From 402cc73670ae25312c3c7b7cdbfaa3c85c3d684b Mon Sep 17 00:00:00 2001 From: root Date: Fri, 20 Oct 2017 16:00:24 +0800 Subject: [PATCH 01/18] enable notebook on bigdl_0.3.0 and spark_2.2 --- notebooks/neural_networks/autoencoder.ipynb | 80 ++++++------- notebooks/neural_networks/birnn.ipynb | 63 ++++------ notebooks/neural_networks/cnn.ipynb | 108 ++++++++---------- .../deep_feed_forward_neural_network.ipynb | 59 ++++------ .../forward_and_backward.ipynb | 31 ++--- .../introduction_to_mnist.ipynb | 26 ++--- .../neural_networks/linear_regression.ipynb | 34 ++---- .../neural_networks/logistic_regression.ipynb | 43 +++---- notebooks/neural_networks/lstm.ipynb | 82 ++++++------- notebooks/neural_networks/rnn.ipynb | 76 +++++------- notebooks/neural_networks/utils.py | 30 ++++- 11 files changed, 273 insertions(+), 359 deletions(-) diff --git a/notebooks/neural_networks/autoencoder.ipynb b/notebooks/neural_networks/autoencoder.ipynb index 20afc65..5a404fd 100644 --- a/notebooks/neural_networks/autoencoder.ipynb +++ b/notebooks/neural_networks/autoencoder.ipynb @@ -10,9 +10,7 @@ { "cell_type": "code", "execution_count": 1, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -35,17 +33,14 @@ "from bigdl.util.common import *\n", "from bigdl.dataset.transformer import *\n", "from bigdl.dataset import mnist\n", - "from utils import get_mnist\n", - "\n", + "from utils import *\n", "init_engine()" ] }, { "cell_type": "code", "execution_count": 2, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -63,12 +58,7 @@ "source": [ "# Get and store MNIST into RDD of Sample, please edit the \"mnist_path\" accordingly.\n", "mnist_path = \"datasets/mnist\"\n", - "(train_data, test_data) = get_mnist(sc, mnist_path)\n", - "train_data = train_data.map(lambda sample:\n", - " Sample.from_ndarray(np.resize(sample.features, (28*28,)), np.resize(sample.features, (28*28,))))\n", - "test_data = test_data.map(lambda sample:\n", - " Sample.from_ndarray(np.resize(sample.features, (28*28,)), np.resize(sample.features, (28*28,))))\n", - "\n", + "(train_data, test_data) = get_mnist_autoencoder(sc, mnist_path)\n", "print train_data.count()\n", "print test_data.count()" ] @@ -94,16 +84,15 @@ }, { "cell_type": "code", - "execution_count": 4, - "metadata": { - "collapsed": false - }, + "execution_count": 19, + "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "creating: createSequential\n", + "creating: createReshape\n", "creating: createLinear\n", "creating: createReLU\n", "creating: createLinear\n", @@ -117,7 +106,7 @@ "def build_autoencoder(n_input, n_hidden):\n", " # Initialize a sequential container\n", " model = Sequential()\n", - "\n", + " model.add(Reshape([784]))\n", " # encoder\n", " model.add(Linear(n_input, n_hidden))\n", " model.add(ReLU())\n", @@ -131,10 +120,8 @@ }, { "cell_type": "code", - "execution_count": 5, - "metadata": { - "collapsed": false - }, + "execution_count": 20, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -145,7 +132,7 @@ "creating: createMaxEpoch\n", "creating: createOptimizer\n", "creating: createTrainSummary\n", - "saving logs to autoencoder-20170720-154044\n" + "saving logs to autoencoder-20171020-140339\n" ] } ], @@ -172,18 +159,16 @@ }, { "cell_type": "code", - "execution_count": 6, - "metadata": { - "collapsed": false - }, + "execution_count": 21, + "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Optimization Done.\n", - "CPU times: user 4 ms, sys: 0 ns, total: 4 ms\n", - "Wall time: 30.9 s\n" + "CPU times: user 3.3 ms, sys: 1.73 ms, total: 5.03 ms\n", + "Wall time: 19.9 s\n" ] } ], @@ -196,26 +181,24 @@ }, { "cell_type": "code", - "execution_count": 7, - "metadata": { - "collapsed": false - }, + "execution_count": 22, + "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 7, + "execution_count": 22, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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9AgAAAGkw8wsAAIC6V3Xhl5lfJDFThTSoG/iiZuCLmglXVYZfZn4BAAAwE6pu5ve975WO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\n8stvUn747euzX4STpNmzZ3a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4ombgi5oJF+E3AC7wus6vFN95bSLJL7zNnWt3XUjO/EoT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eL17Z6jkhJ/hzfX+d17b79YltiDOL+HH07Xt7fXtqR2Yw9SPq+3l9utqLCxBxW/iqIoyqQkE8Xv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\nyckGUDjs7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FlgzG1tqLl3h/v6StTVuRj1cx/vC/P6jv/88L1Z1wW/EzAAAAQLhbKbxjoR/dP6V/u3dP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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -235,10 +218,8 @@ }, { "cell_type": "code", - "execution_count": 8, - "metadata": { - "collapsed": false - }, + "execution_count": 23, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -250,9 +231,9 @@ }, { "data": { - "image/png": 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OtXyp5G30s/dLTla9cp6iz1+hx+6mIZrIL59dQ2c0n4BfM0ke18obx+fNSuDj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p0H6SQbubI5/5x1iSJh5ym8ZfcC8NnwClSsZ/80OBb1dxVz1wgC0rPQZ6ZTdeUwm3ynsSFJ5ADt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\nfcgJ6HziD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YNgOw7CVJDVp25qu+bSdeKustxU2sW92X3Xo7M5lMI5r4tnXhIBqTwTymUkgB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\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -268,6 +249,15 @@ " a[1][i].imshow(np.reshape(examples[i], (28, 28)))" ] }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [] + }, { "cell_type": "code", "execution_count": null, @@ -294,7 +284,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython2", - "version": "2.7.12" + "version": "2.7.6" } }, "nbformat": 4, diff --git a/notebooks/neural_networks/birnn.ipynb b/notebooks/neural_networks/birnn.ipynb index f71d8c7..e6ece5e 100644 --- a/notebooks/neural_networks/birnn.ipynb +++ b/notebooks/neural_networks/birnn.ipynb @@ -17,9 +17,7 @@ { "cell_type": "code", "execution_count": 1, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -63,9 +61,7 @@ { "cell_type": "code", "execution_count": 2, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -84,9 +80,6 @@ "# Get and store MNIST into RDD of Sample, please edit the \"mnist_path\" accordingly.