diff --git a/bindings/python/tutorials/CNTK_201B_CIFAR-10_ImageHandsOn.ipynb b/bindings/python/tutorials/CNTK_201B_CIFAR-10_ImageHandsOn.ipynb
index 87678d73b..e51d31ba6 100644
--- a/bindings/python/tutorials/CNTK_201B_CIFAR-10_ImageHandsOn.ipynb
+++ b/bindings/python/tutorials/CNTK_201B_CIFAR-10_ImageHandsOn.ipynb
@@ -35,9 +35,9 @@
"\n",
"## Dataset\n",
"\n",
- "You will use Cifar 10 dataset, from https://www.cs.toronto.edu/~kriz/cifar.html, during this tutorials. The dataset contains 50000 training images and 10000 test images, each image is 32x32x3. Each image is classified as one of 10 classes as shown below:\n",
+ "You will use Cifar 10 dataset, from https://www.cs.toronto.edu/~kriz/cifar.html, during this tutorials. The dataset contains 50000 training images and 10000 test images, all images are 32x32x3. Each image is classified as one of 10 classes as shown below:\n",
"\n",
- "\n",
+ "\n",
"\n",
"The above image is from: https://www.cs.toronto.edu/~kriz/cifar.html\n",
"\n",
@@ -79,7 +79,7 @@
"\n",
"Here an example of max pooling with a stride of 2:\n",
"\n",
- "\n",
+ "\n",
"\n",
"#### In CNTK:\n",
"\n",
@@ -139,13 +139,15 @@
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"import math\n",
- " \n",
+ "\n",
+ "from cntk.blocks import default_options\n",
"from cntk.layers import Convolution, MaxPooling, AveragePooling, Dropout, BatchNormalization, Dense\n",
+ "from cntk.models import Sequential, LayerStack\n",
"from cntk.io import MinibatchSource, ImageDeserializer, StreamDef, StreamDefs\n",
"from cntk.initializer import glorot_uniform\n",
"from cntk import Trainer\n",
"from cntk.learner import momentum_sgd, learning_rate_schedule\n",
- "from cntk.ops import cross_entropy_with_softmax, classification_error, relu, input_variable\n",
+ "from cntk.ops import cross_entropy_with_softmax, classification_error, relu, input_variable, softmax\n",
"from cntk.utils import *"
]
},
@@ -206,7 +208,7 @@
},
{
"cell_type": "code",
- "execution_count": 18,
+ "execution_count": 25,
"metadata": {
"collapsed": false
},
@@ -252,21 +254,21 @@
},
{
"cell_type": "code",
- "execution_count": 19,
+ "execution_count": 26,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
+ "# Input variables denoting the features and label data\n",
+ "input_var = input_variable((num_channels, image_height, image_width))\n",
+ "label_var = input_variable((num_classes))\n",
+ "\n",
"#\n",
"# Train and evaluate the network.\n",
"#\n",
"def train_and_evaluate(reader_train, reader_test, max_epochs, model_func):\n",
"\n",
- " # Input variables denoting the features and label data\n",
- " input_var = input_variable((num_channels, image_height, image_width))\n",
- " label_var = input_variable((num_classes))\n",
- "\n",
" # apply model to input\n",
" z = model_func(input_var, out_dims=10)\n",
"\n",
@@ -381,12 +383,14 @@
" plt.xlabel('Minibatch number')\n",
" plt.ylabel('Label Prediction Error')\n",
" plt.title('Minibatch run vs. Label Prediction Error ')\n",
- " plt.show()"
+ " plt.show()\n",
+ " \n",
+ " return softmax(z)"
]
},
{
"cell_type": "code",
- "execution_count": 22,
+ "execution_count": 27,
"metadata": {
"collapsed": false
},
@@ -395,23 +399,23 @@
"name": "stdout",
"output_type": "stream",
"text": [
- "Training 72842 parameters in 10 parameter tensors.\n",
+ "Training 116906 parameters in 10 parameter tensors.\n",
"\n",
- "Finished Epoch [1]: [Training] loss = 1.764509 * 50000, metric = 64.2% * 50000\n",
- "Finished Epoch [2]: [Training] loss = 1.441847 * 50000, metric = 51.3% * 50000\n",
- "Finished Epoch [3]: [Training] loss = 1.297449 * 50000, metric = 45.9% * 50000\n",
- "Finished Epoch [4]: [Training] loss = 1.208128 * 50000, metric = 42.3% * 50000\n",
- "Finished Epoch [5]: [Training] loss = 1.155156 * 50000, metric = 40.4% * 50000\n",
+ "Finished Epoch [1]: [Training] loss = 1.804783 * 50000, metric = 66.0% * 50000\n",
+ "Finished Epoch [2]: [Training] loss = 1.471769 * 50000, metric = 52.7% * 50000\n",
+ "Finished Epoch [3]: [Training] loss = 1.303580 * 50000, metric = 45.9% * 50000\n",
+ "Finished Epoch [4]: [Training] loss = 1.205688 * 50000, metric = 41.9% * 50000\n",
+ "Finished Epoch [5]: [Training] loss = 1.143529 * 50000, metric = 39.9% * 50000\n",
"\n",
- "Final Results: Minibatch[1-626]: errs = 33.8% * 10000\n",
+ "Final Results: Minibatch[1-626]: errs = 34.4% * 10000\n",
"\n"
]
},
{
"data": {
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VWAi//AJnn10jWXfOOVdPVbXPSWXddZcBT2eZFxdzCxdak0+HDjBsGIwcmdi3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\nkUfs/H/+s+rnp3PiiaqHHmp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jo3TpYpMNXnaZTT641VbWTRlstFrVaITaPn1g+nS47TYoKip9XVXo3dsa6q6P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\ndto0Ww+7VHfvbl2ji4tV58+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"text/plain": [
- ""
+ ""
]
},
"metadata": {},
@@ -419,9 +423,9 @@
},
{
"data": {
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NiAwGWqrqseXc2xBTUn7HcgrcparJUoQjIn3IfLddx3Ecx3FinKyqL1X1IBlbTlQ1pxE+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\nvrBImccTyhzHqQ5E4IknbLn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9zOekQVDnOI7jONXDNddU35e/U21kE62zP7CXqk4LC1R1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\nRU5ErkJggg==\n",
+ "image/png": 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wReK6bDsTkXWBTsC7sbIgNf4YoEuaZkcCXwJXi8hvIvKDiNwjIvWyvX+15+uv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\nYII=\n",
"text/plain": [
- ""
+ ""
]
},
"metadata": {},
@@ -433,19 +437,19 @@
"reader_train = create_reader(os.path.join(data_path, 'train_map.txt'), os.path.join(data_path, 'CIFAR-10_mean.xml'), True)\n",
"reader_test = create_reader(os.path.join(data_path, 'test_map.txt'), os.path.join(data_path, 'CIFAR-10_mean.xml'), False)\n",
"\n",
- "train_and_evaluate(reader_train, reader_test, max_epochs=5, model_func=create_basic_model)"
+ "pred = train_and_evaluate(reader_train, reader_test, max_epochs=5, model_func=create_basic_model)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
- "Although, the model is simple still too much code, we can do even better. Here the same model in more terse form:"
+ "Although, this model is very simple, it still has too much code, we can do better. Here the same model in more terse format:"
]
},
{
"cell_type": "code",
- "execution_count": 37,
+ "execution_count": 43,
"metadata": {
"collapsed": true
},
@@ -468,7 +472,7 @@
},
{
"cell_type": "code",
- "execution_count": 38,
+ "execution_count": 65,
"metadata": {
"collapsed": false
},
@@ -479,21 +483,26 @@
"text": [
"Training 116906 parameters in 10 parameter tensors.\n",
"\n",
- "Finished Epoch [1]: [Training] loss = 1.808510 * 50000, metric = 66.0% * 50000\n",
- "Finished Epoch [2]: [Training] loss = 1.452673 * 50000, metric = 52.2% * 50000\n",
- "Finished Epoch [3]: [Training] loss = 1.306112 * 50000, metric = 46.3% * 50000\n",
- "Finished Epoch [4]: [Training] loss = 1.208710 * 50000, metric = 42.1% * 50000\n",
