\noCUtIwWWzX9eQX06LA2lDSW1FtR14luu5vcJn+s6HgL83/SAMdSpqv/6kIEpuU66kJY1Boc6O9fV\nTn2AV1zI3KjHRRRzCU/xFV0ppighpwCghlyKKYp4oEfwvm//weUafn+B5Pz7lldtDOm5W1/01Jxs\nBgp/uh2TBy8AekDgCEbPXsFfCwI8dd737CLxjvoK4LENcMWofvzz3C50GnssBA7FFBqKqJJdW1DX\n174S46xsw92BB5CCv5vPuIPjTzi4IW+3wQSA037Xn5k3jsNoF0jNhHRL5LB3HYV9X1IzIpEsBZeK\nTRHFDXIKbGTT08HnJtY/coWv5wfYTUteZKzv10kn0tIx8JtWlEUM4ZNckpRnXEwRc5wwfxHF5Nc6\nvLbxPMQ1AIyPcWy8Qj6L+T5EPZovlhH1eER7JZB1VhijRTwY2gzklb/9nGMm/IyVXzf+vOXAkqe3\n8cgLB5J3z2DIGompzgdXla++rocQ7rwEcI1qGVACOzZw8ncfMvqwxq+zLrKAG+5qw+BrlwEf4Goq\niAqlODgy6Er+nXKs+6JNIPoEkm7YNxlKdHFMB7Z6tpG4hocZw0uenCsem+nCenr4dn6AWU53muKi\njkEcfs29gDHqGzz4T7mWPpGd9kRmJn2+WLbRgUe4ir58QRHFFDq1Dl4gf0BeYkxai6Y0DAm5h9yH\nHtPziE9hSDtocRBzZ17Myp8u8mxQ0QfAy/cV0POlnRjdhCzctIFI9konRG3Ygj/yAewGdsEnKzky\nezOnn5jt6UdTABz+xukUTl0L4aWYLglJG0jRobToiiNgOzr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BtDNR280+xj5fbVEYe1BT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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x4de63860>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Batch number: 550\n",
"Loss (this image only!): 0.335299909115 Accuracy: 0.96088039875\n"
]
},
{
"data": {
"image/png": 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PUQzmMIQoTNydx8y1IN5S8mW/VgR+To11HBNoyFFMRJW5an73swiAXbQukePL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\nQGiiY8AazwZrv2ooV+cvF3ELG2v5rBUiLU2QbJwTeYfljKKKGPXpNhi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"text/plain": [
"<matplotlib.figure.Figure at 0x4ddbfef0>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Batch number: 600\n",
"Loss (this image only!): 1.15841698647 Accuracy: 0.765512943268\n"
]
},
{
"data": {
"image/png": 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ixuAfYJaWemUxiySJ1RhavJfGGsd9m5Fnfjr5MSzlffl+4kJHlH2eu7zG5y9Y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\nHAOBQCAQCAQV/j+ZXyshfoS6FQAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x49727b38>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Batch number: 650\n",
"Loss (this image only!): 0.766911327839 Accuracy: 0.82475155592\n"
]
},
{
"data": {
"image/png": 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nG6bQSAJ37vorDJI74x2IhD4bwluQDKQKPWK1AeG6iN29SwWGRCATTAnCU9IH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\n7Mwqo6yunvy97YTLNZz/MeBRiNWAPRs0xdiUZc7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