\n", "mnist_path = \"datasets/mnist\"\n", "(train_data, test_data) = get_mnist(sc, mnist_path)\n", - "\n", - "train_data = train_data.map(lambda s: Sample.from_ndarray(np.resize(s.features, (28, 28)), s.label))\n", - "test_data = test_data.map(lambda s: Sample.from_ndarray(np.resize(s.features, (28, 28)), s.label))\n", "print train_data.count()\n", "print test_data.count()" ] @@ -125,9 +118,7 @@ { "cell_type": "code", "execution_count": 4, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -166,9 +157,7 @@ { "cell_type": "code", "execution_count": 5, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -183,7 +172,7 @@ "creating: createTrainSummary\n", "creating: createSeveralIteration\n", "creating: createValidationSummary\n", - "saving logs to rnn-20170720-145933\n" + "saving logs to rnn-20171020-151630\n" ] } ], @@ -221,17 +210,15 @@ { "cell_type": "code", "execution_count": 6, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Optimization Done.\n", - "CPU times: user 52 ms, sys: 28 ms, total: 80 ms\n", - "Wall time: 18min 29s\n" + "CPU times: user 30.4 ms, sys: 18.4 ms, total: 48.8 ms\n", + "Wall time: 7min 52s\n" ] } ], @@ -259,27 +246,27 @@ { "cell_type": "code", "execution_count": 8, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ + "('Extracting', 'datasets/mnist/t10k-images-idx3-ubyte.gz')\n", + "('Extracting', 'datasets/mnist/t10k-labels-idx1-ubyte.gz')\n", "Ground Truth labels:\n", - "7.0, 2.0, 1.0, 0.0, 4.0, 1.0, 4.0, 9.0\n", + "7, 2, 1, 0, 4, 1, 4, 9\n", "Predicted labels:\n", "7, 2, 1, 0, 4, 1, 4, 9\n", - "CPU times: user 48 ms, sys: 0 ns, total: 48 ms\n", - "Wall time: 6.35 s\n" + "CPU times: user 66.7 ms, sys: 4.05 ms, total: 70.7 ms\n", + "Wall time: 4.14 s\n" ] }, { "data": { - "image/png": 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+ "image/png": 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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -289,11 +276,13 @@ "source": [ "%%time\n", "predictions = trained_model.predict(test_data)\n", - "imshow(np.column_stack([np.array(s.features).reshape(28,28) for s in test_data.take(8)]),cmap='gray'); axis('off')\n", + "(test_images, test_labels) = mnist.read_data_sets(mnist_path, \"test\")\n", + "predictions = trained_model.predict(test_data)\n", + "imshow(np.column_stack([np.array(s).reshape(28,28) for s in test_images[0:8]]),cmap='gray'); axis('off')\n", "print 'Ground Truth labels:'\n", - "print ', '.join(str(map_groundtruth_label(s.label)) for s in test_data.take(8))\n", + "print ', '.join(str(s) for s in test_labels[0:8])\n", "print 'Predicted labels:'\n", - "print ', '.join(str(map_predict_label(s)) for s in predictions.take(8))" + "print ', '.join(str(map_predict_label(s)) for s in predictions.take(8))\n" ] }, { @@ -306,15 +295,13 @@ { "cell_type": "code", "execution_count": 9, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { - "image/png": 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Ii7qDPKg3yIu6UwyFDZgDc+a0ugQAAADoZIXNYV5vPenll6Xrr5d2260FBQMAAEDH6Ogc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tZXXWCT7Wudvg5CG/H3iE63YnLd8Rdnuly3aDgrF08Hkl8zb5Enhzb3l3tiRp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\n63uZyS2Nx4INe2StjfrjbIy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Lj+mW0u0BDfH594nNBpkJyZY6K01xOT43w+dGP3FI5nes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apQRNwLtAPDIuJland6+BEwPyJmAS8CXymbLwJOpnahyDvAuQCZ+UZE/JDaP3EA12Rm94sp1VqO\nB74GrCxzawG+h9lRzw4E7ih3dBgAzM/MByNiDTAvIq4Fnqb2Txzl+10RsZ7aRdrTATJzdUTMB9ZQ\nu9vNhZm5tY+PRdX7LuamZfix6pIkSVKDNft0EUmSJGmXY5MtSZIkNZhNtiRJktRgNtmSJElSg9lk\nS5IkSQ1mky1JkiQ1mE22JEmS1GD/AY0gk5Kdk8AgAAAAAElFTkSuQmCC\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -364,7 +351,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython2", - "version": "2.7.12" + "version": "2.7.6" } }, "nbformat": 4, diff --git a/notebooks/neural_networks/cnn.ipynb b/notebooks/neural_networks/cnn.ipynb index 35d727d..1e9acd0 100644 --- a/notebooks/neural_networks/cnn.ipynb +++ b/notebooks/neural_networks/cnn.ipynb @@ -17,9 +17,7 @@ { "cell_type": "code", "execution_count": 1, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -70,9 +68,7 @@ { "cell_type": "code", "execution_count": 2, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -106,9 +102,7 @@ { "cell_type": "code", "execution_count": 3, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -160,9 +154,7 @@ { "cell_type": "code", "execution_count": 4, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -178,7 +170,7 @@ "creating: createTrainSummary\n", "creating: createSeveralIteration\n", "creating: createValidationSummary\n", - "saving logs to lenet-20170720-154215\n" + "saving logs to lenet-20171020-151015\n" ] } ], @@ -222,17 +214,15 @@ { "cell_type": "code", "execution_count": 5, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Optimization Done.\n", - "CPU times: user 16 ms, sys: 8 ms, total: 24 ms\n", - "Wall time: 4min 53s\n" + "CPU times: user 18.3 ms, sys: 10.7 ms, total: 29 ms\n", + "Wall time: 4min 32s\n" ] } ], @@ -274,16 +264,16 @@ { "cell_type": "code", "execution_count": 7, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ + "('Extracting', 'datasets/mnist/train-images-idx3-ubyte.gz')\n", + "('Extracting', 'datasets/mnist/train-labels-idx1-ubyte.gz')\n", "Ground Truth labels:\n", - "5.0, 0.0, 4.0, 1.0, 9.0, 2.0, 1.0, 3.0\n" + "5, 0, 4, 1, 9, 2, 1, 3\n" ] }, { @@ -298,9 +288,9 @@ }, { "data": { - "image/png": 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Ty+UMDg7y/PnzXVtfLBb72QCpkLpcWVlJQ0PDj+JbLpeLqakptre338nA2FOiLSAED4Vd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\nYwVyuVwskPklBpV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+ "image/png": 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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -308,10 +298,11 @@ } ], "source": [ + "(train_images, train_labels) = mnist.read_data_sets(mnist_path, \"train\")\n", "# label-1 to restore the original label.