- "Finished Epoch [5]: [Training] loss = 1.142633 * 50000, metric = 39.5% * 50000\n",
+ "Finished Epoch [1]: [Training] loss = 1.783871 * 50000, metric = 65.2% * 50000\n",
+ "Finished Epoch [2]: [Training] loss = 1.441467 * 50000, metric = 51.7% * 50000\n",
+ "Finished Epoch [3]: [Training] loss = 1.284341 * 50000, metric = 45.2% * 50000\n",
+ "Finished Epoch [4]: [Training] loss = 1.196499 * 50000, metric = 41.8% * 50000\n",
+ "Finished Epoch [5]: [Training] loss = 1.130415 * 50000, metric = 39.2% * 50000\n",
+ "Finished Epoch [6]: [Training] loss = 1.087463 * 50000, metric = 37.8% * 50000\n",
+ "Finished Epoch [7]: [Training] loss = 1.039657 * 50000, metric = 35.8% * 50000\n",
+ "Finished Epoch [8]: [Training] loss = 1.013373 * 50000, metric = 34.8% * 50000\n",
+ "Finished Epoch [9]: [Training] loss = 0.986389 * 50000, metric = 33.7% * 50000\n",
+ "Finished Epoch [10]: [Training] loss = 0.957553 * 50000, metric = 32.9% * 50000\n",
"\n",
- "Final Results: Minibatch[1-626]: errs = 41.3% * 10000\n",
+ "Final Results: Minibatch[1-626]: errs = 30.8% * 10000\n",
"\n"
]
},
{
"data": {
- "image/png": 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OOA5ohk0E9wTwMtYx1lWC3/wGrrvOtrt1s/ezzrLZaZcvtxWSJ0+GXXYpeF7z\n5jbh2x/+YDUpL71k6/4455xzRSnrPCcVSlUnUUygpKqDUuz7FuiRIrmrJH36wE03Qc+esCUykHzu\nXJtbpSitW9v7/vvb++zZiQUKnXPOuWSlCk5EpKTZW1N0lXQ1Rfv21kyz007w3XeJ/c89l2j2Kc7v\nfmfvP/h0ec4554pR2mad3BJe3wOPV2QGXbyENSR7722TrNWtax1g09GwoQ1lnjDB+p0MHGgdad9/\nv9Ky65xzrhoqVc1JquYVV3uJwE8/wXbbpX9Ox442qdupp8KYoIvzAw8k+rFETZkCY8fCXXdVTH6d\nc85VD3HpEOuqqebNE5O6pWNQEN5OCwai9expw5U3bbLVks8800b5qMLBB8PddydWUP76awuILr20\nYsvgnHMuXmLRIdbVHq1a2fv06fb++usWcBx+OHz8cSLd45HGwS5dLDDp2tU+DxsG995bNfl1zjlX\n9bzmxFWpVq1sNeSDD7YRO+HkbQ89lEhz0UW2DtCKFYl9mzZZX5U6wU/sunVVl2fnnHNVy4MTV6Xq\n1YOdd7bVjidNSuxv3z5Rm3L44fa+ww7WL6VbN+jUyV7vBstKzpsHn35qc6yE/vrX8jf5/PijTxLn\nnHOZ5sGJy4jGjRPzn4Q6doT16+H00xP7zjqrYBATrjwwfTpccYUtThjKybEFCMMamd/+1gKNvLzU\nAUd+fqLvC9j6QS1awOjR6ZVh6VL4z3/g1Vdh5sz0znHOOVcyD05crDRsWHCdnmTbbWcjeI480maj\nnTPH9p92Gnzyic2lEs5Au3o1LFhgtSl1Uvykv/yyLUZ4STCvcNu29p603tWvVC14Arj9drv/FVfA\nP/5h/WCcc85VDA9OXLVz2mmwxx7W7PPee/DBBzYRHFitydChibTz59tQZYDPPit4nTfesPf77oMl\nSxL7U02vf/XVFuA0agTPPgv/+lfi2OGH21wtmzK0qtOmTXDllfDLL5m5v3POVbRYBCci0lVEXhGR\nn0QkX0ROLsW5h4vIFhGp9FUSXbyE/U26dYPevW37wAOtQ+0VV9jxY45JpN9554LnR2eqzc62YcsX\nXpgIZkLr18NttyU+X3114n4vvmi1LzNnwrbblr0smzcXnHW3NH74Ae680xZfdM65miAuQ4kbAZ8D\njwAlTZH/KxFpCowB3gGaV07WXFxdeaXVmFx1Fdx6qzXhtGxpx/79b3u/9lq4+WZ44QXYc08LPP72\nN5sI7qWVyqDkAAAgAElEQVSXrOln5EjIyiq8aOEll8DWrVaz8re/QdOmNsro0ENt5NALL8ARR1gn\n2lBens2aW1o77mg1H2vWpJ7UbvFi2HXX1Oe2bGn3XLOm9Pd1zrk4Eo3Z0AQRyQdOUdVX0kibDXwL\n5AO9VLVTMWk7ATk5OTl06lRkMlfNzJplfUVS9SkJLVtmtSYbN1qfFrCAJlobkuzjjxOjhrKy4Omn\nC6fZutVGH4GNFHrwQfj+e2tyilq61GpFwusly8tLXCc/v2Cfm8cfhwEDbPv55xM1Nsn23BPOOMOC\nNOecq2jTpk2jc+fOAJ1VtdJbKmLRrFMWIjIIaAncmOm8uMzZd9/iAxNINOdE4/CLLir+nL59E9un\nnpo6Tb1IvePQodb3IzkwAXjsMathEUnkYcwYC5YgMZ/LyJGFOwOHgQkkOuxG3XKLNS3tsYcvqOic\nqzmqZXAiIm2A24D+qpqf6fy46qFhQ2uemT7dOs4W55Zb4C9/saHGp51W8rW32Qbq1y+4LycnUWsT\nuuMOuOYaW/SwYUPrz3LwwXasY0d7/+47W7MIEp1227eH/fcveH1Va76aOtXu8eSTJeezLL74wvIW\nzjHjnHOVrdo164hIHeATYJSqPhTsuwE4OZ1mnW7dutG0adMCx7KyssjKyqqgEjhnfUR22w3OO8+G\nGbdpYwHH9dfb+kF7723pxo6FPn1se80a6zdz4IH2uaR/mh99ZDUyf/oTTJwIq1bBW2/BccdVbFmi\ntTkbNpSv469zLv6ys7PJTppTITc3l/dtCfkqadaJS4fY0tgO6AJ0FJEHg311ABGRzcAfVPW9ok4e\nOnSo9zlxlW633ez997+3GpIff7S+JXXq2C/7Dz+0wOKVV2ym2zlzrCNstDPs1Km2rlDo3Xdt9FH9\n+hbIHHGE7W/d2jr+duxYukUY09Wqlc3IC1ZD5Jyr2VL9wR7pc1IlqmOzzhpgf6Aj0CF4jQRmBduf\nZi5rztkihaEzzkhs162bqIUIO8d++CH83/9B//72ea+9Eqsw//73Ba+7ZYu9b95sw5dDt90GHTpY\nTUtRnW7LY/RoePttm3131SoLiqKLNDrnXEWLRXAiIo1EpIOIBK3utAo+twiO3y4iYwDUzIi+gGXA\nRlWdqaobMlQM59iyBQ44wLZnzEiMDkplyZKC0+eHiqrYO+igxHaLFhaUbNhQeOjysGEWBH37rfVf\neeIJS1dW3brBscdCkya2JMDUqYUntHPOuYoUl2adLsBEQIPX3cH+McDZwC5Ai8xkzbn0bbMNPPOM\n1TK0a1d82ubFzMwze7YNVY7aeWe4+GJr2jn++MIdcMGGEl9zjW3vtluimWjBAut4u2xZwdqcooRT\n9TdqVHB/3bpWrgcfTEz775xzFS0WNSeqOklV66hq3aTX2cHxQap6dDHn31hcZ1jnqlLfvnD++eW7\nRtu2sN9+hfcPGwYnn5w6MIFEYHLnnRaQhBYtgh49rDPu0qUl3z872xZn/P77wseaNrU+MtY3rrBx\n46yjbyg31+ZvSXbxxVbDE106INNefNECsOTA0DlXtWIRnDjnKtbll1vtR/v21kl2/vzEscsuS2zP\nnm19WObPtwntQmFzU6oA5NFH7f2UUwofW70aTjzRArQ334RvvoFmzWyUEhTMx/332/snn1hn4ZIs\nXAh33VVyuvLo3dsCKR827VxmeXDiXA2ycKF1sgXr+/L111bL8eyztnoyWK3Mxo22YOK++0L37jYi\np107C1YAfv7ZRgqdeWbhe+y1l72vXl14uHO0X8xBByXmZrnlFvuF36pV4cnkunSxqfkHDy6+bOef\nb0FXZU3Tv2pVYtuXAnAuszw4ca4G+d3vCo/Y2W03a4r5979tlM+iRTbdfrdudjyaft99bcHERx6x\n7VTq1IHXX4dRowrPaBt2vFUtOPncjjtaMAQWLIWrSI8dazUVy5fDiBHw5ZdFly0Mipo2TcyuW5Hm\nzEls//nPFX9951z6PDhxrpaoUwfOOQeOOqpgn5jBgy3YAAsiwmafVFPxh044wa4VtXWr1aZEV3XO\nzbV+K8uX25wuoReC5T2POMKGKYcGDix8rxdesJl9b7opsW/GjKLzBjaVv0jB/jWvvWb7wiAp2cEH\n2zDucLVr51zmxGW0jnOuClx4YeF9LVpYc0vYRPPFFzYV/iGHlO7adeta0BCdgLlJE3uBdTadMMEC\nEFV46CHrdHvOOTZPy+9/n3qSt1desaDh/vutCWjLlsTq06msW2ejksDSffmlBSRnn237Fi4s+lyf\nn9G5ePDgxLla6r337Jd+ckDQoYPNaFvS+kPJRBLT8qeyxx4waFAibePGiWNdutionQYNbG6WvDzY\nZx879t13licoPL/Kli0F8//ZZzapXZhuwwZbOuCCC+xz587Qr1/JZVG1oGjvva1TsXOuanmzjnO1\nVPfuBUfuRKUTmKhaU8s331RMfpo3t5E9555bsL/LypUF+6+EcnNtSPXNNyf2hUHJsmWJfi0APXva\ne7rDlvPybDTSccelN5Io2cqVsHat9acJZ/bNFFXLi3PViQcnzrkyCRcy3H//xCrKFSFcT2jSJBvh\nM2sW7LBD4XSTJ9v7ddcl9j32mI38OeEEWxBxwgQ7v2dPW3vo8stT3/Nf/7I+KaF69ay2ZvFia/Ja\nt67wOZ9/nmg+Atv+8UcbSr3jjjYBXt26Rc9JE9Wnj9UmRctSUe67z/JSGZ2InassHpw458ok7EsC\nNkpo7tyKue7RwXSLRx4Jp59u223aFE4X1oaA1Q5cfLHVnCxeXPBa++xjTT/Tp9ustps2JQIbgClT\n4Pbb4fHHC14/HM30ww/wv/8VPDZ7tg2Vjs7yO2qUBWrRPjdhv505c2DFCuvLo1pwUjrVxPWjwU5F\nCTsAT5kCzz8PF11kHZcrQ15eyatpO5eOWAQnItJVRF4RkZ9EJF9ETi4h/aki8paILBORXBH5WET+\nUFX5dc5ZcBKdSbVZs4q5brRJ6eGH7f3QQwunCxc/3LjRah3CBRMfeaT46z/+OBx2WGK+l4MPtv3J\n0/rfdJMFMz162JIBrVvbPYcPLxiILV9u88lcfbUFQuF8KaefbueB3eull2zemHPOSUxAt3w53H13\n4lphP5uojz4qX63HsmU2q/CTT9oQ6eHDbabhUH4+nHUWfPVV2e8RqlfPRoVlZ5f/Wq6WU9WMv4Dj\ngZuAXkAecHIJ6YcC/wA6A62BW4FNQIdizukEaE5OjjrnKs4HH6gOGFBx18vLU731VtUVK+zz2rUV\nd21V1VmzVO3ve9WxYxPbW7YUfc533yXSgeq6dap/+5ttT5yY2H/ppapffqnaubPqhg2qDz9s+7fb\nTnXevES6E09UHTdOtXlz+3zSSaqvvaaan1/wvnPm2PGrry6+TPn5qiNGqM6eXfgYqNapo/rvfyfu\n//33he9x9NFpf4Upff994voTJ5bvWi5+cnJywrXvOmlVxAVVcZNSZQjySwpOijjva+CaYo57cOKc\nU1XVMWPsf78bb0wEFSXp2jXxy1fVgqcwcCgqwMnPV339ddXcXNsO0/3rX4ntQYOKvueoUYl0779f\ndLonnkikW7w4sX/o0MT+FStUL7jAgqCovDzVZs1UTz+94P61ay3QStfkyYl75eer5uSoLlmS/vku\n3qo6OIlFs055iYgA2wGrSkrrnHNnnWXND7Nn2wie6IifooTNL++8Y+/bb299WXbf3Zpdtm61Zo0o\nEeuc26SJbf/nP7b/sssSCzuG/WrAfrXvsIN1qoXE3CyQeoK60LHHJrYnTEhsh81Kc+bYdUeMSFz7\nrrtsFes6dez8FSsKXvOcc+DAA9PvQ3LIITBmjA0XF7EmsLDJrDTmz7fh4198YdeZNy91uvHjCw8t\ndzVIVURApXlRhpoT4ApgBbBjMWm85sQ59ysR1SOPLN81StvklJ+vumaNbYe1DPPmFUwTrZ0JnXmm\n6scf2/Yzz6j262c1HlFTpth56ZQpWoujaueA6ubNiTS3356ocVFVnTRJdfr09MuZqhylOa9x46Kv\nce65iWMvv1y6e7iyqeqaE9F0w+IqIiL5wCmq+kqJiS19P+C/WEAzsZh0nYCcbt260TTanR7Iysoi\nKyurHLl2zlU369bZis3J6wNVlblzbYTP7bcX3P/YY1b7sHRp4fld1q1LTF6narU1y5bZ+klgSxFc\ncQU0bAi77GKdf1Mt3vj554lFGjdssFqV9evhiSegf3+b46VxY3j6aevc2rev1bCALYq43XbFly05\nn1OmJGpRXnwx9YrWYHlo1Mi2Dzgg0Uk3fFah6DNbvNjKmo5ffrEFLhs2LLiWUtQll8Cnn9qIrkz9\nbDz6qC0D8fLLNoNzVcvOziY7qVdzbm4u79sy5Z1VdVqlZ6IqIqDSvChFzQlwOrAWOD6NtF5z4pyL\nvXffLbrGoEePxLHHHktsf/ZZwXSXX277e/VKfY+8PNU997Q0F1+sumqV6sCBqj/8kLjmPfeoduhg\n6aI1GnfcYbU0N99cfDl69VL97W9t+x//SJwf9km5/nrb/uknK/N111naZ59NpHvtNXt/6SXVGTNU\nDznEapquuUZ1l11Ut25V/eUX1X33Vf3mm5K/2x9/TFw7rBGKmjSpbDU+6dq61foflaRTJ8tDz56V\nk4+y8A6xaQYnQBawDjgpzet6cOKci725c4v+Bdmihe3/6KOCv+zHjy+YLtz/yy9F32f1atXevVWX\nLk3smzYtce5bbyWadp56SrV7d9u+6y7VXXct+Rd42Ol4/fpEsHTggRZk3HNP4j7R0U6PPWaBy4UX\nqi5alAiKttsukaZ//4L32bw5cWzcOAsAvvzSvqtlyxJlXbrUgrIw7cqVhfN888127PHHiy9baX38\nsZWzZ0/VU08tOX2bNpaP1q0rNh/lUSuDE6AR0AHoGAQnlwafWwTHbwfGRNL3AzYDFwDNI68mxdzD\ngxPnXOzl56vedJPq/PmFjz3/vOppp1ma//3P/gf/+98L9z8p61//0SHTP/1U8Be/qv2S37JFdeRI\n1bp1LfD4+99VJ0wofK233rLzPvywcP6eey5x3aVLE9sHH1z4OrfeasOkt9mm6HJFA7U1axLbDz+s\nev/9tn3oocV/N1u22P5GjRJlDUdILV5sx0aMKPq727jRhpinEt7zvPNsmHlx7rvP0v7lL5aHlSut\n5ijTamtw0j0ISvKSXo8Gx0cD70bST0yR9tf0RdzDgxPnXI23davNazJyZNnOz8sr2PQwfrzVSES9\n8Yb99liwIPGL9447CqYJh1EnBybhsQceUP32W/u8ZIld47jjis5XtEYpecj2hAmJYy++mNi+5JLE\ndnjtESNsbh5VayLq29eCsDA4CQOXaIfbtWtLDvgaNLDjYZlU7VkMHpw496abEoFfUcaPtzRPPmmf\nr7vOPk+dWvQ5VaFWDiVW1UmqWkdV6ya9zg6OD1LVoyPpj0qR9tf0zjlXW61bZ6s7/+53ZTu/Tp2C\nSxP06FFwqQCAvfay9+hMudtuWzBNOIy6TorfMiI2jX64LEHz5jZzbThzbiqtWlmH1hkzCg/ZPuoo\nGxq9cqUtUwDWmTc6+264lMAFF8ARR9j2+efDs89a59d69eDUU204NMA//mHvvXpZJ9lQOBPxrFmQ\nlWX5WbHClkUAeOghK9/atZaf4cNt/6WXJlbQLm5hzR49rNNx//72ORziPWtW0eeUZOnSguevX28/\nI+Gw+FiqiggoDi+85sQ5V0tMmZK6xqKirFyZqA0IXxU9k29ZvfCCNSmFJk60fi7JVq0qmP/k7yva\nCXjcuIKT7S1fntiO1oxcfrnqkCG2fdZZdo1wor+lS60ZLNr8lI6BA1PXTJVk5cpE0+AFF6h27Jg4\ndsopds1XX03/erV+KHFlCYcS5+Tk0KlTp0xnxznnqq28PKtpaNPGFhPcvDmx1lF1oQo33GBrKAE8\n9RT061cwzdatli6s8bjwQhsS/dlniRqR+fOhZUvbzsuzodnhMOqxY+G00wpec+VKW38p1WKW779v\ntSqtWyf2hcOZ//Qn+65feslqc0py2GGWz/Xr4Y47bGjy0qV2/x13TOQ3Vc1WKtOmTaOzPeQqGUoc\ni2Yd55xz1UfdurBggTVpHHBA9QtMwH7p33ijNdMMG2ZNNMnq1UsEJmAz7A4cmAhMpk61Jq5Nm6zJ\nqU4dm6clnLvmiy8KX3OHHVIHJmCLT4bNSmDBQ8eOcP31NmMv2BwxCxcWPnfFCgtEwvMmT7bgqn59\nmwdn2TJrhjvpJEvToUP6gUkmxDhrzjnn4mrPPQv3/aiOOnWCiy8u3YRrX3xhU+yHQVn9+onaEoAr\nr4QuXWDSpOKv8/nndt9LL7XPP/9ccHXvunWtD80NN1i/nzCoCfvPhBYvhp12skAx7PvyxhuJ4+Fk\nfnvvDffcY9thn5a4qgE/Ws4551zVOfDA4o+LwP/+V3iG36jlyxOz9A4bBt27W+1LNDhJNmWKrenU\nvbt9/vJLa2p6+237PG+ezSi7bBkcfzz84Q8W1HTpkrhGu3YWWLVqVXI5M8mDE+ecc66ChSOairJs\nWWL77bfhuONsOz+/6HOaNbORRlu2WNNNhw62f9w4G110110W9CxYYPd/883EuUuWWHNQs2bFB0Bx\n4c06zjnnXBXbd1/rm7J8ua0KPWyY7S9umDHABx9YrcyRRyb2HX+8DYs+/nhbgyhVX5fmzQvWoMSd\nByfOOedcFatbF/75z8TImYsvttqN5DllihIOOp00yfq7tGlj/Uxuvhn2269y8lyVPDhxzjnnYqB5\n8/TTDhtmw5y7dSu4/7LLih4NVJ3EIjgRka4i8oqI/CQi+SJychrnHCkiOSKyUUS+FZEBVZHX6iB5\nqeuaystZs3g5a5baUk6oXWWtKrEITrCF/z4HBmMz0BVLRPYCXgMmYAsEDgNGichxlZfF6qO2/EPx\nctYsXs6apbaUE2pXWatKLEbrqOp4YDyASFqjzS8E5qnqFcHn2SJyBDAEeLtycumcc865qhCXmpPS\nOgRIXrLoTeDQDOTFOeeccxWougYnuwBLk/YtBZqISIMM5Mc555xzFSQWzTpVZFuAmTNnZjoflS43\nN5dp0yp9XaaM83LWLF7OmqW2lBNqR1kjvzu3rYr7xW5VYhHJB05R1VeKSTMJyFHVyyL7BgJDVXX7\nIs7pBzxVwdl1zjnnapP+qvp0Zd+kutacTAaSp6r5Q7C/KG8C/YEFwMbKyZZzzjlXI20L7IX9Lq10\nsag5EZFGwN6AANOAy4CJwCpVXSgitwO7qeqAIP1ewFfAcOBR4BjgXuAEVU3uKOucc865aiQuwUl3\nLBhJzswYVT1bREYDe6rq0ZFzugFDgf2AH4GbVPWJqsqzc8455ypHLIIT55xzzrlQdR1K7Jxzzrka\nqlYEJyJykYjMF5ENIvKJiPw+03lKl4hcH6w3FH3NSEpzk4gsEpH1IvK2iOyddLyBiDwoIitE5BcR\neU5Edq7akhSWzppKFVE2EdleRJ4SkVwRWS0io4J+TlWipHKKyOgUz3hcUppYl1NErhKRKSKyRkSW\nisiLItI2Rbpq/TzTKWdNeJ7B/S8QkS+C++eKyMcicnxSmmr9PIP7F1vOmvI8k4nIP4Oy3JO0Px7P\nVFVr9Avoi43OOQvYF/gvsArYMdN5SzP/1wNfAjsBOwev30aOXxmU5yRgf+AlYC5QP5JmBDZKqTtw\nEPAx8EEMynY8cBPQC8gDTk46XiFlA97AOlp3AQ4DvgWejFE5RwOvJz3jpklpYl1OYBxwJtAOOABb\n+2oB0LAmPc80y1ntn2dw/xODn93W2ICFW4BNQLua8jzTLGeNeJ5Jefk9MA+YDtwT2R+bZ1rlX0oG\nHsInwLDIZ8E60F6R6bylmf/rgWnFHF8EDIl8bgJsAPpEPm8CTo2k2QfIB/4v0+WL5Cmfwr+0y102\n7JdIPnBQJE0PYCuwS0zKORp4oZhzqmM5dwzyc0QNf56pylnjnmckDyuBQTX1eRZRzhr1PIHGwGzg\naGwgSjQ4ic0zrdHNOiKyDdAZW70YALVv6h2q1zo8bcSaBOaKyJMi0gJARFpiU/lHy7cG+JRE+bpg\n89lE08wGfiDG30EFlu0QYLWqTo9c/h1sZNjBlZX/MjgyaCaYJSLDReS3kWOdqX7lbBbcexXU6OdZ\noJwRNep5ikgdETkd+A3wcU19nsnljByqSc/zQeBVVX03ujNuz7S6TsKWrh2BuqReh2efqs9OmXwC\nDMQi3V2BG4D3RWR/7AdJSV2+XYLt5sDm4IesqDRxVFFl2wVYFj2oqnkisor4lP8N4HlgPla1fDsw\nTkQODYLpXahG5RQRweYd+lBVw/5RNe55FlFOqEHPM/h/ZjI2Adcv2F/Ms0XkUGrQ8yyqnMHhmvQ8\nTwc6YkFGslj9G63pwUm1p6rR2fi+FpEpwPdAH2BWZnLlKpKqjo18/EZEvsLaeY/Eql2rm+HY/EOH\nZzojlSxlOWvY85wFdACaAn8GHhebY6q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LOBroALwLvCoi7cvr7IQTYIMNYO7cNZbbcRzHcZwMkAsRYrvEr0WkLzAL6Ah8mKbOgKSk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\nZZk+3e5Jsh+S4ziGW04cp5p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"text/plain": [
- ""
+ ""
]
},
"metadata": {},
@@ -501,9 +510,9 @@
},
{
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rsuRlgyAIgqCRKWrmRNICmaBrdcUyKSM422RgDtArJ70XMKFAnW+A/5nZT6m0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\ngHutG+V6G3sHLAD7STaS3GpdNivM1yHwJMn9JOv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+ "image/png": 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VbERkGNBSVY+roG5DTEn5DfMpMEBVk7kIR0ROJvNou47jOI7jxDhFVUdUdycZz5yoak53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\n",
"text/plain": [
- ""
+ ""
]
},
"metadata": {},
@@ -511,7 +520,57 @@
}
],
"source": [
- "train_and_evaluate(reader_train, reader_test, max_epochs=5, model_func=create_basic_model_terse)"
+ "pred = train_and_evaluate(reader_train, reader_test, max_epochs=10, model_func=create_basic_model_terse)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "Now that we have a trained model, let's classify the following image:\n",
+ "\n",
+ ""
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 66,
+ "metadata": {
+ "collapsed": true
+ },
+ "outputs": [],
+ "source": [
+ "from PIL import Image\n",
+ "\n",
+ "def eval(pred_op, image_path):\n",
+ " label_lookup = [\"airplane\", \"automobile\", \"bird\", \"cat\", \"deer\", \"dog\", \"frog\", \"horse\", \"ship\", \"truck\"]\n",
+ " image_mean = 133.0\n",
+ " image_data = np.array(Image.open(image_path), dtype=np.float32).T\n",
+ " image_data -= image_mean\n",
+ "\n",
+ " result = np.squeeze(pred_op.eval({input_var:image_data}))\n",
+ " result_index = np.argmax(result)\n",
+ "\n",
+ " return label_lookup[result_index], result[result_index] * 100"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 68,
+ "metadata": {
+ "collapsed": false
+ },
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "('truck', 94.815295934677124)\n"
+ ]
+ }
+ ],
+ "source": [
+ "print(eval(pred, R\"data\\CIFAR-10\\test\\00014.png\"))"
]
},
{
@@ -523,7 +582,7 @@
},
{
"cell_type": "code",
- "execution_count": 41,
+ "execution_count": 32,
"metadata": {
"collapsed": true
},
@@ -547,7 +606,7 @@
},
{
"cell_type": "code",
- "execution_count": 42,
+ "execution_count": 33,
"metadata": {
"collapsed": false
},
@@ -558,21 +617,21 @@
"text": [
"Training 116906 parameters in 10 parameter tensors.\n",
"\n",
- "Finished Epoch [1]: [Training] loss = 1.850180 * 50000, metric = 68.2% * 50000\n",
- "Finished Epoch [2]: [Training] loss = 1.541831 * 50000, metric = 56.1% * 50000\n",
- "Finished Epoch [3]: [Training] loss = 1.407497 * 50000, metric = 50.5% * 50000\n",
- "Finished Epoch [4]: [Training] loss = 1.315601 * 50000, metric = 46.3% * 50000\n",
- "Finished Epoch [5]: [Training] loss = 1.239955 * 50000, metric = 43.2% * 50000\n",
+ "Finished Epoch [1]: [Training] loss = 1.878493 * 50000, metric = 69.3% * 50000\n",
+ "Finished Epoch [2]: [Training] loss = 1.559146 * 50000, metric = 56.5% * 50000\n",
+ "Finished Epoch [3]: [Training] loss = 1.428399 * 50000, metric = 51.0% * 50000\n",
+ "Finished Epoch [4]: [Training] loss = 1.332572 * 50000, metric = 47.1% * 50000\n",
+ "Finished Epoch [5]: [Training] loss = 1.267392 * 50000, metric = 44.3% * 50000\n",
"\n",
- "Final Results: Minibatch[1-626]: errs = 38.4% * 10000\n",
+ "Final Results: Minibatch[1-626]: errs = 38.1% * 10000\n",
"\n"
]
},
{
"data": {
- "image/png": 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UGxhhZm0X4xrlwL5m9ng1xxyPVyGtaGZzkm0DgAeBZcys0sDqSTBVVlZWRp8Y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\nEEIIRSWCkxBCCCEUlQhOQgghhFBU/j8VH98KG48SfAAAAABJRU5ErkJggg==\n",
+ "image/png": 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GtgZ2BZYBRkpatoZzdgBGAnsCfYHngUcl9anLjbt3h0svhSefhM8/r1feQwghhNDAih6c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\nGrBsY4AVJW2euvyv8H+ErzVW/pdG8hf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"text/plain": [
- ""
+ ""
]
},
"metadata": {},
@@ -580,9 +639,9 @@
},
{
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su0EQBEEQZPmTmd3R1J2UPXNiZlX18DGzWZKG4ZE6H4RfDGJ3JDdaZaF7ZwNfJ/fsS/2h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\nFLUhdqzn+EdgvptGGenWjoFh4CzJXJKJbspmkv9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+ "image/png": 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jOI5TCunOnCwWkTAT8RKSJ/4LEwJ6+NLyZocdbIuyyy62HzgwVvbkk7b088wz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\n",
"text/plain": [
- ""
+ ""
]
},
"metadata": {},
@@ -590,7 +649,7 @@
}
],
"source": [
- "train_and_evaluate(reader_train, reader_test, max_epochs=5, model_func=create_basic_model_with_dropout)"
+ "pred = train_and_evaluate(reader_train, reader_test, max_epochs=5, model_func=create_basic_model_with_dropout)"
]
},
{
@@ -602,7 +661,7 @@
},
{
"cell_type": "code",
- "execution_count": 43,
+ "execution_count": 34,
"metadata": {
"collapsed": true
},
@@ -627,7 +686,7 @@
},
{
"cell_type": "code",
- "execution_count": 44,
+ "execution_count": 35,
"metadata": {
"collapsed": false
},
@@ -638,21 +697,21 @@
"text": [
"Training 117290 parameters in 18 parameter tensors.\n",
"\n",
- "Finished Epoch [1]: [Training] loss = 1.571569 * 50000, metric = 56.1% * 50000\n",
- "Finished Epoch [2]: [Training] loss = 1.313960 * 50000, metric = 47.0% * 50000\n",
- "Finished Epoch [3]: [Training] loss = 1.213417 * 50000, metric = 43.2% * 50000\n",
- "Finished Epoch [4]: [Training] loss = 1.152232 * 50000, metric = 41.0% * 50000\n",
- "Finished Epoch [5]: [Training] loss = 1.103400 * 50000, metric = 39.1% * 50000\n",
+ "Finished Epoch [1]: [Training] loss = 1.567846 * 50000, metric = 56.3% * 50000\n",
+ "Finished Epoch [2]: [Training] loss = 1.298142 * 50000, metric = 46.2% * 50000\n",
+ "Finished Epoch [3]: [Training] loss = 1.193494 * 50000, metric = 42.5% * 50000\n",
+ "Finished Epoch [4]: [Training] loss = 1.125443 * 50000, metric = 40.0% * 50000\n",
+ "Finished Epoch [5]: [Training] loss = 1.070182 * 50000, metric = 37.8% * 50000\n",
"\n",
- "Final Results: Minibatch[1-626]: errs = 37.2% * 10000\n",
+ "Final Results: Minibatch[1-626]: errs = 35.5% * 10000\n",
"\n"
]
},
{
"data": {
- "image/png": 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wrhu2AQPg00+hpCQ5feZM2H9/q4GJDl/OJAxmUn8lt9vOAhewBQ0b1bv6Puec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\nEXDMMblfvyHw4MQ5Vy907Gi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R9sXyALB+HMqJdcB7FfuLZSU298AQUoLnuJczQ/nWAn+o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\n",
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2upm9bmbfmtkkM3vAzNYt4bztzKzKzGab2ftmdnhj7rv22vDBB01Pt4iIiLSOsgcnwEDg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\nqqujYWx98zPlBscbOTKqjXr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"text/plain": [
- ""
+ ""
]
},
"metadata": {},
@@ -660,9 +719,9 @@
},
{
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quVuD5VSK8t13FlPmjjsqV1bHcRzHqcZkvAKjqkcBiMgzQI8c4r04xx8Pn31m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\n",
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r4hdVdVw+BCuNwI/lQSyp2mtYRtb7sMyil5Vj3iZAZyyccXV55XQcx3GcTYi6WObw8aq6\nqKJvlosCE8bm90txTUlftyUdC7FEQs2S2psB89KMuQF4T1UHBefTRaQHMFFEblbV+cHYbOYEU16y\nrbLsOI7jOE7EBVgQTYWStQKjqnmNXFLVdSIyGct2Og5+d+I9hsSMn3HqAcnl04sxBSrMnPh+ijk6\nBe3pmA3w9NNP07p168wfYiOkb9++PPDAAxtajArHn7N64c9ZvfDnrF7MnDmTCy+8ECqpgndVycQ7\nCBgeKDIfYlkz6wHDAURkILCdql4c9P8vMExErsIcc7fDsmp+oKqhheVB4C0R6Yc593bFnIVL1ESJ\nsRqgdevWtGtXEZnbqw4NGzas9s8I/pzVDX/O6oU/Z7WlUlwwclJgROQI4M9YPRGAGcC9qjoxl/lU\ndXSQ8+V2bJlnKtA5Vu+iObBDrP8IEakP9MR8X37FophuiPV5X0TOx9J03wl8jVW5nZGLjI7jOI7j\nVB2yVmBE5EKseFtYQwPgUKzQXjdVzWndS1UfIU3tC1XtnqJtCDCkjDnHYBWGHcdxHMepRuRigbkZ\nSxgXX9AbHCzV3EIlOO44juM4jrNpk4tD7i6YD0oy44CdyyeOU1l07dp1Q4tQKfhzVi/8OasX/pxO\neci6GrWIfIP5uwxNar8K+FM8vf/Ghoi0AyZPnjx5U3O4chzHcZxyMWXKFNq3bw/QXlWnVPT9cllC\nuh9bMtofmBS0HQp0A3rnSS7HcRzHcZy05JIH5h8iMg/4E3Bu0DwT6KKqL+RTOMdxHMdxnFRk5QMj\nIjVFpCPwpqoepqpNgu2w8iovItJTRGaJyCoRKRSRA0vp+4SIFItIUbAPt89ifS5O0WdlxgL9/DPM\n8Ihrx3Ecx6mKZFuNugirPdQ4n0KISBdsaao/0BaYBowPcsOkoheWG2bbYL89sBgYndRvaXA93HbM\nWKh77oFzzsn8IRzHcRzHqTRyiUKajkUi5ZO+wFBVfVJVvwCuAlYCl6TqrKq/qeov4QYcBDQiyNyb\n2FUXxPouKDFZOrbcEpYvz+VZHMdxHMepYHJRYP4C3CciJ4vItiLSIL5lO5mI1MZS/L8etqmFRk0A\nOmQ4zSXABFX9Mam9vojMFpEfRGRsUMU6M+rXdwXGcRzHcaoouUQhvRzsx2HFE0OE3KpRNw3GzE9q\nnw+0KmuwiGwLnACcl3TpS0yx+RRoCFwLTBKRNqr6c5lSbbkl/PZbmd0cx3Ecx6l8clFgjsq7FOWj\nG7AESHAiVtVCoDA8F5H3sWipKzFfm7T07duXhsuWwbp1cPLJUKMGXbt29WREjuM4jgMUFBRQUFCQ\n0LZ06dJKlSGrRHYiUgu4CfiXqs7JiwC2hLQSOEtVx8XahwMNVfWMMsZ/BYxT1T9ncK/RwDpVvSDN\n9SiR3ezZcNZZsHAhNGmS+QM5juM4ziZIZSeyyzYKaT22FJNTFes0c64DJgPHhG0iIsH5pHTjgn5H\nArsCj5d1HxGpAewDzM1IsC23tL0vIzmO4zhOlSMXJ943gCPyLMcg4HIRuUhE9gT+CdQjiCoSkYEi\nMiLFuEuBD1R1ZvIFEblFRDqJyM4i0hZ4BmgJPJaRRK0C95vCwtL7OY7jOI5T6eRiSXkFuEtE9sEs\nJyviF+PLQJmiqqODnC+3A82AqUDnWNhzc2CH+Jgg4ukMLCdMKhoDw4KxSwJZOwRh2mXTsiV8/z1s\nv32WT+M4juM4TkWTSzHH4lIuq6pmG4VUZfBijo7jOI6TG1W+mKOq5rLs5DiO4ziOkzdcGXEcx3Ec\nZ6MjYwVGRF4WkYax8xtEpFHsvImIePVDx3Ecx3EqnGwsMJ2BOrHzm4CtYue1yCBz7kbHN9/A9Okb\nWgrHcRzHcWJko8BIGeflQkR6isgsEVklIoUicmApfZ8QkWIRKQr24fZZUr9zRGRmMOc0ETkha8Fu\nvBGOPz6HJ3Icx3Ecp6KoEj4wItIFuB9L8d8WmAaMD0KrU9ELC4/eNthvDywGRsfmPAQYCTwK7I+V\nGsiuoCNAixYwdy6sWZPVMMdxHMdxKo5sFBglsXgjKc5zpS8wVFWfDPK0XIWVF7gkpSCqv6nqL+EG\nHAQ0Ikh8F9ALeEVVB6nql6p6KzAFuCYryS68EIqL4fEyk/06juM4jlNJZBNGLcBwEQlNEXWBf4pI\nmMiuTuphZUxqtZDaA38L21RVRWQC0CHDaS4BJqjqj7G2DphVJ8544LSsBNxvP9v37Ak9emQ11HEc\nx3GciiEbBSY5lf/TKfo8mYMMTYGawPyk9vlk4BQsItsCJwDnJV1qnmbO5llJV7s27LsvLF+e1TDH\ncRzHcSqOjBUYVe1ekYKUg25YqYAXKuwOJ54Io0ZV2PSO4ziO42RH3qpKl4OFQBFWAylOM2BeBuO7\nA08GlbLjzMt1zr59+9KwYcOo4fvv6VpcTNeiIqi50VZKcBzHcZy8UFBQQEFBQULb0qVLK1WGrGsh\nVYgQIoVYVenewbkAPwCDVfXeUsYdCbwO7J1ckVpEngU2V9XTYm3vAdNUNaUzi9dCchzHcZzcqPK1\nkCqIQZiD8GTgQywqqR5BVJGIDAS2U9WLk8Zdiik+MynJg8BbItIPeAnoijkLX14hT+A4juM4TqVR\nJRQYVR0d5Hy5HVvmmQp0VtUFQZfmwA7xMSLSADgDC5dONef7InI+cGewfQ2cpqpe7sBxHMdxNnKq\nhAIDoKqPAI+kuVbCgVhVlwH1y5hzDDAmLwI6juM4jlNlyEmBEZHdgaOAbUhKhqeqt+dBrqrJ+efD\nUUfB5b4K5TiO4zgbkqwVGBG5HPgHFj00j8RsvIotA1VPpk+HpumqGziO4ziOU1nkYoH5C3Czqt6d\nb2GqPE2awMKFG1oKx3Ecx9nkyaWYY2PguXwLslGw9dZQUAAz3A/YcRzHcTYkuSgwzwHH5VuQjYIw\nud2cORtWDsdxHMfZxMlFgfkGuENEhovIn0SkV3zLVRAR6Skis0RklYgUisiBZfTfTETuFJHZIrJa\nRL4TkW6x6xeLSLGIFAX7YhFZmat8gFlgwOojOY7jOI6zwcjFB+YKYDlwRLDFUWBwthOKSBescvQV\nRInsxovIHqqazunkOWBrrJTAt8C2lFTIlgJ7YJW0Q/ly59pr4bff4JBDyjWN4ziO4zjlI2sFRlV3\nrgA5+gJDVfVJABG5CjgJuAS4J7mziBwPHA7soqq/Bs0/pBb392R45adxY3joITueNQt2roiXwnEc\nx3GcsshlCel3JKCcc9TGUvy/HrapFWiaAHRIM+wU4GPgehGZIyJfisi9IlI3qV/9YInpBxEZKyJt\nyiPr77zyCuyyizn0Oo7jOI5T6eSkwIjIRSLyGbAKWCUin4rI/+UoQ1OgJjA/qX0+VkIgFbtgFpi9\ngNOB3sDZwJBYny8xC86pwAXYs04Ske1ylDNiZeBKc/758NNP5Z7OcRzHcZzsyFqBCYoj/gN4GTg3\n2F4F/ikiffMrXlpqAMXA+ar6saq+CvQDLhaROgCqWqiqT6vqp6o6ETgTWABcWe67n3VWdNwrZ79l\nx3Ecx3FyJBcn3j8CV4f+KgHjRORzYADwQJbzLQSKsCKOcZphmX5TMRf4SVWXx9pmYs6622NOvQmo\n6noR+QTYrSyB+vbtS8MwZDqga9eudO3aNWpYssR8Yi65pKzpHMdxHKdaUVBQQEGSG8XSpUsrVQYx\nd5MsBoisBvZW1W+S2ncHPlPVZD+UTOYsBD5Q1d7BuWBOuYNV9d4U/S/HFKVtVHVl0HYa8G+gvqqu\nSTGmBvA58JKq/jmNHO2AyZMnT6Zdu3bZPobjOI7jbLJMmTKF9u3bA7RX1SkVfb9c88Ccm6K9C/B1\njnIMAi4PfGv2BP4J1AOGA4jIQBEZEes/ElgEPCEirUWkIxat9HiovIjILSLSSUR2FpG2wDNAS+Cx\nHGVMzddfw/DheZ3ScRzHcZzSyWUJqT8wKlAa3gvaDgWOIbViUyaqOlpEmmKFIJsBU4HOsRDo5sAO\nsf4rRKQT8BDwEabMjAJuiU3bGBgWjF0CTAY6qOoXuciYlnPPhalT4fTToVGjvE7tOI7jOE5qsl5C\nAhCR9ljultZB00zgflX9JI+yVTo5LSHFo8hzeC0dx3EcpzpQ2UtIuVhgUNXJwIV5lmXjZPZs2Gkn\nO167FjbbbENK4ziO4zibBBn5wIhIg/hxaVvFiVpF2XFHuCdIFty6tVlknnyy9DGO4ziO45SLTJ14\nl4jINsHxr5hPSfIWtm969OgBw4ZF+WEuvnjDyuM4juM41ZxMl5COBhYHx0dVkCwbL1tsAZdfDsXF\ncG8Q9b1+PdTKaYXOcRzHcZwyyOgbVlXfjp3OAn7UJO/fIHfLDmzK1KhhIdXdullk0gEHbGiJHMdx\nHKdakksemFnA1inatwqu5YSI9BSRWSKySkQKReTAMvpvJiJ3BsUaV4vIdyLSLanPOSIyM5hzmoic\nkKt8GXPiidCqlVlgHMdxHMepEHJZ4xAgVbxwfWB1LkKISBfgfuAK4EMsRHu8iOyhqgvTDHsOU6S6\nY6UDtiWmkInIIVjCu+uBl7CCjmNFpK2qzshFzozYemv4Ir+pZhzHcRzHSSRjBUZEBgWHCtwhIitj\nl2sCB2MJ6HKhLzA0rK8kIlcBJ2HVpO9JIcvxWDXqXVT116D5h6RuvYBXVDWU+9Yg+d01QI8c5XQc\nx3EcpwqQzRJS22ATYJ/YeVtgT2Aa0C1bAUSkNtAeeD1sC/xrJgAd0gw7BfgYuF5E5ojIlyJyr4jE\n6zB1COaIM76UOfNPURGsW1dpt3Mcx3GcTYWMLTCqehSAiDwB9FbVZXmSoSlmwZmf1D4faJVmzC6Y\nBWY1cHowxz8wP5xLgz7N08zZvPwiZ8DEidCxox2r2lZU5JFJjuM4jpMHcvk27ZNqnIhsBazPo2JT\nGjWAYuB8VV0e3L8f8JyI9EhVjTob+vbtS8OGDRPaunbtSteuXTOfpEEsp98LL5hC88ILVvzRcRzH\ncTZiCgoKKCgoSGhbunRppcqQiwLzLPACVjE6zrnAqcCJWc63ECjCijjGaQbMSzNmLvBTqLwEzMSW\nt7bHnHrnZTnn7zzwwAOZ10JKx377Qc+eMGQIXHYZLAx8kd94A44+unxzO47jOM4GJNWP+lgtpEoh\nlzDqg4E3U7S/FVzLClVdh1WKPiZsC3LKHANMSjPsPWA7EakXa2uFWWXmBOfvx+cM6BS0Vw5/+Qtc\neCF8913Udt55lXZ7x3Ecx6mu5KLA1AFSVSysDWyeoxyDgMtF5CIR2ROz7tQDhgOIyEARGRHrPxJY\nBDwhIq1FpCMWrfR4bPnoQeB4EeknIq1EZADmLPxwjjJmT/Pm8NRTsOWW8MEH1nbYYVYv6cMPK00M\nx3Ecx6lu5KLAfIjla0nmKsySkjWqOhr4M3A78AmwL9BZVRcEXZoTy/Krqiswa0oj4CPgKWxZq3es\nz/vA+YGsU4EzgdMqNAdMaRx0kDnyvviinT/wAFxyCUyfbue//QaTJsHKlenncBzHcRwHyM0H5i/A\nBBHZjyj0+RjgQOC4XAVR1UeAR9Jc656i7SugcxlzjgHG5CpThTBlCuyzjy0rffghnHoq7L03fPqp\nWWemT4e99trQUjqO4zhOlSZrC4yqvoflUvkRc9w9BfgG2FdVJ+ZXvGrI3nvbPlxCWrIExo6F0Jt7\n61RVGhzHcRzHiZNTUhJVnYql5ndy4Zhj4PXAeDVypCk1Q4aYb0yTJhtWNsdxHMfZCMjIAiMiDeLH\npW0VJ2o1YsIE84cJjxs1suMGDeCvf4Vbbsl8rhdeiEK0HcdxHGcTIdMlpCUisk1w/CuwJMUWtjvZ\nst9+tu/QAQYMMCUmE9asgdNPhwsugLVroW1bePvtChPTcRzHcaoKmSowRwOLg+OjgvPkLWzPCRHp\nKSKzRGSViBSKyIGl9D1CRIqTtqKYkoWIXBxrD/tUrRCfJUvg44/hxBNh2DD4z3+gb1+7lkkNpR9/\ntP3ChTZu6lTo4XUqHcdxnOpPRj4wqvp2quN8ISJdgPuxkOcPserU40VkD1VNtz6iwB7AbzHZfknq\nszToI7ExVYdGjSDMWnj55bY/7jgLsZ47F1q2LDmmqMgUn6ZNzWIDcOedcMIJdjx2LCxYYDWXGjeu\n+GdwHMcwr5WGAAAgAElEQVRxnA1ARgqMiOyb6YSq+mkOcvQFhqrqk8H9rgJOAi7BEtSlY0EZtZc0\nlktm46BFC9sPG5a4lKQKvXvDQw/Z+cyZke9LWLdp991h220tcR6YslMjl1Q/juM4jlO1yTQKaSpm\nvRDKtmLUzEYAEamNZcj9W9imqioiE7Bw7bRDgakiUheYDgxQ1eTSA/VFZDa2VDYFuGmDJbLLlFCB\nufPORAVm0qRIeQFo3dr2Rx4Je+4JtWvDvffCFltEfZYudSuM4ziOUy3J9Of5zsAuwf4sYBbQA2gb\nbD2wAopn5SBDU0zpmZ/UPh/LwJuKucCVwf3OxHLSvCUi+8f6fIlZcE7FQr5rAJNEZLscZKw8GjeG\n7t0TSw0UFcHQoXY8dartmzeHGTMsCqlxY3PoPe00C8UOWb++8uR2HMdxnEokUx+Y78NjEXkO6KWq\nL8e6fCoiPwJ3AGPzK2JKeb4Cvoo1FYrIrthS1MVBn0KgMCb3+1jF6iuB/hUtY86IwL/+ldi29dbm\n9wIWsfTRR7DjjolJ7+KKy4kn2lKSJ8VzHMdxqim5JLLbB7PAJDMLaJPDfAuBIqBZUnszYF4W83wI\nHJruoqquF5FPgN3Kmqhv3740DP1KAlKVDq80unUzx946dez8gANK7//SSxUukuM4jrPpUlBQQEGY\nQT5g6dKllSqDqGYXmCMiUzCfk8tUdW3QthnwGLC3qrbLWgiRQuADVe0dnAvwAzBYVe/NcI7XgGWq\nenaa6zWAz4GXVPXPafq0AyZPnjyZdu2yfoyK4aST4JxzYNddrUbSVltlPnbNGiguhs1zLRLuOI7j\nOJkxZcoU2ltkbXtVnVLR98vFAnMV8F9gjoiEEUf7Ys69p+QoxyBguIhMJgqjrgcMBxCRgcB2qnpx\ncN4bs/h8DtQFLsfy0HQKJxSRW7AlpG+wqtXXAS0xRavq89VX0KqVHderB889l/0cLVpYles1a/Ir\nm+M4juNsYLJWYFT1QxHZBXOM3TNoHgWMVNUVuQihqqNFpClwO7Z0NBXoHAuBbg7sEBuyGZY3Zjtg\nJfApcIyqvhPr0xgYFoxdAkwGOqjqF7nIWOmETrsAt92W2xyLFqVuv/tu2H57y+DrOI7jOBshWS8h\nVWeq1BKSapTDJdf3qEcP+Mc/LGPv9ttH7aHD7+uvW/see9j5gw9Cv34WvXTddZZcL7zmOI7jOKVQ\n2UtIOWU5E5H/E5F3ReRnEdkxaOsrIqflV7xNGBFTXPKhYM6eHR3/EktWfMwxtkzVrZud9+ljPjP9\n+8N991k4t+M4juNUQbJWYETkasxn5RVsmSZMXLcE6JM/0ZxyUzN4a77/HsaMseOPPrL9bbfBWUHa\nnhEjYPXqaNxdd9l+WWlJjh3HcRxnw5GLBeaPwOWqeicQz5T2MRZi7VQV+veHm26yJaGzz4Y77oA2\nbeCUU6BrV1NcQiZOtP2LL8K331pZgqKiDSO34ziO45RBLgrMzsAnKdrXAFukaHc2FE2bWkmCnXe2\n81tvhUsvhXHjTEHZYguYM8fa5gUpd9q1gx12gCuvtGuO4ziOUwXJRYGZBeyfov14LNOtU9U4/PDo\nONmnpkULeOwxC9vedlvbAI49FgYONJ+YdCxcaL46r76af5kdx3EcpxRyUWAGAUNEpAtWUPEgEbkZ\nGEjplaNLRUR6isgsEVklIoUicmApfY8QkeKkrUhEtknqd46IzAzmnCYiJ+Qq30aNCKxda2UIBg5M\n3WfCBMs3E7LfftCzZ+nVrL/5xvYnnADPPmv3cBzHcZxKIJc8MI+JyCrgr1iyuZHAz0BvVX02FyEC\nZeh+4AqiRHbjRWQPVV2YThRgD+C3mGy/h9iIyCGBbNcDL2F5a8aKSNsqX5G6IqhdOyoEmYrRo6FW\nmo+DamKtpZD9Y4a4rl1h5cryyeg4juM4GZKVBUaMlsAYVd0dqA80V9XtVfXxcsjRFxiqqk8Gieau\nwhLUXVLGuAWq+ku4JV3rBbyiqoNU9UtVvRWYAlxTDjmrLzvsEC0fxbn1VrPChNaWOHXrwmef2XHf\nvqWXLPjkk/yEhDuO4zgO2S8hCZaafwcAVV2ZQnHIbkKR2kB74PWwTS273gSgQxmyTA1y0bwWWFzi\ndAjmiDO+jDmdZO64w/azZ5sCUlwMN95oodkAe+9t7YMGmZIjAvckrSR++aU5Bz/ySKWK7jiO41Rf\nslJgVLUY+BpokkcZmmK5ZOYntc/HygCkYi5wJXAWcCbwI/CWiMSdi5tnOaeTikmTbL96tfnI1Kxp\neWJ69SrZ1zIwwvXXmyJzxRV2/uCDto8n1HMcx3GccpCLE+8NwL0isne+hckUVf1KVR9V1U9UtVBV\nLwUmYUtRTj7Zay/b9+qVmOxu3DgYPz6xb3Liu0cfNQUorOW0IqdSWVUTd1h2HMfZoORSjfpJzHl3\nmoisBVbFL6rqVlnOtxAowoo4xmkGzMting+BQ2Pn83Kds2/fvjRs2DChrWvXrnTt2jULcaoJ9evb\nftasktfiX+Jffmn722+Hm2+G886zCtqHHmqKywEHwL//DQ8/XHpk06xZcPrpMGoUtG4N778Pf/hD\n/p4nnUNyNnzwgck0fXqk4DmO42xCFBQUUFBQkNC2dOnSSpUh62KOItINiwBKiaqOSHetlDkLgQ9U\ntXdwLsAPwGBVvTfDOV4Dlqnq2cH5s8DmqnparM97wDRV7ZFmjqpTzLEqcffdpshcc435vowcaX4w\ny5bBlltan/Xr4emnoUsXc+adPdsS6NWrZwpMqDQUFZWuwFxwgc0f5+efzeJzwQWRQpULO+4IP/xg\nfjzlUWLuvhtuuAGeegouvDD3eRzHcaoRlV3MMZcw6uEVIMcgYLiITCYKo64HDAcQkYHAdqp6cXDe\nG0uo9zlQF7gcOAroFJvzQcwvph8WRt