\n", "print \"Ground Truth labels:\" \n", - "print ', '.join([str(map_groundtruth_label(s.label)) for s in train_data.take(8)])\n", - "imshow(np.column_stack([np.array(s.features).reshape(28,28) for s in train_data.take(8)]),cmap='gray'); axis('off')" + "print ', '.join([str(s) for s in train_labels[0:8]])\n", + "imshow(np.column_stack([np.array(s).reshape(28,28) for s in train_images[0:8]]),cmap='gray'); axis('off')" ] }, { @@ -323,28 +314,28 @@ }, { "cell_type": "code", - "execution_count": 8, - "metadata": { - "collapsed": false - }, + "execution_count": 9, + "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ + "('Extracting', 'datasets/mnist/t10k-images-idx3-ubyte.gz')\n", + "('Extracting', 'datasets/mnist/t10k-labels-idx1-ubyte.gz')\n", "Ground Truth labels:\n", - "7.0, 2.0, 1.0, 0.0, 4.0, 1.0, 4.0, 9.0\n", + "7, 2, 1, 0, 4, 1, 4, 9\n", "Predicted labels:\n", "7, 2, 1, 0, 4, 1, 4, 9\n", - "CPU times: user 36 ms, sys: 0 ns, total: 36 ms\n", - "Wall time: 715 ms\n" + "CPU times: user 62 ms, sys: 3.57 ms, total: 65.6 ms\n", + "Wall time: 296 ms\n" ] }, { "data": { - "image/png": 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+ "image/png": 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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -353,12 +344,11 @@ ], "source": [ "%%time\n", + "(test_images, test_labels) = mnist.read_data_sets(mnist_path, \"test\")\n", "predictions = trained_model.predict(test_data)\n", - "imshow(np.column_stack([np.array(s.features).reshape(28,28) for s in test_data.take(8)]),cmap='gray'); axis('off')\n", + "imshow(np.column_stack([np.array(s).reshape(28,28) for s in test_images[0:8]]),cmap='gray'); axis('off')\n", "print 'Ground Truth labels:'\n", - "print ', '.join(str(map_groundtruth_label(s.label)) for s in test_data.take(8))\n", - "#print 'Ground Truth:'\n", - "#print '\\t'.join([str(s.label) for s in ground_truth])\n", + "print ', '.join(str(s) for s in test_labels[0:8])\n", "print 'Predicted labels:'\n", "print ', '.join(str(map_predict_label(s)) for s in predictions.take(8))" ] @@ -386,10 +376,8 @@ }, { "cell_type": "code", - "execution_count": 9, - "metadata": { - "collapsed": false - }, + "execution_count": 10, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -419,7 +407,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 11, "metadata": { "collapsed": true }, @@ -448,16 +436,14 @@ }, { "cell_type": "code", - "execution_count": 11, - "metadata": { - "collapsed": false - }, + "execution_count": 12, + "metadata": {}, "outputs": [ { "data": { - "image/png": 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uFB8Aa/WTfruuAk7L2/c4Hwa+u3dXxywnG6u/SfMjbgD4GcArut7zpRRXp3Gh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\nPoCv4HfG1hl4HpNe7+3ArP2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J6Tra4jt2bKHXjAOrxi48Q/NJy7Jlh1Xj8bgnPCn4pref2bKUbi1F3OIZz1XG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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -506,16 +490,14 @@ }, { "cell_type": "code", - "execution_count": 13, - "metadata": { - "collapsed": false - }, + "execution_count": 14, + "metadata": {}, "outputs": [ { "data": { - "image/png": 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okDEGAAAA6kBjjEYjh5Um6pYm6pYm6pYeapYmMsYAAABADiWRMT7tNGn33aXTT2/BQQEA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\nnblz59KdnswYjweOy8wJjfXRQGbmyct4/mrArMwcuZTHTgeuyMyLuxw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dDrVkiIiIiEhU2DIwx3jUwywiIiIi0WHPwOxWS4aIiIiIRIcCs4iIiIjIQdgyMPs8unCJ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\nS5IkST3YMEuSJEk9/BvXkVWsGP2YVgAAAABJRU5ErkJggg==\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -565,7 +547,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython2", - "version": "2.7.12" + "version": "2.7.6" } }, "nbformat": 4, diff --git a/notebooks/neural_networks/deep_feed_forward_neural_network.ipynb b/notebooks/neural_networks/deep_feed_forward_neural_network.ipynb index 964833e..ff0eb87 100644 --- a/notebooks/neural_networks/deep_feed_forward_neural_network.ipynb +++ b/notebooks/neural_networks/deep_feed_forward_neural_network.ipynb @@ -17,9 +17,7 @@ { "cell_type": "code", "execution_count": 1, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -33,7 +31,7 @@ "%pylab inline\n", "import pandas\n", "import datetime as dt\n", - "\n", + "from bigdl.dataset import mnist\n", "from bigdl.nn.layer import *\n", "from bigdl.nn.criterion import *\n", "from bigdl.optim.optimizer import *\n", @@ -54,9 +52,7 @@ { "cell_type": "code", "execution_count": 2, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -103,9 +99,7 @@ { "cell_type": "code", "execution_count": 4, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -146,9 +140,7 @@ { "cell_type": "code", "execution_count": 5, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -164,7 +156,7 @@ "creating: createTrainSummary\n", "creating: createSeveralIteration\n", "creating: createValidationSummary\n", - "saving logs to multilayer_perceptron-20170720-154747\n" + "saving logs to multilayer_perceptron-20171020-145236\n" ] } ], @@ -200,17 +192,15 @@ { "cell_type": "code", "execution_count": 6, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Optimization Done.\n", - "CPU times: user 4 ms, sys: 0 ns, total: 4 ms\n", - "Wall time: 25.8 s\n" + "CPU times: user 4.8 ms, sys: 2.5 ms, total: 7.3 ms\n", + "Wall time: 24.2 s\n" ] } ], @@ -238,27 +228,27 @@ { "cell_type": "code", "execution_count": 8, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ + "('Extracting', 'datasets/mnist/t10k-images-idx3-ubyte.gz')\n", + "('Extracting', 'datasets/mnist/t10k-labels-idx1-ubyte.gz')\n", "Ground Truth labels:\n", - "7.0, 2.0, 1.0, 0.0, 4.0, 1.0, 4.0, 9.0\n", + "7, 2, 1, 0, 4, 1, 4, 9\n", "Predicted labels:\n", "7, 2, 1, 0, 4, 1, 4, 9\n", - "CPU times: user 40 ms, sys: 0 ns, total: 40 ms\n", - "Wall time: 387 ms\n" + "CPU times: user 66 ms, sys: 3.73 ms, total: 69.8 ms\n", + "Wall time: 241 ms\n" ] }, { "data": { - "image/png": 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+ "image/png": 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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -267,10 +257,11 @@ ], "source": [ "%%time\n", + "(test_images, test_labels) = mnist.read_data_sets(mnist_path, \"test\")\n", "predictions = trained_model.predict(test_data)\n", - "imshow(np.column_stack([np.array(s.features).reshape(28,28) for s in test_data.take(8)]),cmap='gray'); axis('off')\n", + "imshow(np.column_stack([np.array(s).reshape(28,28) for s in test_images[0:8]]),cmap='gray'); axis('off')\n", "print 'Ground Truth labels:'\n", - "print ', '.join(str(map_groundtruth_label(s.label)) for s in test_data.take(8))\n", + "print ', '.join(str(s) for s in test_labels[0:8])\n", "print 'Predicted labels:'\n", "print ', '.join(str(map_predict_label(s)) for s in predictions.take(8))" ] @@ -278,15 +269,13 @@ { "cell_type": "code", "execution_count": 9, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { - "image/png": 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Qf/fd8bi//CWC/OTJMfs9bVrMMG+/vbTBBtEq8tRT0abRuXME0912\ni1aWui4Bfu21Mdt++eUx3jFjYvm9E06IdpRLLokrQt52W/SJH3OM9Mc/RttKVVU89+efxzrbm28e\nM9UTJ0b7zI03xuz8uutGy8zBB8frn3FG8y+csnx5vNbs2RHwL7ig4eMXLox/i9qvM2NG9Ken4bPP\noj3ouefiCxEAtBZ6jAEkbtmyCDNbbtnwcRMmxBUG77wzwu7ChTFzLDVtVQwpAu3AgTHDfNVVNfvH\nj49Wk3PPjcD9wAMRVi+8sOaYefMiuHbuHDO3gwbFLG22E0+MMV13Xc2+5csjoK+zTrzHTz6JQHz/\n/dLw4RGAzzwzxvb889Kee0YP9403xjrXd98dLSBnnx0z1itWxPNsu21cgObii2vGMWpU9FNPnhyz\n43X91WD69PhysPnm0Y++4Ybx2X31VbTSdOsWXyAuvzxm3rNlz8ROmyZ985vSggXxPm6+Ofb/4Q/x\nfkaMiJVVklRZ2fhVIr///fiidMYZsTILALSWhoKx3D31nxgGkJsXXngh7SGgFU2d6r506Zr7ly2L\n34sWuf/4x+7z5jX/uWfMcO/Tx33UKPeDDnrBf/xj94cect9nH/cpU9xPPdV99uw49uOP3Xv1cj/n\nnNheudJ9yBD3ddd1/+Mf3Xfd1X3mTPf113cfM6Z546h+7ptvjvGUlblfcEG8p003df/a19x79nRf\nZx336693r6yM1z755Li9fHk85osv4vkmT3Y/+GD3jh3dn37affp09+23d//tb93nznXv29f99dfd\nb73VvX9/98suc//2t9cc16RJ7iec4H7bbbG9alXT39N778WYPvts9f1vvOF+/PFx+8UX3bfYwv2x\nx9x33715n9lZZ7k/+2zDx8yf37znzBX/LUISqKPWk8mddWfS+u5oyx+CMZLAf0SQiwcecO/SxX3w\n4Bd8xx3de/Rwf/DBuo+dNSsCcbWPP3Z/5pkIpr16uQ8d6n7eeS0bxy9+4b7ddu5vvuk+bZr7Ntu4\nb7ut++mn1xzz0UfxOmec4b7ffu5VVTX3/eAH7nfc4b54cTzuiivcX3jBvXfveMwvf1lz/O23u++w\nQ9z30Ucx/o03dr/kkgiq48ZFuO/ZM/b17+9+0EHu3bvHl4Xs16328MPxWWaPZ+ON3c89N76A/O53\n8dnts4+7WXzx+PGPI+gvXuy+9truCxas+bwrV7q/8or7X/5S89m/+WaMff313T/4YPXj582LL1LX\nXOPeoUOE79bwt7/Fv1O2lv636MMP3VesyH1MKA78f1rrIRgDQCOqqtzvucf9q69iZvWII+qeoW7M\nySdHmG3JY91jNjZ7RnbSJPdjj43QmO2ii2LmeOrU1fdXVERY3HNP96OOqgmvb7/tPnHi6scuXx5h\n9667avbdfLP7Lru4X3qp+6BBEa6rvyDMmBEBdty4mKk+7bSYqXaPcRx9dDxf794RqMeNqwmtPXrE\njHe/fjG2rbZy/9GP3H/1qwje1eFy2DD3xx9ffZyLF7vvtZf7wIHu3/iG+777xpeRQw91v+km9zvv\ndC8vr/ncpk2LGfxOndx32in+XTfZZPVZ68pK9xEjYra5+j0sWbLmv8fSpfHXg7q+BMyd6961q/uJ\nJ9bse/PN+GJSn9rB9513Yvb81lsjwJ9ySt2vVZ+vvopZ+Rkzmv6YYlH7CwnQVARjAGgjc+as2TbQ\nGpYvd58woe77JkyI1oe5cxt/nvpmKKuqIuged1zd98+d637ggTHj/J3vRLi98MJoafnLXyIQd+8e\n7SXuMYN+4YURcg880P0f/4hZ9m7dVm+fuO66+GJx+ukRdr/2tQjDxx0XwXfFCvfLL3dfbz33DTaI\nMFtVFeN49NF4jpNOcj///Ai81WH517+OsHz00THGiy6K19luu5j9njhxzb8STJoUrSddurj/85/u\nCxfGjP4Pfxhjv/569wMOiMdNmxav9fWvx/Fjx8ZzjB4ds+ZXX+1+5JHxmVR/QVmyJN7DwIHxOm+9\nFV9Grr++7s98wQL3K6+Mf3v3aJnp1y++vGy4Yc1Me1VVjPPUU93/+996/+lb3ZIl7l9+2TrPXVER\nXyTGjav/mPnz498QqK2hYMzJdygaXFceSaCOalT/Z7m+EyTdYxm+jh3j5MPslUSefDJWDVlvvfqf\nf+XKWC3kyivjhMXqfc89F2th77JLrHgyfnyc+Ji97OCKFXFi5frrx/ZTT0nnnx/L9P3sZ9JHH9Wc\n5FltwYJYOeW99+Jkxnfeicus77CDtHSpdMghcZXH99+PS7TvtlscP2BAnOC57bZxpcdhw+Ikx3bt\nYrm/hx+OE1G/8Y24QM7uu1fo2WeHasCAOKHw/PPjypQbbRSrlTz2WFya/Q9/iIvk/POfNWP89NO4\nyM9pp8V7XLgwljzcfvtYV/xf/5J++MN4jz/4QSzVeOml8flUX8Tn73+Xrr46Tmj805/is5g9W3rm\nmVjW75NPYkm/YcPic9t887hQ0NprN34ybFVV0692ef758V7Hjo1VYprjkUfiJNGNN677/mOOiffS\nvn18llVVsa764YdLX/taHHP44bEKzLhxLVsK8W9/iwsd3XBD8x+bhLb8b1Fz/l2LASffoSTQj4Uk\nUEdt67XXYgY3V1VV0cZy+OExG12flSvjxMmnn67ZN3ZstHRUP8fWW7tvtFHsq37uoUPdv/nNmpM9\nKypiVr6qKnrOTz7ZfbPNYob2+edf8EsuiRaVOXNWf/1Vq2pm2jfYIGaUa5s8OdpZTjklZtn79o3W\nk222cf/88/jdu/fq/eKff15z4ubmm7uPHBn799or2jS23TY+m0svjXGdeGK0vZx7bvSNd+rk3r59\nnHx53nmxr6KiZkwrVsTr9ezp/v77jf97VFbGCaS77x6f9zPPxPtqijlz4i8J660Xn/F++63+14/Z\ns2PmfdaseP4993Tfe++Yrd9ss5ilfuQR9wED4i8OI0as/vwLF0YLSrW33oq2nOOPr5lhnjs3xt+9\ne/TfN2TVKvdPP63/vosuinaX5mqr/xa9+GKc3Fu7VrMtX972J7G2JjFjDABA4yorpdGjYyb561+v\nmWmcNy9mrNdZJ/fXqKqKZfEmTIiZ6KYc//LLcRn2LbaIWeSOHdechR01Svrd72Lm9957Y9+zz0r7\n7huXlr/99oZfZ+nSmDGfMCGWA7z00lgOcfHiuCz8DjtIe+8tPfhgLIE4YULMMm6ySXxW660Xs/Dv\nvx+f3//9X8z87rNPrNE9ZUrMkA8YsOZrr1oVz2UWyxz++9+x9OKrr8ZfH7797VhvfKed4vLwO+8c\nSycuWxb3T50qnXVWrK1+9dXx2Tz1VMyO33df/BXCPZZ0PO+8mI0/9tiYOb/ySumii2IG+oMPpP/8\nJz6v9u1jXe9p02L5xbrMmRPrtj/zTFxs6DvfiaURq2e6b7ghlnacPTtmwOfOjSt6brml9Mor8Xl+\n/HFcOfSqq1afta2qis/vj3+MCwLtv3/sX7kyjqs+dvny+KtKdb16I8tgvvpqvLchQ+Jzr15zfsiQ\nmhr56qtYArL6NU48MZaBHD16zfXPKyujPocNW72W1lqr8Zn6RYtiKcfGlnOUYub/lFPi33jvvRs/\nviGsYwwAQAlyj2D4wx82LXxkmzZNeuml+DKw444R9tyj7eX116O9wz1C6dtvR8AaOzaOmzAhwvPw\n4TXPd889sUb35ZfHxWSefjrW3v7vf2OMZtKtt0Zrymmn1Vx185VX4nl23TVaZ4YOlQYPji8KdVmy\nJIKxWYS2QYNiffDKygjm990X4fqBByLEH3usdOCBEZZ32CGuzjl/vjRyZDzfgAHSdtvVXKjo0Ufj\n9hFHxPv4yU/iMznxxNieOzfG/NVX8aXk9dfjed5+O67qefXV0eYzd258Zm+9FV90zjkn3vMjj0RI\nf+yxmgsm/fKX0SLy6afxU1YWVxstK4vjqqriC1FVVQTSV1+NYFvb5MkRgLt3jzB9773xBeNf/4r3\neOqp8QXwV7+KL2EXXxwtUj/6UQT7srII6tmB98wzpVtuibahPfeMse+2W4TYK66I8U2fHp9Zx47R\n9tOtW9TOPvvEF4nHHqs/RN93X3yGjzwSn/Xtt8e6+I1d8bUhBGOUBHpDkQTqCLkqxRpauFB6/PHo\nj95oo5hV/v7315zVfuWVuLR7WZl02GERsrbbLmZtZ86MGeply+KKkdWPdY/Z0OnTI9g197Lhc+dG\naF2+XPrrX9e8wmW2116LQH/bbTV/HZg1q6ZPedq0CIsrV0YYPPzwNXtzb789Zo+XLInb1QG/2mOP\nRUg/9NC4SuUOO0To3GWXeK/f/a7Uv7/Us2eFTjxxqKR472PGSFttFbPNn30WwX3BgvjMhgyJz3bt\nteOvBj17Sv/v/8XnuMMOEdxffDGC6YUXxqx4t25xKfrnn48vD2PHxpeXmTNjVnb8+Jj1r6iIULrv\nvvGlpHdv6bjj4nOdODH++nHxxfHveu21MSM/fHiE1/XXjy8cu+0Wr/3JJ/Fv+NBDMTt/5ZXxhe2A\nA2LM++0XX3iGDYsLOm25Zfzb/eIX8T7Ly+NzOOAA6R//iH0tQTBGSSjF/zNC8qgj5Ioaark334wZ\n1FNOWX3/f/4Tf3avHTLTcNddEUCPOqr+Y+64I/7c379/05931Kg4GXWzzWK7pXU0b17MLnfsGG0u\nr70WM/DnnhuBetddY0Z/n31i9vub32z4+ebOjdAqRci9+eZoqejVK36OOUbaeut4jUmT4q8Tw4dH\nsP73v6PFpWPHeLx7fDaXXx5fHJ54IsZ42mnxl4YRIyKk9+gRQb+qKmaM99tv9TE9+2wE5w8/rHtm\nvDEEYwAAgBKR3U6yfLnUufOaxzTWi9yali6NcL3HHqvvf+qpmvaOd9+NWe7zzqv7OWbNanjVm4YQ\njAEAAAA1HIxLaNU6FLuKioq0h4AiQB0hV9QQkkAdpYNgDAAAAIhWCgAAAJQQWikAAACARhCMUTTo\nx0ISqCPkihpCEqijdOQUjM1sfzP70Mw+MrPz67i/k5k9ZGYTzew1M9s0l9cDGjJ27Ni0h4AiQB0h\nV9QQkkAdpaPFwdjM2km6RdJ+kgZK+qGZbVPrsBMlzXX3rSX9XtJvW/p6QGPmz5+f9hBQBKgj5Ioa\nQhKoo3TkMmO8s6SJ7v6pu6+Q9JCk2leuPlTSnzO3H5E0LIfXAwAAAFpNLsF4Y0nTsranZ/bVeYy7\nr5I038x65vCaQL2mTJmS9hBQBKgj5IoaQhKoo3S0eLk2M/uepP3c/eTM9rGSdnb3s7KOGZc55vPM\n9seZY+bWei7WagMAAECbqG+5tg45POdnkrJPptsksy/bdEl9JX1uZu0lrVs7FDc0OAAAAKCt5NJK\n8aakrcxsMzPrJOkoSU/UOuZfkn6Uuf19SSNzeD0AAACg1bR4xtjdV5nZGZKeUQTsu939AzO7UtKb\n7v6kpLsl3W9mEyXNUYRnAAAAIO/kxSWhAQAAgLSlfuW7xi4SAlQzs7vNbIaZvZu1r4eZPWNmE8zs\nP2bWPeu+mzIXlxlrZuXpjBr5xMw2MbORZjbezMaZ2VmZ/dQRmszMOpvZKDN7O1NHl2f29zOz1zP/\nf/ZXM+uQ2c/FrlAnM2tnZm+Z2ROZbWooZakG4yZeJASodo+iVrJdIOk5dx+g6GG/UJLM7ABJW2Yu\nLnOKpNvbcqDIWyslnevuAyV9U9Lpmf/mUEdoMndfLmlvd/+6pHJJB5jZEEm/kXS9u/eXNF9xkSuJ\ni12hfj+V9H7WNjWUsrRnjJtykRBAkuTu/5U0r9bu7IvI/Fk19XOopPsyjxslqbuZ9WmLcSJ/ufuX\n7j42c3uRpA8UK+pQR2gWd1+SudlZcb6OS9pb0qOZ/X+WdFjmNhe7whrMbBNJ35F0V9bufUQNpSrt\nYNyUi4QADVnf3WdIEXokVYeW2rX1magtZDGzforZvtcl9aGO0ByZP4G/LelLSc9KmiRpvrtXZQ7J\n/v8zLnaFutwg6TzFlyqZWS9J86ihdKUdjIGkcTYpGmVmaytmXX6amTmuXTfUERrk7lWZVopNFH/9\nbE4bIGv3lzgzO1DSjMxfsLLroam1QQ21krSDcVMuEgI0ZEb1n7bNbANJMzP7P1NcXKYatQVJUuZk\nlkck3e/uj2d2U0doEXdfKKlC0bNeljl3Rlq9Vv5XRw1d7AolZTdJh5jZZEl/VbRQ3Kho16KGUpR2\nMG7KRUKAbKbVvyk/IWl45vZwSY9n7T9eksxsF8WfOGe0zRCR5/4k6X13vzFrH3WEJjOz3tUrl5hZ\nF0nfVpxA9YLiYlZSXNwqu4642BX+x90vcvdN3X0LRfYZ6e7HihpKXerrGJvZ/opvSdUXCbk21QEh\nb5nZg5KGSuolaYakyyU9Junvim/Sn0o60t3nZ46/RdL+khZLOsHd30ph2MgjZrabpJckjVO0S7ik\niyS9IelhUUdoAjP7muJEqHaZn7+5+zVmtrniJPIekt6WdKy7rzCzzpLul/R1ZS525e5TUhk88o6Z\n7SXpZ+5+CDWUvtSDMQAAAJAP0m6lAAAAAPICwRgAAAAQwRgAAACQRDAGAAAAJBGMAQAAAEkEYwAA\nAEASwRgAAACQRDAGAAAAJBGMAQAAAEkEYwAAAEASwRgAAACQRDAGAAAAJBGMAQAAAEkEYwAAAEAS\nwRgAAACQRDAGAAAAJBGMAQAAAEkEYwAAAEASwRgAAACQRDAGAAAAJBGMAQAAAEkEYwAAAEASwRgA\nAACQRDAGAAAAJBGMAQAAAEkEYwAAAEASwRgAAACQRDAGAAAAJBGMAQAAAEkEYwAAAEASwRgAAACQ\nRDAGAAAAJBGMAQAAAEkEYwCok5l9Ymb7JPRcHc3s75nnrDKzPZN4XgBAsgjGANA2XpZ0jKQv0h5I\nY8yM/28AUJL4jx8A1GJm90naVNK/zGyhmf08s/8QM3vPzOaa2Ugz2ybrMZ+Y2QVmNt7M5pjZ3WbW\nSZLcfYW73+Tur0qqasLrDzez9zOv/bGZnVzr/kPN7G0zW2BmE81s38z+Hmb2JzP7LDOGf2T2/8jM\nXq71HFVmtkXm9j1mdpuZPWVmX0kaambfMbO3Mq/xqZldXuvxu5vZK2Y2L3P/8Wa2k5l9aWaWddx3\nzWxscz5/AEgLwRgAanH34yVNlXSQu6/r7teZWX9JD0o6S9J6kkYognOHrIceLenbkraUNEDSJS0c\nwgxJ33H3dSWdIOkGMyuXJDPbWdKfJf3M3btL2lPSlMzjHpDURdK2ktaXdEP226r9Nmtt/1DSVe6+\njqT/Slok6bjMaxwo6SdmdkhmDJtJelrSjZJ6SyqXNNbdR0uaLWnfrOc9VtK9zf8IAKDtEYwBoH6W\ndXNSSlEAACAASURBVPtISU+6+0h3XyXpOkUI3TXrmJvd/XN3ny/pGkXYbDZ3H+HuUzK3X5b0jKQ9\nMnf/WNLd7j4yc/8X7v6RmW0gaT9Jp7j7QndflXlsU96bJD3u7q9nnrPS3V9y9/GZ7fckPSRpr8yx\nP5T0rLs/nHmdee7+bua++yQdJ0lm1jMzpr+25HMAgLZGMAaAptlI0qfVG+7ukqZJ2jjrmOlZtz/N\nPKbZzOwAM3st0w4xT9IBiplZSeoraVIdD+sraa67L2zJayreS/YYds60i8w0s/mSTmnCGKSYtT7I\nzLoovky85O4zWjgmAGhTBGMAqFvtVoPPJW1Wa19frR6G+2bd3izzmGbJ9CU/Ium3ktZz9x6Kto3q\nGd5pilaN2qZJ6mlm69Zx32JJXbNeY4M6jqn9fh+U9Jikjd29TNIdtcawVV3jd/fPJb0m6XuKNor7\n6zoOAPIRwRgA6valpC2yth+WdKCZ7W1mHTIn5C1ThMBqp5vZxpkWgosU7QeSIvCa2VqZzc5m1rme\n1+2U+Znt7lVmdoBW79m9W9IJmXGYmW1kZgPc/UtFgL7NzMoyY6xuv3hH0kAzG5x53cu1ZhCubW1J\n89x9Raav+eis+/4iaZiZHWFm7c2sp5ltn3X//ZJ+IWmQpH808joAkDcIxgBQt2slXZpZgeJcd/9I\nMQN6i6RZihPSDnb3lVmPeVDRD/yxpImKPuNqExQztxtJ+rekJWa2ae0XdfdFihP8/m5mcyUdJenx\nrPvfVJyQ93tJCyRVKFbQkKK3d6WkDxUn8P0085iJkn4p6XlJHymWjmvMaZKuMrMFipMI/5Y1hmmS\nviPp55LmSnpb0uCsx/5TMWP+D3df1oTXAoC8YNEmBwDIhZl9IunE6pPiSp2ZfSzpZD4PAIWEGWMA\nQKLM7HuSqgjFAApNh8YPAQA0AX9+k2RmLyjWUT427bEAQHPRSgEAAAAoT2aMzYx0DgAAgDbh7rUv\nciQpT4KxJDFzjVwNHz5c9957b9rDQIGjjpAraghJoI5aj1mdmVgSJ9+hiPTr1y/tIaAIUEfIFTWE\nJFBH6SAYAwAAACIYo4iUlZWlPQQUAeoIuaKGkATqKB0EYxSN8vLytIeAIkAdIVfUEJJAHaUjL5Zr\nMzPPh3EAAACguJlZvatSMGMMAAAAiGCMIlJRUZH2EFAEqCPkihpCEqijdBCMAQAAANFjDAAAgBJC\njzEAAADQCIIxigb9WEgCdYRcUUNIAnWUDoIxAAAAIHqMAQAAkCeqqqR586TZs6U5c+J3Xbfnz5de\neEGyOjuFG9ZQj3GHXN8AAAAAUNuqVRFyGwq4tW/Pny+ts47Uu3f89Oq1+u+ttqq57d6yYNwQZoxR\nNCoqKjR06NC0h4ECRx0hV9QQkpBvdbRqlTR3bk2AbUrYXbBAWnfd1YNtfberf/fsKXVo5WlbZowB\nAAAKhLu0cqW0bFn8XrVq9d917UvivoUL6w+7CxZI3bvXH2wHDFgz5Pbo0fohN2nMGAMAACRg1ixp\nzJj4GT1amjKlZUG1qkpq3z5CZX2/k76vffuGg2+PHnFMMWhoxphgDAAA0Exz59YE4Orf8+ZJO+wg\n7bRT/Gy1ldSxY8OhtK597dol3zuLGgRjlIR868dCYaKOkCtqqPjMny+99VaE3+ogPHNmTQjeccea\nINwuoYVwqaPWQ48xAABAEyxcKL39dk0IHj1a+uILqbw8wu8hh0hXXin17188rQWowYwxAAAoSYsW\nRQiuboUYPVqaNk0aPLimHWKnnaRttiEEFxNaKQAAQElbskQaO3b1nuBPPpG+9rWaVoiddpK2267w\nVlJA8xCMURLox0ISqCPkihpK39Kl0rvvrt4OMWlShN7qALzjjtLAgVKnTmmPtm7UUeuhxxgAABSl\n5csjBGe3Q3z0Uayru9NO0i67SGecIQ0aJHXunPZoke+YMQYAAAWhslJ6773V2yE++EDaeuvV2yEG\nD5bWWivt0SJf5dxKYWb7S/q9pHaS7nb339S6f1NJf5K0nqQ5ko51988z9/WVdJekvpKqJH3H3afW\nejzBGACAEuIeV1Nr7NLC2fvmz48l0bKXSNt+e6lr17TfDQpJTsHYzNpJ+kjSMEmfS3pT0lHu/mHW\nMQ9LesLdHzCzoZJ+7O7HZ+57QdJV7j7SzLpKqnL3ZbVeg2CMnNGPhSRQR8hVKdZQVVX9Ibe+4Dt3\nrtSly5pXWKvrqmvVt3v1+v/t3XmUXGW19/HvThiEMASJggwhypTgQBAZVJCWMSovIBcFVCAyOTHI\nJFEuEGQSRQkRRUSICgjGsATUy2AutqBXAgJhCAkEISGGUWaBSIbn/eNUk6bpJJ3U6X5OVX0/a/XK\neaqrunavtWl2n/6d57ROHKIV+6iv1Jsx3hqYnlKaWftiVwF7AtM6PWcz4BiAlFJ7RFxbe+4woH9K\n6eba515d5u9CkiT1uo4ht6dncZ99thhyV1550YPt4MHdD8BVvfBNrasnZ4z/C9gtpXR4bf0FYOuU\n0lGdnnM5MCml9MOI2Bv4DTAI+BhwKPA6MASYCIzqenrYM8aSJPW+lODxx4tc7tSpMG1ase465K6y\nyuLP3HY9fvvbHXLVOPpiV4oTgAsiYiRwCzAbmF/7+tsBw4FZwHhgJDCu6xcYOXIkQ4YMAWDgwIEM\nHz78jT8htLe3A7h27dq1a9eue7Debrs2Hn0Uxo9vZ+ZMeP31NqZOhfvvb2eFFWDzzdsYNgz6929n\niy1ghx3aGDQIHnywndVWg5137vn7/etf+b9f164Xt+44njFjBkvSkzPG2wKjU0ojautRQOp6AV6n\n5w8ApqaUBkfENsB3Ukofr33uC8A2KaUju7zGM8aqW3t7+xv/MUjLyj5Svfqyh157rdiarOMMcMfH\nww/DWmvBsGHFx2abFf8OHVqc5VX1+bOo99R7xvgOYKOI2AB4AtgP2L/LG6wJPFebbr9JsUNFx2sH\nRsSaKaVngR1rj0mSpB564YW3Dr9Tp8Ls2fCe9ywcgPfcE0aNKvbwHTAgd9VS41ma7drOZ+F2bd+J\niNOAO1JKv6/lkM+m2I7tFuBrKaW5tdfuBPyg9qXuBA5PKc3r8vU9YyxJamkpwZNPvnX4feABePnl\n4mxvxwDc8bHhhrD88rkrlxqLt4SWJKki5s+HGTO6PwO8/PJvHX6HDYP11oN+/XJXLjUHB2O1BPNY\nKoN9pHp19NB//tN9/nf6dHjHO7ofgAcNyl29qsKfRb2nL3alkCSpacydC6++Cq+8Unx0Pu667np8\n//3wzDMwaxYMGbJw6N19dzjhhCL/u8oqub9DSd3xjLEkqeHMm7fkAbWng2x3z1uwoLh4beWVi3+7\nHi9uPWhQkQfeaCP39pWqyDPGkqSG8PLLRfzgwQeLj2nT4JFH4KWX3jy4zpvX86G14/jtb+/5c1dY\nAaLb/21KamaeMVbTMI+lMthHvW/BAnjssYWDb8cQ/OCDxV3XNt64OOO66abFx0Ybweqrv3mAXXHF\n6g6u9pDKYB/1Hs8YS5L63EsvvXno7RiEH364uMlEx+A7dCjstVdxvP767r4gKR/PGEuSltn8+TBz\n5psH347jF1+ETTZZOPx2DMKbbOLFZ5Lycbs2SVJdXnyx++jDww8XW491Hnw7BuF11/Xsr6TqcTBW\nSzCPpTK0ch/Nm1fceKJr9OHBB4sL3ro7+7vxxt56uKtW7iGVxz7qPWaMJUlv+Pe/i712u54BfuQR\nWGuthYPv5pvDZz9brNdZp7oXu0lSWTxjLEktYupU+OEP4cori50eOsceOs7+rrRS7iolqXd5xliS\nWtSCBXDDDXD++XDPPfDlL8MDD8C73pW7MkmqHi+LUNNob2/PXYKaQLP00csvF2eHhw6Fk0+Gz3++\n2D1i9GiH4t7WLD2kvOyjPDxjLElN5B//KAbiyy6DnXaCcePgIx8xHyxJPWHGWJIaXErwv/9bxCVu\nuw0OPRS++tXiZhmSpDczYyxJTejVV4szw2PHFvsFH300jB/vBXSStKzMGKtpmMdSGRqhj2bOhG98\nAwYPhuuvL6IT995bnCl2KM6vEXpI1Wcf5eFgLEkNICW45Rb4r/+CD36wuBXz7bfDNdfAjjuaIZak\nMpgxlqQKmzOn2Hd47NgiOnHUUXDQQbDKKrkrk6TG5C2hJanBPP44XHgh/PSnxRnio4+GXXctssSS\npGW3uMHYH7FqGuaxVIbcfXTbbfC5z8H73gfPP1/EJ66/HkaMcChuFLl7SM3BPsrDXSkkKbPXX4cJ\nE4rt1p55Bo48sjhbvPrquSuTpNZilEKSMnn6abjoomIIHjasyA/vvjv075+7MklqXkYpJKlC7r4b\nRo6ETTeFxx6DG28sbtCx554OxZKUk4OxmoZ5LJWht/po3rwiLrH99rDHHjB0KDz8MFx8Mbz//b3y\nlsrEn0Uqg32UhxljSepFzz1XDL8/+lFxQ46jj4ZPfxqW86evJFWOGWNJ6gX331/ckW78+OIM8VFH\nwZZb5q5KkrS4jLHnLCSpJPPnwx/+UNyMY8oU+MpXYNo0WGut3JVJknrCjLGahnkslWFZ+ujpp2HM\nGNhkEzj99OLCupkz4ZRTHIpbkT+LVAb7KA/PGEvSUpozB/7yF7jpJvjjH+HRR+GTn4TLL4dtt4Xo\n9g90kqSqM2MsSUuQEtx3XzEE33QT/N//FTtJ7Lor7LILbL01LL987iolST2xuIyxg7EkdeOJJ2Di\nxGIQnjgRBgwohuBdd4WPfxwGDsxdoSRpWXiDD7UE81iqx6uvFjfa2Hffdj7wAdhsM7jmGthuO/jr\nX4s9hy+8sNhqzaFYi+PPIpXBPsrDjLGklrRgAdxzz8J4xKRJMHw4bLQR/PSn8KEPudewJLUaoxSS\nWsbs2cUg3PGxxhoL4xFtbbDaarkrlCT1NjPGklrSK6/An/+88Kzwk0/CTjsVw/Auu8CQIbkrlCT1\nNTPGagnmsbRgAdx5J5x9Nuy4Y7GH8He/C4MGwc9/Xuw3PH48HHbYoodi+0j1sodUBvsoDxN0khra\nrFkL9xOeOBHe8Y4iGnHssbDDDrDqqrkrlCQ1CqMUkhrKyy8X8YiOYfhf/4Kdd14Yj1h//dwVSpKq\nzIyxpIY1f34Rj+gYhO+8s7ihRsfNNbbYAvoZCpMk9ZAZY7UE81jNY84cuPRS+Mxn4J3vhIMPhuee\ng1Gj4Kmn4Oabi+Mttyx/KLaPVC97SGWwj/IwYyypMlKCCRPgxBNh6FDYd18YMwbWXTd3ZZKkVmCU\nQlIl3H57ccHcv/8NP/hBsauEJEllM0ohqbJmzYIvfAH22quITNx5p0OxJCkPB2M1DfNYjeXf/4ZT\nTiluw/zud8ODDxaDcf/+eeuyj1Qve0hlsI/ycDCW1Kfmz4dx42DTTeGRR+Duu+H0091vWJKUnxlj\nSX2mvR2OOQZWXrnIEW+zTe6KJEmtZnEZY3elkNTrpk+Hb3wDJk+Gc84ptmGLbn8kSZKUj1EKNQ3z\nWNXz/PPFGeIPfxi23RamToXPfrbaQ7F9pHrZQyqDfZSHg7Gk0s2dC2PHFjni116DBx4o9iZ+29ty\nVyZJ0qKZMZZUmpTg97+H44+HIUPg+9+H970vd1WSJC1