0Vcxa+vALkr95cf73te/a0/Q032BanVq2oKCTATjslRh2N\nGWO5ZkpTXsDyzyQrMIWFcNVVlmzv/vtzeQJYt86UF7Dq3C1b5jYPwBdf2D6cz3Ecx6l0MvaBEZEa\nInKdiLwnIh+JyF0iUkrcbOao6mjgz8DtWJmCfYHOqrog6NKcIPIpYDMsb8ynwFtYDaZjVPWt2Jzv\nA+djuWWmYs6+p22SOWCqAmeeaVFIIlFivTiLFpk145pYlPu4cbb/9FPbDxqUfv71621Lx7ffRsfr\n1mUnezJffWX7LbxyhuM4zoYiGyfem4G/YYnjfgJ6A0PyJYiqPqKqO6nq5qraQVU/jl3rrqpHx87v\nVdXdVXULVd1aVY9R1XdSzDlGVfcM5txXVccn93EqkXhxyGeTch727AnPPGOKxvTpVlzylFNgq60s\nCV/oB/PWW9GYb7+1payiIutTu3b6ez//vO2/+w523bXk9eXLLZfNkiVlP8eKFWYR6t277L6O4zhO\nhZDNEtJFQA9VHQYgIscCL4nIZUF4teOUTs2a5hcza5ZZU/r0gcWL7dqoUbZv1MiS6oWceSZsv735\nm+y+uy0hHXmkFZrcbTfrs+OOZd/7/PNh7tz0fd9+G/7+d/j8c3jttdR9VqywpbKLLooKZDqO4zgb\nhGwUmJbAK+GJqk4QEQW2A7xssZMZAwbAxRdD8+YwbRq8/npkXTn0UFNW4jz6qO2LiuCccyy3zL77\nwsEHR31eD3Ig7ror/PQTbLddSSfdnXaChx5KL9fPP9s+zCycivr1zcqTSwh16HfTq1eUF8dxHMfJ\nmWyWkGoBq5Pa1gGl2O0dJ4mLLjIflMGD7fzYY02RAfjb39JHB9WsafWaTjzRlIwpgYP7o49GFpvC\nQkumN2JE9mULXnrJ9o0ald7viCOymzckjNYKn9txHMcpF9koMIJFCj0fblgE0D+T2hyndGrVgj32\niM4/+sj2O+1U9tjHHrP9lCmmdFx2mSkrrVpB06am6HTvHllb5syB//u/KE8N2FLRmDGJ8zZoYPvm\nKRI1z5sX+cZ07162jKlo1Mjy2wCsWZPbHGWxZAn06+dJ9hzH2STIRoEZAfwCLI1tT2OVqONtjpMZ\nX3wBQ4bAL0E5reTlo1TE866ceKLtly2LLCdNm9q+Zk3bv/++5afZc89o3KhRUYTThx9Cx46W22Xd\nOnjzzcT7rV9vRS67dLHzbbaJrq1cCQUFllcGbJlr9Oj01p8wI3HyPfLFE0/AAw/AnXdWzPyO4zhV\niIx9YFQ1x5+emSEiPbFQ6ubANOCPqvpRBuMOxUKpP1PVdrH2i4EnsKR74brEalWtl2fRnVxp1cq2\nlSvNSlJWjhiwPvffD8cdF7U9HiuEHlpKwoR3YYXsM8+M+hQW2jZihC1fTZxoCfdqpfhz+Otfbf+/\n/9l+662ja5dfbjlrZs+2+Z96ypSHpk3h6KNLTMU++0CLFuYwfPzxZT9rtoS5eW6/PVKWHMdxqim5\n1ELKOyLSBcvr0h9oiykw40WkaRnjGmKWoeSq0yFLMYUo3DIIV3EqnXr1Ei0kZdGvn1XBTkW4THPy\nybZfudL2h8SKlR91lO1VYdgwOw6XkJIJFYHQ8rLtttG1Vq1sf9NNlsQvtHx89FGU/E/VZHrvPfPv\n+emnRIUrn+SS32bNGpg5M/+yOI7jVDBVQoHBMu8OVdUnVfUL4CpgJXBJGeP+CTwDFKa5rqq6QFV/\nCbYFafo51YX77jMn3yZBwfTQErP77lGfq66y/eDBttTUrl1q5+GffoqOX3vNrC3xJaSbboqO69VL\nbL/nHquZ9M038PLL0bUBAyx3Tb5QjXxqFi6Er79OzLcTtoukzmL83HPQpo05Jxd7NgTHcTYeNrgC\nIyK1sRT/r4dtagWaJgAdShnXHdgZKM1WXl9EZovIDyIyVkTa5Elsp6qy2WaRdWbZMjj8cEt+d8op\nUZ9QWRkxAlatSiwWWVRkNZeuvz5SVh56yEocJBfzrFXLwqPHj48sNe+8EykCYfmDdeui/DP9+1vC\nvHxx9NFQt64pY02aWG6c5KW4MGLrz39ObF+0KLJ8vfOOJeaLJwp0HMepwmxwBQZoCtQE5ie1z8eW\nfUogIrtjWYEvKCWJ3peYBedU4ALsWSeJyHb5ENqp4lx/PTRsaEtDHTsmWlhOPdVy0YwZY4nrdtkl\nujZjhlla7rnHEt+pJpY3SGb77c0f57DDrO/hh0fXdt7Z5hCBZrHC6KqmVJRW+iBk9Wq4+mrbx/n5\nZ8se3CbQyXv3Nr+eVEyfbvu44vTTT+arMyVWb+3hh215LdmC4ziOUwXJupjjhkZEamDLRv1VNSxw\nU8L+r6qFxJaWROR9YCZwJeZrk5a+ffvSsGHDhLauXbvSNfkXuFN1ueee6Dh5eahOHRg+3CwwRUWJ\n1pkwMzCYMpNL0UdVK4tw4ommFGy9dWKZg7vuipafiostTHvVqkRFKqRZM7MkDRuWqFi0aGH7JUus\nxhSYRSUVH30EBx6YWEsqTNx35ZUl+9eqlX0eHcdxNikKCgooKChIaFu6tHIDkTNSYETk1EwnVNVx\nWcqwECgCmiW1NwPmpei/JXAAsL+IhLWYapiYshY4Ll7UMSbXehH5BNitLIEeeOAB2rVrV1Y3pypz\nzjnm33FqKR/dGTNMuYnXRtp/f1NsrrkmimDKhQsuMCXg1ltLXos7DHfvDlOnWjTU88/DGWdY+4oV\nJtuyZXZeXBwpYlOnRuP79YNJk0zBCcPKkykshNNOS2wLo6quvtqiqRo2NItQ6Jj86aeW8biiuP12\ne41S1aVyHKfKk+pH/ZQpU2jfvn3lCaGqZW5AcYZbUSbzpZi/EHgwdi7Aj8C1KfoK0CZpGwLMAFoD\nm6e5Rw3MAnNfKXK0A3Ty5MnqbOR8/bWqiOp336Xvs3at6qJFFSfDq6+qgureeye2r1qlOmqUXWvT\nRrVnTzs29y9j2DDVWrVUBwyw9ltuifr06aNav74dX3BB2XLcc4/q22+rzpqlutVWqvPmqR5xhOrp\npyf2Ky5WveMO1bPPVl29urxPn565c0s+b64UF6s+9pjqypWq33yjOnVq7nOtXat6772qn35afrkc\nZxNk8uTJiqUuaac56ALZbhn5wKhqjQy3mjnqUYOAy0XkIhHZE4suqgcMBxCRgSIyIpBFVXVGfMMS\n7K1W1ZmquioYc4uIdBKRnUWkLbbs1BJ4LEcZnY2J3XYzq0VpRRdr17Zq1xXF3nubhWPSpMT2unXh\n3HPNr2X69CjpHkR5bGbNsppO/fvbV/3tt8Nf/mLXfvzRopv69IlqRSWzdm0UVn3tteYHtHq1LZHN\nnAk//FAydF3E7vHcc7bMBrYsJRKVWsiGuXPh0kutanicOUHptG7dsp8zmWHDLBvzuHH2nu+/f+5z\nzZplr1VFWp4cx8kb5XLiFZG6+RBCVUdjSexuBz4B9gU6axT23BzYIc3wdDQGhmGWmZeA+kAHtTBt\nx6l4WrQw/5SwDlIydeqYcnDrrRbhdNRRpjD8+isMHFiy/x13WAh2vXrmG/PAA6mXub7/3uYePTqx\nPawZNXOmyZbK5wbM16ZOHXj22Uih+sc/MnvmODNmwL/+Zf49cd55x/b33pvYXlhor8fkySXnUoV3\n342qlr/7rikbYUh8vDTFFzn+iefi7+Q4zoYjW5MNFjF0C/ATsB7YJWi/A7i0MsxGFbXhS0jOhqa4\nOFpeOeaYkteLilTXry99jqKiaI7kJbS2bVXPPbf08StXRuNnzFD9wx9UL7wwu+dQVW3f3uZYsCCx\nPb58tGiRakGBPdP990fXpk1LHPOnP1n7nnuqLlsW9Qu3jz6Kjt99N3HsmjWqhYWly7punT33yJE2\nx9Kl2T+v42ziVMklpCRuBroB1wHxqnHTgcty0qIcxzE+ilXPCKOL4tSokbjklIoaNSysG8whOc4X\nX5hl5scf04/ffHNzDgYL027Vypas4qhaYc033ywZDv7OO9CzZ2RJqV0bJkywfpoU3XTPPWZ9+u9/\nE8O8ly+3fXGxWZTCpaEffohki7PrrmaFqVXLcvbEOeggy/UzaZJZfZItU2AWqXr1bNkO4N//Tv3a\nOI5TZchFgbkIuEJVn8Gih0KmAVnkg3ccpwTt28PNN8PSpYnLItkSFoz8+98T28PlnO3KSIcUz2ez\nzTawICmJ9aWXWvTS0UdH5RrAwrOPOCJSvkQs106nThY9JWIFNufOtethtuMzzkgMdz/kEFN2ata0\nKuVhWoOVK6NEfbffbsVAX30VGje2iuPr1kXZl0OmTbP9vffCdddFhTkPPtjC6Z9+umRBUZHEaK+q\nxJAhFp6vaiH4jrOJkksemBbANynaawC1U7Q7jpMpNWtGBSTLQ61a0LlzZMkIueIKc3wty4rzhz+Y\nUvDUU+Zv8u235gAcOj0/8UTUt0EDU1pWrbKsxWDKwqpV5hC7zz7WduCBlpk4nvn46adtH+btufvu\nyAr17LNRv1BpefjhyO/llltSy754seW8mTUr0ZconqH466+tEvmHHybOU6eO+SCNGmUlJtavz6zI\naEXw1ltmgYoXBi0ujhIr/vKL+UXNmAGtW28QER1nQ5KLAjMDOBz4Pqn9bMwB13GcqsBxxyUuSQEM\nHQr//GfZY5s3j5L6fR/8qS9ebMrKqlUWqfT3v5sysnZt5Jg7Y4btzz03tVPsqFFRNFWY4wbMIRfM\nQhISOj937w4nnZS4/DR0aHrZn346Kqz5+OOm9Jx8spVzeO89W16LKy0nngi//WZ9WrQw60vDhna/\n2bPTOzuHTJ1qEWdhNfMXXjBFqLwVx8Oio/EcQKFSd9xxUcmKzz/fOBSY0HpWNy+xH46TkxPvacCv\nwPXACix66FFgDdApV2ccoCcwC1iF5YU5MMNxhwLrgCkprp2D5X5ZhS1xnVDGXO7E6zjJFBVZbpTi\nYtWDDjIn15Uro+thTptjj40caVesSJwjbH/99cT2QYNUf/kl9X2Li1Wfe87unw2PPpreifnHH629\nbVvVXr3seN26knO8/HKis3HIc8+pPvNMdL5qlfW59NKoLRz3+efmfFxcrHrddZZjpzT23lu1f387\nXrvW5jj+eBsfEjoZT59ur0utWqpDhpT5kuTE6tV2r7LkzpT69VVr1MjPXE6VpLKdeHNVNg4H/ofl\nX1kJvItlwM11vi7Aasy/Zk9gKLAYaFrGuIbYctYryQoMcEig2PQDWmEh2muANqXM5wqM46Rj8ODo\nyzmuwIRtv/2W+ktfVfXnn1V/+KFy5Pz8c5Phk09KXisqUj3tNItUevFF6/fTTyX7ffdd6mcJ2woL\nTbFYuNDOmzQp2efooyM5wrZevVS/+MISC8ZZsybqs25ddHzLLYn9brtNtXHjSKnZdltLdlgRzJ4d\nyTFkiCU+/Pnn3OYKFbJ8JC90qiwbQxQSqjpRVTup6jaqWk9VD1PV13KZK6AvMFRVn1TL03IVphhd\nUsa4f2IJ6lJVsesFvKKqg1T1S1W9FZgClFKZz3GctITLGA0aJOafCVOH168Pb79tZQiS2XbbKA9N\nRdOmjX1VpkpqV6MGjB0Lhx5qvjm3324VzJPZaSdo1Chy+IVoyQZs6ezZZyMH5rDY5rvv2v7OO+GN\nN+w4/no8/LCNPeIIO58wwZbk4hFntWIr+4cckijXV1/ZclX4Xmy9deSAXBrLl9uY//yn9H79+lm/\n4mK4/35rO+ggiyobO9ZyD2XDwIFW92vs2KhtxAhL0Og45SRn7zQROUBE/i/Yci5+ICK1gfbA62Gb\nqiowAehQyrjuwM7AbWm6dAjmiDO+tDkdxymFiy6y/UknJbZPmgQLF9pxx46R025Vp2VL84Vp2rTk\nNRFL4hd3JA4LYIacfz706mXHN94IL78cRW/Nm2eh4RCFoA8caIU8f/01mq9TJ3MWDmtQgd23qMh8\na0I/mvHjrfDm0qWmDIY0b55ZJFJYTPTuu0vvFyoohYWRQ3a8nlc2ikdxsSkvAweajxGYQtatmymO\nyRFymbJypUWyVQRr1piDulZyMdMJE0xJdLIjW5MNsD0wEat9tDjYirFlpO1zmG/bYPzBSe13A++n\nGbM7MBfYNTjvT8klpDVAl6S2q4G5pcjiS0iOUxpvvKG6ZMmGlqJyWbvWfFmaNlU9+eRoKSS+ffml\n6uGH2/GZZ0Z+O9tsY8s+P/2kunx55FcCqj16JC6rTJ+uvycPDAl9bMKtuDgxkeHFF6t26JDZc3Tu\nrLrrrqX32X//aMkoLluvXtn7wixaFM1x771Re58+1rb//tnNF9Kqlfn+lJfBg81vS9Xel2XLVG++\n2WTbbz87LytpZD6ILzHOnVvx96tANoYlpMewcOnWqrqVqm6FFVGsQSXUGRKRGtiyUX9VDYusSClD\nHMfJF0cdZUsrmxJDhthyysKFlgQvboFassSWcPbYAyZOtLYBA6LQ63r1zPqw3XawxRZRjSkwa0yc\nvfayr7F4RFHy8tayZYkh8Jdckhi5BTbHCy/Y8ahRZk0SMevHjz+aZeT11+GUU6ISEQ89ZKHvU6ZY\nJNbcuZbM7+WX7fqDD1r02Pz5qS0U999voetx1sbynG6xRXT8wANw3nmJJTbWr7fIsjVrKJPvvit/\nvapFi8x6NiEw0teta0ujs2fb+bRptjx3SVleDHlg5Mjo+LPPKv5+1YlsNR4soqdtivb2wMoc5quN\nOduemtQ+HPhPiv4NMYvN2mDcOiyhXth2ZNDve6BX0tgBwCelyNIO0I4dO+opp5ySsI0cOTJXpdRx\nnI2ZBx9MtEaoqn7/faKT8J//bNevucYcckOuvbZkNfK1ayMn3BtusHELF6a//9Chqk8/rTp6dGJE\nUpziYnOiVlV97TWb8/vvzWE5lP3ZZ20/blyiVSd0sN1xRxvfrl1iVFWcMDprwoTE9nCuefPsfMEC\n1TlzbO777itZ3fzQQ/V3x+/hw1WffDKa47//Tf9ahBaiwYNt7PTp6fuWxgUXRPd75JGSFrV99in5\nnlckw4apvvlm5dwrmeXL03+uSmHkyJElvic7duxYtaOQgK+Ag1K0HwR8k5MQ5oT7YOxcgB+Ba1P0\nFaBN0jYEy0/TGtg86Pcs8ELS2PeAR0qRw5eQHMcpSVlfZvfcY9c/+6zktdLCwH/7zcLQy8sVV9j9\nDztMddYsOx4/XvXuu+34xhttaSrV8tfjj9v+4INtrnHjbGwqvv7a+l58cWJ7OFf37na+2252nm65\ncdw41YYNo4ix+HbeefaF+t13JRWfsM9TT0XH33+f/esVjv3ii+j4tddUu3SxkPdffzUlbueds597\nYyKsvTZsWF6mq/Jh1FgemA+AA2JtBwDvA6fnJASci0UdxcOoFwFbB9cHAiNKGZ/KB6YD5gcThlEP\nwEK1PYzacZzs2G031euvT3993br0X/qVQVwBCEOyTzvNfDhee836FBerduxofh5hCPkjj1ioNmSe\nbye8z5w5UVuowJ19tt2nXj07T5VjJ2TVKtW6da3fLrtE886fX1IhCi0EoW/OrbdGff7975Jz/+c/\nqpMmpb/36NGR9aZZM/3dEhVn6FDLWxO3qFU069dHlrTKInwdf/nFFLeBAy0/Uw5USQUGWELksLs4\nUAyKgn38eHHOgkAPYHawRPV+koL0BPBGKWNLKDBB+1nAF8GcnwKdy5DBFRjHcTYu4nljwmWg8DyT\nqtqgusUWmd8vnPvdd23/9tu2dASW8PDCC+34kksyl3vRIlN+ILHaeKdO5qR8xRXmQB5SXGwWElC9\n6670MmZCcXFqS9Ebb9gcU6ZkNk86Zs/OvO9hh6ledFH57pcpb71liRnD16pRoyh3UY5LZ1XVibcP\nlqsl3K7AcrRckXTcN90EZaGqj6jqTqq6uap2UNWPY9e6q+rRpYy9TVXbpWgfo6p7BnPuq6rjc5XP\ncRynSrJ2rYViv/++hT/HmTKl9LH2wy3RybYsOgSZKMIQ8yOOgGbNbK599olCwssK7w7z3ZxzjtXY\neuopCy2vX9/kOekkCx+vV8/qdx19tDkRgzklP/aYlbQ45BAYPDjKyVMUqzE8ZgxcfXV0/uKLNjYs\nIt+AhW0AABNbSURBVBrOlcoxPXQUTq7Enoo//SmxGGnIVltZTqF4HpyQ77+HG26IngnM2XvOnLLv\nF2fhwqjcRzYceaS99mEep1dfjXIXQUlH7apIZWhJG8uGW2Acx6kOvPmm/You69f/mjUWIl3acksy\n8+ap/u9/5sOS6tf6r7/q734qZbFiRenLTKrp7xNy4IF27cknbRls5kw7v+mmaFy4BBU67y5fXrZs\nxcWqNWvaMltySYpk4stfIQsWRO1bbqn67bcWOh9msT7hhJLvUb9+kXUrLse339rxsmUlS29su232\nFpO4lSt0Ul+0yKxNhxyiv/sHZUlVtcCkRETqikiD+JYHncpxHMcpD0ceaV9PO+5Yer/NNrMQ6Q5Z\n5Pds1gyOPdaS6gG88kri9YYNLSz6wgvLnqtevcTMw6m44w7bf/VV6uthwdKnnrIQ84MPtvPu3aM+\nhYUWMv7MM5ZsMROLk4hVBF+71gp6fvihhZ/Hw99feAH+97/IyvPww5aocOxYex1CTj/dQtofeQTu\nu89en/B123rrqF+LFrY/7DCzrHzxhYXk77qrFUpt0gS22cb6hMVW5861fVGRvedh+/r1ZoFbvDjK\nIr1qlW0Ngq/qAQPgj380q89WW0HbtmaFueaaRLmqKtlqPMAWwMNYHaSi5K0ytK6K2nALjOM4Tma8\n/XZkGahIiovNYpCO5CimFi0iC0LYFk/Md/rp2d3/q6+isQ89pFq7dmQFAYtUitd6qlHD9qEz7tq1\n5rDcoIG1n3WW1a8CVZHEe4Wh7qm2sO4WmIMxRMkPr79etXfv6PqKFRa+Hp537Jj6tcolgqsUNgYL\nzD3A0VhW2zXAZZgT7c9YFJHjOI5T3enY0SwTFY1IYtK7ZBYuNCtSSN269vW80052/vzz0KOHJeYD\n2HPP7O4fr+F15JGwbl1kDdpzT7Ou1K5t1q5OnSJrR2iVqV3bZBo/3l6v+fPNmgM2V5yOHaFzZ+ib\nwp00TFh49NEwebIdh9aWI46AgoKo7/r1Zi0Keecds1CFLF5s/kAtW6Z/7iVLzOpThclFgTkF6KGq\nY4D1wERV/StwE3BBPoVzHMdxnFJp0sSy6q5ZY1l+wy/3OnVMkTnjDDs/6ywYN86WTbKhbt3oOMyC\nfNxx8PXXtsTzcRBvMns2XHZZ1PfppxPn+cMfTJb58015WLEiMasyWJ2rV1+FSy9NbN9330iZmDDB\niqmGWZ7BsjeHjsItWpgs4RLVrrva/qWXovkaNChZ0yyZXXaJskNXUXJRYLYCvguOlwXnYLWQOuYq\niIj0FJFZIrJKRApF5MBS+h4qIu+KyEIRWSkiM0WkT1Kfi0WkWESKgn2xiKzMVb7qRkFcW6/G+HNW\nL/w5qxd5fc7NNoM+fRJ9T5I55ZTEcg6ZMmcOLFgQRVitXGnlIyDyWwFTFi66yEowhKUliD1ncbEp\nPqtXmwKSjr32ivxV5s+HTz6JIsxEzOrUrh18/rlFbbVsaX5MRUUma+gX1KNHFEU1apTtjz66pOKU\nitAvKqywXgXJRYH5DqsCDZZj5dzg+BTg11yEEJEuwP3YUlRbYBowXkRSlIkFYAXwEHA4lvjuDuCv\nInJZUr+lQPPYVoZH26aD/4OsXvhzVi/8OasYLVpY1fIaNaLlrJNPtv0TT0T92reHESPghBPMETfg\n9+fs08ccfeNWnXTUrWvbNtvYfZ96Cj791JZ/nnnGFJUffoCDDopqb4X7WbNMQRoyxM4vucSsNKqJ\nS0ulEdaBqox6UDlShvt3Sp4A9gPeBu4C/isi12A1jfrlKEdfYKiqPgkgIlcBJ2H5Ze5J7qyqU4Gp\nsaaRInIWptA8lthVF+Qok+M4juMkMm2aWVGOOy77sS1bQs+eud03jOoKC17WqGFFMRukCP7t2tV8\naUIefzz7paBTTrF9p07Zy1pJZK3AqOoDseMJIrInVsjxG1X9NNv5RKR2MP5vsXlVRCZg5QAymaNt\n0PfmpEv1RWQ2ZmmaAtykqlXbK8lxHMepuuy8s20bijp14MYbTaFp0yZ1n732KtmWKtFeWfc59ljz\ny6milCsPDICqfq+qzwOLRWRYDlM0BWoC85Pa52PLPmkRkR9FZDXwITBEVWO2PL7ELDinYs7FNYBJ\nIrJdDjI6juM4TtXgb39Lr7zkk4suyi5LcyWTyxJSOpoAl2IlBSqLw4D6wB+Au0XkG1UdBaCqhViV\nawBE5H1gJnAl5muTiroAl112GVsmhe117tyZ448/Pu8PsKFYunQpU8pKM14N8OesXvhzVi/8Oas4\noSUnheyvvvoq48cnVuf5LYyKCr5LKxrRPIVIich+WEHFDNybE8bVxipRn6Wq42Ltw4GGqnpGhvPc\nDFyoqq1L6TMaWKeqKcO9ReQQ4L0sxHccx3EcJ5FDVXVSRd8knxaYnFDVdSIyGTgGGAcgIhKcD85i\nqppA2vg4EakB7AO8lK4P5hjcPot7Oo7jOI6TyBeVcZMNrsAEDAKGB4rMh1hUUj1gOICIDAS2U9WL\ng/MewA9EL9IRwJ+Av4cTisgt2BLSN0Aj4DqgJYlRSgmo6krM2ddxHMdxnCpMxgqMiDxfRpcU9cgz\nQ1VHBzlfbgeaYZaQzrEQ6OZALJ8zNYCBwE5YNuBvgWtVNe5E3BgYFoxdAkwGOqhqpWiGjvP/7d15\nrB1lGcfx74+tKMgOLSoQpGWxlUKosmMBDQgCgSiLyhokiCAgCYIoRYKiaCBEKBCWIhQIyr5vKaBC\nAQuVfQs7llKgUCgtW/v4x/veMnd67rmn7V3OzP19ksntzLwz8z7zntPznJn3PWNmZr2n5T4wksZ1\nXwoi4sDuS5mZmZktvB7rxGtmZmbWVxb5d2DqYkGexdRuJI0pPO+pY3qqVOZkSVPys6PulDS0tH6Q\npLPz86U+kHSVpNX6NpL5Sdpa0g2S/pfj2rVBmUWOTdKKki6TNEPSu5IukNRnP4DQXZySxjVo41tK\nZdo6TknHS3pI0vuS3pR0raR1G5SrdHu2Emcd2jMf/1BJj+bjz5B0v6QdS2Uq3Z75+E3jrEt7lupy\nXI7j9NLy9mnPiBjwE7AX8BGwH+nZSucB04FV+rtuLdZ/DPAYsCqwWp5WKqz/VY7n+8AI4DpSv6Gl\nCmXOAV4mdYjeGLif9KTx/o5tR1LfqN2AOcCupfU9EhtwK6kD9yhgC+A5YHwbxTmONIKu2MbLl8q0\ndZzALcC+wAakEYE35fp+oU7t2WKclW/PfPyd82t3HWAocArwMbBBXdqzxThr0Z6FenyT9NzDycDp\nheVt1Z59elLadSKNVjqzMC/gdeDY/q5bi/UfQ/oNnq7WTwGOLswvB8wG9izMfwzsXiizHjAX+FZ/\nx1eo01zm/2Bf5NhIHzRzgY0LZXYgdRAf0iZxjgOuabJNFeNcJddnq5q3Z6M4a9eehTq8AxxY1/bs\nIs7atCfpx2GfBbYD7qZzAtNW7TngbyHp82cxzXtEZ6Qz2vKzmNrEMKXbDy9IGi9pDQBJa5NGYhXj\nex94kM/jG0UakVYs8yxpqHrbnoMejG0z4N2ImFzY/V1AAJv2Vv0Xwuh8S+IZSWMlrVRYtwnVi3OF\nfOzpUOv27BRnQa3aU9JikvYm/QTG/XVtz3KchVV1ac+zgRsjYkJxYTu2Z7v8Dkx/avYspvX6vjoL\n5QHgAFLWvDpwEvBPSSNIL7ig+bOmBgOf5BdjV2XaUU/FNgSYVlwZEXMkTad94r8VuBp4iXQZ+1Tg\nFkmb54R7CBWKU5JIv9v07/j8Aau1a88u4oQatWf+f2Yi6efjPyB9+35W0ubUqD27ijOvrkV75sRs\nI1IiUtZ2708nMDUQEcUHUjwh6SHgFWBP+ugXEa13RcTfC7NPSnqcdO95NOkyb9WMBb4ObNnfFell\nDeOsWXs+A4wElgd+AFwiaZv+rVKvaBhnRDxTh/aU9FVSsv2diPi0v+vTigF/Cwl4m9RpcnBp+WBg\nat9XZ9FFxAxSp6ihpBhE8/imAktJWq5JmXbUU7FNJXW6m0fS4sBKtGn8EfES6bXbMQKgMnFKOgvY\nCRgdEW8UVtWqPZvEOZ8qt2dEfBYRL0bE5Ig4AXgUOJKatWeTOBuVrWJ7bkLqhPyIpE8lfUrqiHuk\npE9IV1Haqj0HfAKTM82OZzEBnZ7F1OsPo+oNkpYlvXGm5DfSVDrHtxzpXmNHfA+TOlAVy6xHevTC\nxD6q9gLrwdgmAitI2riw++1Jb9YHe6v+iyJ/W1oZ6PhgrESc+UN9N2DbiHi1uK5O7dkszi7KV7I9\nu7AYMKhO7dmFxeji+XsVbc+7SKPmNiJdaRoJTALGAyMj4kXarT37qmdzO0+kWy2z6DyM+h1g1f6u\nW4v1/zOwDbAWaUjanaRseeW8/tgczy75BXod8Dydh76NJd2/HU3KxO+jPYZRL5PfSBuReq4flefX\n6MnYSENfJ5GGD25J6k90aTvEmdedRvqPYq38Zp8EPA0sWZU4c/3eBbYmfSPrmJYulKl8e3YXZ13a\nMx//DznOtUjDak8lfYBtV5f27C7OOrVng7jLo5Daqj375aS04wQcRhq7PpuUIY7q7zotQN2vIA37\nnk3q7X05sHapzEmkIXCzgNuBoaX1g4C/ki57fgD8A1itDWL7NukDfU5puqgnYyONFBkPzCB9+JwP\nfLEd4iR1GryN9O3nI9LvM5xDKcFu9zi7iG8OsF9Pv1bbOc66tGc+/gW5/rNzPHeQk5e6tGd3cdap\nPRvEPYFCAtNu7elHCZiZmVnlDPg+MGZmZlY9TmDMzMyscpzAmJmZWeU4gTEzM7PKcQJjZmZmleME\nxszMzCrHCYyZmZlVjhMYMzMzqxwnMGZmZlY5TmDMBgBJd0s6fQHKryVprqQN8/y383z5KbO9TtI4\nSdf09XEXlqQxkib3dz3M6s4JjFkFSbo4JxRjG6w7O6+7qLB4d+C3C3CIV4EhwBOFZYv83JEFTaQq\nzM9oMetlTmDMqilIScbekgZ1LMz/3gd4pVPhiPci4sOWd55Mi4i5PVVhWzSSlujvOpi1EycwZtU1\nGXgN2KOwbA9S8tLpFkb5yoeklyQdL+lCSe9LekXSTwvrO91CKthK0qOSZkuaKGl4YZuVJF0u6XVJ\nH0p6TNLehfXjSE/dPjLve46kNfO64ZJulDQj1+deSWuXYjhG0hRJb0s6S9LiXZ2Yjts4kn6SY31P\n0hWSlimdg1+Utpss6cTC/FxJh+S6fSjpKUmbSVonn9OZku4r1zVve4ikV/N2V0r6Umn9wXl/s/Pf\nnzU4/3tKukfSLOBHXcVrNhA5gTGrrgAuAg4qLDsIGAeohe1/CfwH2AgYC5wjaVhp/0UCTgOOBkYB\nbwE3FBKJpYFJwPeA4cB5wCWSRuX1RwITgfOBwcDqwGuSvgzcC8wGRgMb5zLFKw7bAV/L6/cDDshT\nM+sAuwE7ATuTkqfjutmmkd8AFwMjgaeBy4Fzgd8Dm5DOy1mlbYYBP8zH3YEU07zbfZJ+DJwEHA+s\nD/waOFnSvqX9nAqcAWwA3L4QdTerLV+SNKu2y4A/SlqD9IVkC2AvYNsWtr05Is7N//6TpKPzds/n\nZY2SoJMiYgKApP2B10n9a66KiClAsX/L2ZJ2BPYEJkXE+5I+AWZFxFsdhSQdDrwH7BMRc/LiF0rH\nnQ4cHhEBPCfpZmB74MIm8QnYPyJm5eNcmrdZkL5AABdFxNV5H6eRkrDfRcRdedmZpESyaBCwb0RM\nzWWOAG6WdExETCMlL8dExPW5/Cv5atahwKWF/ZxRKGNmBU5gzCosIt6WdBNwIOkD++aImC61cgGG\nx0vzU4HVmh0OeKBw7HclPUu6OoCkxYATSFcevgIslafu+t6MBP5VSF4aeTInLx3eAEZ0s9+XO5KX\nwjbN4utK8Ty9mf8+UVq2tKRlI2JmXvZqR/KSTSQlmOtJmkm6OnShpAsKZRYnJXJFDy9Efc0GBCcw\nZtU3jnQLI4DDFmC7T0vzwaLdVj4WOIJ0q+gJUuJyJimJaWZ2C/temLp2t81c5r/KtGQ3+4kmy1o9\nd8vmvwcDD5XWlZO4ljtemw007gNjVn23kZKEJYA7evE4AjabNyOtCKwLPJUXbQFcHxFXRMTjwEt5\nfdEnpCsNRY8BWzfrlNtL3iL1wwEg/8bNfJ1xG2hliPSakoYU5jcnJSfP5FtIU4B1IuLF0lQcPeah\n2GZNOIExq7g81Hl9YHjpNktvOFHSdpJGkDq2vgV09NF4HviupM0lbUDqxDu4tP3LwKZ5lM3KedlZ\nwHLAlZI2kTQ0jx4aRu+aAOwraStJ38jxfNbCdo3uz5WXfQz8TdKGkrYmXYm6stD3ZwxwvKQjJA2T\nNELSAZKO6uY4ZpY5gTGrgYiYWeh/0bBIN/OtlAnSKJ4zSaOXVgV2iYiOD/1TgEdIV4QmkPqcXFva\nx19IVyKeAqZJWjMippNGGS0D3EMayXQw898C6mmnkkY/3Zina5m/83Ar56nRsueBa4BbSOfjv8DP\n5xWOuJAU44GkK1D3APuTrlo1O46ZZer9L2xmZmZmPctXYMzMzKxynMCYmZlZ5TiBMTMzs8pxAmNm\nZmaV4wTGzMzMKscJjJmZmVWOExgzMzOrHCcwZmZmVjlOYMzMzKxynMCYmZlZ5TiBMTMzs8pxAmNm\nZmaV839uy5T2VqEUIAAAAABJRU5ErkJggg==\n",
"text/plain": [
- ""
+ ""
]
},
"metadata": {},
@@ -670,7 +729,7 @@
}
],
"source": [
- "train_and_evaluate(reader_train, reader_test, max_epochs=5, model_func=create_basic_model_with_batch_normalization)"
+ "pred = train_and_evaluate(reader_train, reader_test, max_epochs=5, model_func=create_basic_model_with_batch_normalization)"
]
},
{
@@ -704,7 +763,7 @@
},
{
"cell_type": "code",
- "execution_count": 45,
+ "execution_count": 36,
"metadata": {
"collapsed": true
},
@@ -730,7 +789,7 @@
},
{
"cell_type": "code",
- "execution_count": 46,
+ "execution_count": 37,
"metadata": {
"collapsed": false
},
@@ -741,21 +800,21 @@
"text": [
"Training 2675978 parameters in 18 parameter tensors.\n",
"\n",
- "Finished Epoch [1]: [Training] loss = 1.943456 * 50000, metric = 72.9% * 50000\n",
- "Finished Epoch [2]: [Training] loss = 1.605334 * 50000, metric = 59.5% * 50000\n",
- "Finished Epoch [3]: [Training] loss = 1.408845 * 50000, metric = 51.0% * 50000\n",
- "Finished Epoch [4]: [Training] loss = 1.262908 * 50000, metric = 44.9% * 50000\n",
- "Finished Epoch [5]: [Training] loss = 1.164656 * 50000, metric = 41.4% * 50000\n",
+ "Finished Epoch [1]: [Training] loss = 1.962979 * 50000, metric = 72.8% * 50000\n",
+ "Finished Epoch [2]: [Training] loss = 1.595687 * 50000, metric = 58.5% * 50000\n",
+ "Finished Epoch [3]: [Training] loss = 1.407926 * 50000, metric = 51.0% * 50000\n",
+ "Finished Epoch [4]: [Training] loss = 1.263599 * 50000, metric = 45.0% * 50000\n",
+ "Finished Epoch [5]: [Training] loss = 1.151070 * 50000, metric = 40.6% * 50000\n",
"\n",
- "Final Results: Minibatch[1-626]: errs = 35.1% * 10000\n",
+ "Final Results: Minibatch[1-626]: errs = 38.7% * 10000\n",
"\n"
]
},
{
"data": {
- "image/png": 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VBSciIiJSVv4f+KEiPTxeccsAAAAASUVORK5CYII=\n",
+ "image/png": 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"text/plain": [
- ""
+ ""
]
},
"metadata": {},
@@ -763,9 +822,9 @@
},
{
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WLrzQppvC5IgrVsCMGfD559b3YYfZ0udTTrHrzz5r+zlzkofWHzDA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\nI4gG7IJga6ONYGMjpLWwTGOKgGXIJxArEQJiZZF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+ "image/png": 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w+uuuWKy8crbvww/Dgw96LpUvv4T994fvvnMLycYbwxprZPvef7+vjzkGvv0W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\n",
"text/plain": [
- ""
+ ""
]
},
"metadata": {},
@@ -773,7 +832,7 @@
}
],
"source": [
- "train_and_evaluate(reader_train, reader_test, max_epochs=5, model_func=create_vgg9_model)"
+ "pred = train_and_evaluate(reader_train, reader_test, max_epochs=5, model_func=create_vgg9_model)"
]
},
{
@@ -826,7 +885,7 @@
},
{
"cell_type": "code",
- "execution_count": 52,
+ "execution_count": 38,
"metadata": {
"collapsed": true
},
@@ -879,7 +938,7 @@
},
{
"cell_type": "code",
- "execution_count": 53,
+ "execution_count": 39,
"metadata": {
"collapsed": true
},
@@ -908,7 +967,7 @@
},
{
"cell_type": "code",
- "execution_count": 54,
+ "execution_count": 40,
"metadata": {
"collapsed": false
},
@@ -919,21 +978,21 @@
"text": [
"Training 273258 parameters in 86 parameter tensors.\n",
"\n",
- "Finished Epoch [1]: [Training] loss = 1.843364 * 50000, metric = 69.1% * 50000\n",
- "Finished Epoch [2]: [Training] loss = 1.528410 * 50000, metric = 56.5% * 50000\n",
- "Finished Epoch [3]: [Training] loss = 1.375610 * 50000, metric = 50.2% * 50000\n",
- "Finished Epoch [4]: [Training] loss = 1.256783 * 50000, metric = 45.5% * 50000\n",
- "Finished Epoch [5]: [Training] loss = 1.158170 * 50000, metric = 41.8% * 50000\n",
+ "Finished Epoch [1]: [Training] loss = 1.798243 * 50000, metric = 66.9% * 50000\n",
+ "Finished Epoch [2]: [Training] loss = 1.489235 * 50000, metric = 54.7% * 50000\n",
+ "Finished Epoch [3]: [Training] loss = 1.348757 * 50000, metric = 49.3% * 50000\n",
+ "Finished Epoch [4]: [Training] loss = 1.243484 * 50000, metric = 45.0% * 50000\n",
+ "Finished Epoch [5]: [Training] loss = 1.148897 * 50000, metric = 41.6% * 50000\n",
"\n",
- "Final Results: Minibatch[1-626]: errs = 40.9% * 10000\n",
+ "Final Results: Minibatch[1-626]: errs = 39.8% * 10000\n",
"\n"
]
},
{
"data": {
- "image/png": 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Ayy+HT5PxWC+8AIsXVz/vqqvgkktg3XWbN78hhBAaX0kEJ8C2wBvAWHyek38C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\nQigpEZyEEEIIoaREcBJCCCGEkvL/AdcLQ30YKQUgAAAAAElFTkSuQmCC\n",
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PHzMGDjrIP7/zDsyale/HUlOT74j7wQc+MdwOO8D48UtXhxBCCK2vqqqKqoIJ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\nKKcDDvBRPF98AY88kl/AEfx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"text/plain": [
- ""
+ ""
]
},
"metadata": {},
@@ -941,9 +1000,9 @@
},
{
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F77YbBEEQBEGWAWZ2b1PfpGjLiZmVNcLHzOZJqsIzdT4EPznE7kjNbJX5+i4Avkj6HED9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\noBXhBABoRTgBAFr5BEFRnKtEh3DdAAAAAElFTkS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+ "image/png": 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wSs+2GwRBEARBlsPN7D8NPUjJKydmVlEPHzObK2kUHqnzQfjJIHY3akerzNd2PvBV0uZQ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\nB9mtku23z2ZpTpMxmn3pJV9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to+3fzCz2aoIgCIIA3J355Zd9dSSD5J5SGeqK5tvElC2Z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\nAElFTkSuQmCC\n",
"text/plain": [
- ""
+ ""
]
},
"metadata": {},
@@ -951,7 +1010,7 @@
}
],
"source": [
- "train_and_evaluate(reader_train, reader_test, max_epochs=5, model_func=create_resnet_model)"
+ "pred = train_and_evaluate(reader_train, reader_test, max_epochs=5, model_func=create_resnet_model)"
]
}
],