kxlhSr7vnHjjuOHj88eJudSNGVDsyIUlS\nVz2KUkTEiIiYFhEPRcSJ3Xx+cERMjIh7IuLmiFiny+dXjYhZETG2rMKlrsxj5fHkk3DYYbDrrrD3\n3sWA/IlPNO5QbB+pXvaQymAf5bHEwTgi+gEXALsB7wX2j4ihXZ52LvDzlNLmwLeB73T5/OnAn+sv\nV1JVvPYanHVWEZUYOLC4QcdXvwrLL5+7MkmSls0SM8YRsS1wakrpE7X1KCCllM7p9Jz7gd1SSrNr\n6xdTSqvXjrcEjgNuAD6UUjqqm/cwYyw1iJTgqqtg1CjYaqti+7UNN8xdlSRJPVNvxnhdYFan9T+B\nrbs8ZzKwN/DDiNgbWCUi1gBeoDib/Hlgl6UtXFK1/O1vcOyxxa4Tl10GH/tY7ookSSpPWRffnQBc\nEBEjgVuA2cB84KvAH1JKj0cROFxk6nDkyJEMGTIEgIEDBzJ8+HDa2tqAhTkb164Xt+54rCr1NNP6\nySfh2mvbuPVWOOCAdnbZBT72serUV+Z6zJgx/vxxXdd68uTJfP3rX69MPa4bc91xXJV6GnndcTxj\nxgyWpKdRitEppRG19VuiFF2ePwCYmlIaHBGXA9sBC4BVgeWBH6eUvtXlNUYpVLf29vY3/mNQOV56\nCb7zHbjoIjjqqGIbtgEDclfVu+wj1cseUhnso96zuChFTwbj/sCDwE7AE8DtwP4ppamdnrMm8FxK\nKUXEGcC8lNLoLl/nIGBLM8ZS9c2fD5deCqecArvtBmeeCeuum7sqSZLqV1fGOKU0PyKOAG6i2MXi\nkpTS1Ig4DbgjpfR7oA04OyIWUEQpvlZa9ZL61MSJRY54jTWKm3VsuWXuiiRJ6hve+U5Nwz871Wfa\nNDjhBJg6Fb73Pdhrr8bdi7ge9pHqZQ+pDPZR71ncGeN+fV2MpGp59lk48kjYfntoa4MpU+DTn27N\noViS1No8Yyy1qNdfhx/9CM4+G/bdF049FQYNyl2VJEm9q959jCU1kZTg2muL2MQmm8Cf/wzDhuWu\nSpKk/IxSqGl03q9Q3bv7bthxRzj55OJs8R/+4FDclX2ketlDKoN9lIeDsdQCnngCDj4YPvlJ2H//\nYkDeddfcVUmSVC1mjKUmNmcO/OAHxcehh8K3vgWrrZa7KkmS8jFjLLWYlGDCBPjGN4p9iG+/Hd7z\nntxVSZJUbUYp1DTMYxXuvBM+9jE46ywYN64YkB2Ke84+Ur3sIZXBPsrDwVhqEh054t13h5Ej4e9/\nL/YlliRJPWPGWGpw5oglSeo5M8ZSE+qcI/7gB2HSJNhww9xVSZLUuIxSqGm0Uh6rI0d85plFjvjq\nqx2Ky9JKfaTeYQ+pDPZRHg7GUgPpnCM+6KBiQDZHLElSOcwYSw3AHLEkSeUwYyw1KHPEkiT1HaMU\nahrNlscyR5xHs/WR+p49pDLYR3k4GEsVY45YkqQ8zBhLFWGOWJKk3mfGWKowc8SSJFWDUQo1jUbM\nY5kjrp5G7CNViz2kMthHeTgYSxmYI5YkqXrMGEt9yByxJEl5mTGWMjNHLElS9RmlUNOoah7rrrtg\nhx3METeKqvaRGoc9pDLYR3k4GEu9pCNH/KlPwYEHmiOWJKnqzBhLJZszB847D77/fTjkEDjpJHPE\nkiRVhRljqQ+YI5YkqbEZpVDTyJnH6pwjvvRSc8SNzFyf6mUPqQz2UR4OxlIdussRf/zjuauSJEnL\nwoyxtAQLFsDTT8NjjxUfM2cu/PcvfzFHLElSI1lcxtjBWC1vzhyYNevNQ2/n41mziqF38ODiY4MN\nFh5vtVXxryRJagwOxmoJ7e3ttHXZDy0lePbZRQ+9jz0Gzz8P66331qG343j99WHllfN8T+p73fWR\ntDTsIZXBPuo97kqhpvX66zB7djHo3nhjEW3oPPQ+9hisuOJbh95ttll4vPba0M+0vSRJLc8zxqqs\nlODFFxd9pnfmTHjmGXjXu7o/09vxseqqub8TSZJUFUYp1BDmzIH//m+YOnXh4AuLHno32KAYipfz\n7x6SJKmHjFKoIZx+Otx3HxxxxMLBd/XVIbpt3bcyj6Uy2Eeqlz2kMthHeTgYqxLuugsuvhjuvbfI\n/EqSJPU1oxTK7vXXi23PjjuuuEmGJElSb1lclMJr8ZXdOefAuuvCAQfkrkSSJLUyB2NlNWUKjB0L\nF13U8yzxonhfeZXBPlK97CGVwT7Kw8FY2cybB1/8IpxxRnETDUmSpJzMGCubc8+F//kfmDjRG2xI\nkqS+4T7Gqpzp0+HDH4ZJk2DDDXNXI0mSWoUX36lSFiyAQw4pbuZR5lBsHktlsI9UL3tIZbCP8nAw\nVp+78MIiX3zkkbkrkSRJWsgohfrUjBnwoQ/BX/4CQ4fmrkaSJLUaoxSqhJTg8MPh+OMdiiVJUvU4\nGKvPjBsHzz5bDMa9wTyWymAfqV72kMpgH+WxXO4C1BoefxxOPLHYmm05u06SJFWQGWP1upRgzz1h\niy3gtNNyVyNJklrZ4jLGnrtTr7vqKnj0UZgwIXclkiRJi2bGWL3q6afh61+HSy+FFVbo3fcyj6Uy\n2Eeqlz2kMthHefRoMI6IERExLSIeiogTu/n84IiYGBH3RMTNEbFO7fHNI+L/IuK+iJgcEZ8t+xtQ\ntR15JBx0EGy1Ve5KJEmSFm+JGeOI6Ac8BOwEPA7cAeyXUprW6TnjgetSSpdHRBtwcErpwIjYGFiQ\nUvpHRLwLuBMYmlJ6qct7mDFuQr/9bXHB3T33wEor5a5GkiSp/n2Mtwamp5RmppTmAlcBe3Z5zmbA\nnwBSSu0dn08pTU8p/aN2/ATwNPCOZfkm1Fieew6OOAIuucShWJIkNYaeDMbrArM6rf9Ze6yzycDe\nABGxN7BKRKzR+QkRsTWwfMegrOZ27LGw996w/fZ9957msVQG+0j1sodUBvsoj7J2pTgBuCAiRgK3\nALOB+R2frMUofgkcsKgvMHLkSIYMGQLAwIEDGT58OG1tbcDC5nDdGOvvfredG26Ahx/u2/fvkPv7\nd93Y68mTJ1eqHteNt548eXKl6nHtutXXHcczZsxgSXqSMd4WGJ1SGlFbjwJSSumcRTx/ADA1pTS4\ntl4VaAfOSCn9dhGvMWPcJF56Cd7//iJCsfPOuauRJEl6s3ozxncAG0XEBhGxArAfcF2XN1gzIjre\n4JvApbXHlweuAX6xqKFYzeXEE2GXXRyKJUlS41niYJxSmg8cAdwETAGuSilNjYjTImL32tPagAcj\nYhrwTuDM2uOfBbYDRkbE3RFxV0R8oOxvQtXQ3g6/+x2ce26u92/P88ZqKvaR6mUPqQz2UR49yhin\nlG4ANu3y2Kmdjq8Gru7mdVcAV9RZoxrAK6/AoYfCT34CAwfmrkaSJGnpLTFj3CdFmDFueMceC089\nBVf4a5AkSaqwxWWMy9qVQi3sb3+DK6+E++7LXYkkSdKy68nFd9IizZkDhxwCY8fCoEF5azGPpTLY\nR6qXPaQy2Ed5OBirLqefDsOGwT775K5EkiSpPmaMtczuugtGjIB774W1185djSRJ0pLVu4+x9BZz\n58LBBxdbszkUS5KkZuBgrGVyzjmwzjpwwCJv8t33zGOpDPaR6mUPqQz2UR7uSqGlNmUKnH9+EaWI\nbv8QIUmS1HjMGGupzJ8PH/lIEaP40pdyVyNJkrR0zBirNGPGwIABcNhhuSuRJEkql4Oxemz6dDj7\nbLj4YuhXwc4xj6Uy2Eeqlz2kMthHeVRwvFEVLVhQ3Mjjv/8bNtwwdzWSJEnlM2OsHvnxj+Hyy+HW\nW6F//9zVSJIkLZvFZYwdjLVEM2bAVlsVQ/HQobmrkSRJWnZefKdllhIcfjgcd1z1h2LzWCqDfaR6\n2UMqg32Uh4OxFmvcOHj2WTj++NyVSJIk9S6jFFqkxx+H4cPhj3+EzTfPXY0kSVL9jFJoqaUEX/4y\nfOUrDsWSJKk1OBirW1ddBY88AiedlLuSnjOPpTLYR6qXPaQy2Ed5LJe7AFXPM8/AMcfAddfBCivk\nrkaSJKlvmDHWW+y3HwweDN/9bu5KJEmSyrW4jLFnjPUmv/0t3HVXsRuFJElSKzFjrDc8/zwccQRc\ncgmstFLuapaeeSyVwT5SvewhlcE+ysPBWG849ljYe2/YfvvclUiSJPU9M8YC4IYbiq3Z7rsPVlkl\ndzWSJEm9w4yxFuull+BLXyoiFA7FkiSpVRmlEKNGwS67wM47566kPuaxVAb7SPWyh1QG+ygPzxi3\nuPb2Yr/i++/PXYkkSVJeZoxb2CuvFLd7HjMGdt89dzWSJEm9b3EZYwfjFnbssfDUU3DFFbkrkSRJ\n6huLG4zNGLeo226DK6+E88/PXUl5zGOpDPaR6mUPqQz2UR4Oxi1ozhw4+GAYOxYGDcpdjSRJUjUY\npWhBJ50E06bBhAkQ3f4hQZIkqTm5j7HecPfdcPHFcO+9DsWSJEmdGaVoIXPnwhe/COeeC2uvnbua\n8pnHUhnsI9XLHlIZ7KM8HIxbyDnnwDrrwAEH5K5EkiSpeswYt4gpU6CtDe66C9ZfP3c1kiRJebhd\nW4ubP7/YheKMMxyKJUmSFsXBuAWMGQMDBsBhh+WupHeZx1IZ7CPVyx5SGeyjPNyVoslNnw5nnw2T\nJkE/fw2SJElaJDPGTW7XXeETn4BjjsldiSRJUn5mjFvUn/8M//gHHHFE7kokSZKqz8G4SaUEp5xS\nfCy/fO5q+oZ5LJXBPlK97CGVwT7Kw8G4Sd18Mzz5JHz+87krkSRJagxmjJtQSrDddvC1r8HnPpe7\nGkmSpOowY9xibroJnn8e9t03dyWSJEmNw8G4yaQEJ58Mo0dD//65q+lb5rFUBvtI9bKHVAb7KA8H\n4ybzhz/AnDmwzz65K5EkSWosZoybSEqw5ZbFGeNPfzp3NZIkSdVjxrhFXHtt8e9ee+WtQ5IkqRE5\nGDeJBQuKPYtPOw2i29+Bmp95LJXBPlK97CGVwT7Ko0eDcUSMiIhpEfFQRJzYzecHR8TEiLgnIm6O\niHU6fe6g2usejIgDyyxeC119NbztbbD77rkrkSRJakxLzBhHRD/gIWAn4HHgDmC/lNK0Ts8ZD1yX\nUro8ItqAg1NKB0bEGsDfgQ8CAdwJfDCl9GKX9zBjXIf58+EDH4Dvfx9GjMhdjSRJUnXVmzHeGpie\nUpqZUpoLXAXs2eU5mwF/AkgptXf6/G7ATSmlF1NKLwA3AY5uJRs/HlZfHXbbLXclkiRJjasng/G6\nwKxO63/WHutsMrA3QETsDaxSO1vc9bWzu3mt6jBvXrFn8be/3brZ4g7msVQG+0j1sodUBvsoj+VK\n+jonABdExEjgFooBeP7SfIGRI0cyZMgQAAYOHMjw4cNpa2sDFjaH67euf/UrWHHF9trNPPLXZNRt\nGgAADSdJREFUk3PdoSr1uG7M9eTJkytVj+vGW0+ePLlS9bh23errjuMZM2awJD3JGG8LjE4pjait\nRwEppXTOIp4/AJiaUhocEfsBbSmlL9c+9xPgTymlX3d5jRnjZTB3LgwbBpdcAjvskLsaSZKk6qs3\nY3wHsFFEbBARKwD7Add1eYM1I974Q/43gUtrxzcCu0TE6rVoxS61x1SCyy6DDTZwKJYkSSrDEgfj\nlNJ84AiKC+emAFellKZGxGkR0bE5WBvwYERMA94JnFl77fPA6RQ7U0wCTqtdhKc6vf46nH56sW+x\nCp3/ZCItK/tI9bKHVAb7KI8eZYxTSjcAm3Z57NROx1cDVy/itT8Hfr7MFapb48bBJpvAdtvlrkSS\nJKk5LDFj3CdFmDFeKv/5D2y8MfzmN7DNNrmrkSRJahz1ZoxVMT/7WXFDD4diSZKk8jgYN5jXXoOz\nzjJb3B3zWCqDfaR62UMqg32Uh4Nxg7noIthqK9hyy9yVSJIkNRczxg3klVdgo43ghhtg881zVyNJ\nktR4zBg3iQsvLHahcCiWJEkqn4Nxg3j5Zfje9+DUU5f83FZlHktlsI9UL3tIZbCP8nAwbhAXXAA7\n7gjve1/uSiRJkpqTGeMG8NJLRbb4lltg6NDc1UiSJDUuM8YNbswYGDHCoViSJKk3ORhX3PPPw9ix\ncPLJuSupPvNYKoN9pHrZQyqDfZSHg3HFnXce7LFHcQtoSZIk9R4zxhX27LOwySbw97/Du9+duxpJ\nkqTGZ8a4QZ17Luyzj0OxJElSX3Awrqinny5u/3zSSbkraRzmsVQG+0j1sodUBvsoDwfjivre92D/\n/WHw4NyVSJIktQYzxhX05JOw2WZw332w7rq5q5EkSWoei8sYOxhX0Ne/Xvw7ZkzeOiRJkpqNF981\nkNmz4Ze/hFGjclfSeMxjqQz2keplD6kM9lEeDsYVc/bZcPDBsPbauSuRJElqLUYpKuSxx2CLLWDa\nNHjHO3JXI0mS1HyMUjSIM8+Eww93KJYkScrBwbgiHn0UJkyA44/PXUnjMo+lMthHqpc9pDLYR3k4\nGFfEGWfAV78Ka66ZuxJJkqTWZMa4Ah5+GLbdFqZPhzXWyF2NJElS8zJjXHHf/jYcdZRDsSRJUk4O\nxplNmwbXXw9HH527ksZnHktlsI9UL3tIZbCP8nAwzuzb34ZjjoHVV89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qzENiQgDNYhYRERGRzulfgTnYTmWrc5g9pDYHZs1iFhEREZFO6FeBOSq47QpzZLAdf5uh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\nJElSAwZmSZIkqQEDsyRJktTAfwEvMMLwGqTqJAAAAABJRU5ErkJggg==\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -336,7 +325,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython2", - "version": "2.7.12" + "version": "2.7.6" } }, "nbformat": 4, diff --git a/notebooks/neural_networks/forward_and_backward.ipynb b/notebooks/neural_networks/forward_and_backward.ipynb index 26182bc..fe9a880 100644 --- a/notebooks/neural_networks/forward_and_backward.ipynb +++ b/notebooks/neural_networks/forward_and_backward.ipynb @@ -44,16 +44,14 @@ { "cell_type": "code", "execution_count": 2, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "creating: createLinear\n", - "{u'Linear@d2b68b77': {u'gradWeight': array([[ 0., 0.]], dtype=float32), u'bias': array([ 0.05133221], dtype=float32), u'weight': array([[-0.56752282, -0.36998892]], dtype=float32), u'gradBias': array([ 0.], dtype=float32)}}\n" + "{u'Linear59d17818': {u'gradWeight': array([[ 0., 0.]], dtype=float32), u'bias': array([-0.56499642], dtype=float32), u'weight': array([[ 0.57309681, 0.10026805]], dtype=float32), u'gradBias': array([ 0.], dtype=float32)}}\n" ] } ], @@ -67,15 +65,13 @@ { "cell_type": "code", "execution_count": 3, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "[ 0.22378722]\n" + "[-0.19243571]\n" ] } ], @@ -96,17 +92,15 @@ { "cell_type": "code", "execution_count": 4, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "creating: createAbsCriterion\n", - "loss: 0.22378722\n", - "{u'Linear@d2b68b77': {u'gradWeight': array([[ 1., -2.]], dtype=float32), u'bias': array([ 0.05133221], dtype=float32), u'weight': array([[-0.56752282, -0.36998892]], dtype=float32), u'gradBias': array([ 1.], dtype=float32)}}\n" + "loss: 0.19243571\n", + "{u'Linear59d17818': {u'gradWeight': array([[-1., 2.]], dtype=float32), u'bias': array([-0.56499642], dtype=float32), u'weight': array([[ 0.57309681, 0.10026805]], dtype=float32), u'gradBias': array([-1.], dtype=float32)}}\n" ] } ], @@ -131,6 +125,15 @@ "From above we can see that the backward pass has computed the gradient of the weights in respect to the loss. Therefore we can update the weights with the gradients using algorithms such as *stochastic gradient descent*. However in practice you **should** use *optimizer.optimize()* to circumvent the details." ] }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [] + }, { "cell_type": "code", "execution_count": null, @@ -157,7 +160,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython2", - "version": "2.7.12" + "version": "2.7.6" } }, "nbformat": 4, diff --git a/notebooks/neural_networks/introduction_to_mnist.ipynb b/notebooks/neural_networks/introduction_to_mnist.ipynb index 07b4211..ef570d9 100644 --- a/notebooks/neural_networks/introduction_to_mnist.ipynb +++ b/notebooks/neural_networks/introduction_to_mnist.ipynb @@ -24,9 +24,7 @@ { "cell_type": "code", "execution_count": 1, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -56,9 +54,7 @@ { "cell_type": "code", "execution_count": 2, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -96,9 +92,7 @@ { "cell_type": "code", "execution_count": 3, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -110,9 +104,9 @@ }, { "data": { - "image/png": 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HWvyZmZlUFIVXr17lkiVLOHjwYA4ePJgAeP/99/Orr76ioiisrKxkZWWlNrnK39+f06dP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\nHxebd0nIMiF9AAAAAElFTkSuQmCC\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -135,9 +129,7 @@ { "cell_type": "code", "execution_count": 4, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -199,9 +191,7 @@ { "cell_type": "code", "execution_count": 6, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -257,7 +247,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython2", - "version": "2.7.12" + "version": "2.7.6" } }, "nbformat": 4, diff --git a/notebooks/neural_networks/linear_regression.ipynb b/notebooks/neural_networks/linear_regression.ipynb index 658603f..12fe13b 100644 --- a/notebooks/neural_networks/linear_regression.ipynb +++ b/notebooks/neural_networks/linear_regression.ipynb @@ -17,9 +17,7 @@ { "cell_type": "code", "execution_count": 1, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -80,9 +78,7 @@ { "cell_type": "code", "execution_count": 3, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -122,9 +118,7 @@ { "cell_type": "code", "execution_count": 4, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -164,9 +158,7 @@ { "cell_type": "code", "execution_count": 6, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -174,15 +166,15 @@ "text": [ "predict predict: \n", "\n", - "[ 1.48450136]\n", + "[ 2.85446405]\n", "\n", - "[ 3.27808809]\n", + "[ 3.18686581]\n", "\n", - "[ 1.87193513]\n", + "[ 1.30776262]\n", "\n", - "[ 3.40717745]\n", + "[ 4.14289856]\n", "\n", - "[ 4.11920691]\n", + "[ 2.40924406]\n", "\n" ] } @@ -207,15 +199,13 @@ { "cell_type": "code", "execution_count": 7, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "8.19934\n" + "8.16338\n" ] } ], @@ -264,7 +254,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython2", - "version": "2.7.12" + "version": "2.7.6" } }, "nbformat": 4, diff --git a/notebooks/neural_networks/logistic_regression.ipynb b/notebooks/neural_networks/logistic_regression.ipynb index 39ebb30..a51b85c 100644 --- a/notebooks/neural_networks/logistic_regression.ipynb +++ b/notebooks/neural_networks/logistic_regression.ipynb @@ -17,9 +17,7 @@ { "cell_type": "code", "execution_count": 1, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -55,9 +53,7 @@ { "cell_type": "code", "execution_count": 2, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -101,9 +97,7 @@ { "cell_type": "code", "execution_count": 4, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -134,9 +128,7 @@ { "cell_type": "code", "execution_count": 5, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -165,17 +157,15 @@ { "cell_type": "code", "execution_count": 6, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Optimization Done.\n", - "CPU times: user 4 ms, sys: 0 ns, total: 4 ms\n", - "Wall time: 14.5 s\n" + "CPU times: user 4.84 ms, sys: 2.75 ms, total: 7.59 ms\n", + "Wall time: 13.2 s\n" ] } ], @@ -203,25 +193,25 @@ { "cell_type": "code", "execution_count": 8, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ + "('Extracting', 'datasets/mnist/t10k-images-idx3-ubyte.gz')\n", + "('Extracting', 'datasets/mnist/t10k-labels-idx1-ubyte.gz')\n", "Ground Truth labels:\n", - "7.0, 2.0, 1.0, 0.0, 4.0, 1.0, 4.0, 9.0\n", + "7, 2, 1, 0, 4, 1, 4, 9\n", "Predicted labels:\n", "7, 2, 1, 0, 4, 1, 4, 9\n" ] }, { "data": { - "image/png": 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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -230,10 +220,11 @@ ], "source": [ "# Prediction\n", + "(test_images, test_labels) = mnist.read_data_sets(mnist_path, \"test\")\n", "predictions = trained_model.predict(test_data)\n", - "imshow(np.column_stack([np.array(s.features).reshape(28,28) for s in test_data.take(8)]),cmap='gray'); axis('off')\n", + "imshow(np.column_stack([np.array(s).reshape(28,28) for s in test_images[0:8]]),cmap='gray'); axis('off')\n", "print 'Ground Truth labels:'\n", - "print ', '.join(str(map_groundtruth_label(s.label)) for s in test_data.take(8))\n", + "print ', '.join(str(s) for s in test_labels[0:8])\n", "print 'Predicted labels:'\n", "print ', '.join(str(map_predict_label(s)) for s in predictions.take(8))" ] @@ -264,7 +255,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython2", - "version": "2.7.12" + "version": "2.7.6" } }, "nbformat": 4, diff --git a/notebooks/neural_networks/lstm.ipynb b/notebooks/neural_networks/lstm.ipynb index 3bd8031..4fe9160 100644 --- a/notebooks/neural_networks/lstm.ipynb +++ b/notebooks/neural_networks/lstm.ipynb @@ -17,9 +17,7 @@ { "cell_type": "code", "execution_count": 1, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -63,9 +61,7 @@ { "cell_type": "code", "execution_count": 2, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -84,9 +80,6 @@ "# Get and store MNIST into RDD of Sample, please edit the \"mnist_path\" accordingly.\n", "mnist_path = \"datasets/mnist\"\n", "(train_data, test_data) = get_mnist(sc, mnist_path)\n", - "\n", - "train_data = train_data.map(lambda s: Sample.from_ndarray(np.resize(s.features, (28, 28)), s.label))\n", - "test_data = test_data.map(lambda s: Sample.from_ndarray(np.resize(s.features, (28, 28)), s.label))\n", "print train_data.count()\n", "print test_data.count()" ] @@ -117,7 +110,7 @@ "batch_size = 64\n", "\n", "# Network Parameters\n", - "n_input = 28 # MNIST data input (img shape: 28*28)\n", + "n_input = 784 # MNIST data input (img shape: 28*28)\n", "n_hidden = 128 # hidden layer num of features\n", "n_classes = 10 # MNIST total classes (0-9 digits)" ] @@ -125,9 +118,7 @@ { "cell_type": "code", "execution_count": 4, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -165,9 +156,7 @@ { "cell_type": "code", "execution_count": 5, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -182,7 +171,7 @@ "creating: createTrainSummary\n", "creating: createSeveralIteration\n", "creating: createValidationSummary\n", - "saving logs to rnn-20170720-151955\n" + "saving logs to rnn-20171020-142900\n" ] } ], @@ -221,17 +210,15 @@ { "cell_type": "code", "execution_count": 6, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Optimization Done.\n", - "CPU times: user 40 ms, sys: 12 ms, total: 52 ms\n", - "Wall time: 11min 4s\n" + "CPU times: user 10.7 ms, sys: 5.2 ms, total: 15.9 ms\n", + "Wall time: 2min 7s\n" ] } ], @@ -244,7 +231,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 11, "metadata": { "collapsed": true }, @@ -258,28 +245,28 @@ }, { "cell_type": "code", - "execution_count": 8, - "metadata": { - "collapsed": false - }, + "execution_count": 12, + "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ + "('Extracting', 'datasets/mnist/t10k-images-idx3-ubyte.gz')\n", + "('Extracting', 'datasets/mnist/t10k-labels-idx1-ubyte.gz')\n", "Ground Truth labels:\n", - "7.0, 2.0, 1.0, 0.0, 4.0, 1.0, 4.0, 9.0\n", + "7, 2, 1, 0, 4, 1, 4, 9\n", "Predicted labels:\n", "7, 2, 1, 0, 4, 1, 4, 9\n", - "CPU times: user 40 ms, sys: 0 ns, total: 40 ms\n", - "Wall time: 3.23 s\n" + "CPU times: user 62.9 ms, sys: 2.84 ms, total: 65.8 ms\n", + "Wall time: 284 ms\n" ] }, { "data": { - "image/png": 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+ "image/png": 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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -288,33 +275,25 @@ ], "source": [ "%%time\n", + "(test_images, test_labels) = mnist.read_data_sets(mnist_path, \"test\")\n", "predictions = trained_model.predict(test_data)\n", - "imshow(np.column_stack([np.array(s.features).reshape(28,28) for s in test_data.take(8)]),cmap='gray'); axis('off')\n", + "imshow(np.column_stack([np.array(s).reshape(28,28) for s in test_images[0:8]]),cmap='gray'); axis('off')\n", "print 'Ground Truth labels:'\n", - "print ', '.join(str(map_groundtruth_label(s.label)) for s in test_data.take(8))\n", + "print ', '.join(str(s) for s in test_labels[0:8])\n", "print 'Predicted labels:'\n", "print ', '.join(str(map_predict_label(s)) for s in predictions.take(8))" ] }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## 4. Draw the performance curve" - ] - }, { "cell_type": "code", - "execution_count": 9, - "metadata": { - "collapsed": false - }, + "execution_count": 13, + "metadata": {}, "outputs": [ { "data": { - "image/png": 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/iEnfuST33tuzM3czZ/Ys2MiSw1xr/4sWZc/rv/lmf/AWFz/wXbBA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HJHsIAAAAgDPD9G3nHJHsIQAAAADKSPYAEnFqr/Y6tktrZaTRGw8AAADJ48iZaUnq3KaZ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\nbv9oQdgA8/Wi7Xo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/TQNGTNLCLftkWVZAiPMvrYlUZiTVljrYXRjOi2Px28bcEp321GS9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\nNtbSpVMZbx9/NMd23syn3/M2unYqL3aJkqQ2ym9AlNQhrdu+mwdmr2Z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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -338,6 +317,13 @@ "plt.grid(True)" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 4. Draw the performance curve" + ] + }, { "cell_type": "code", "execution_count": null, @@ -364,7 +350,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython2", - "version": "2.7.12" + "version": "2.7.6" } }, "nbformat": 4, diff --git a/notebooks/neural_networks/rnn.ipynb b/notebooks/neural_networks/rnn.ipynb index 65e3985..177ae70 100644 --- a/notebooks/neural_networks/rnn.ipynb +++ b/notebooks/neural_networks/rnn.ipynb @@ -17,9 +17,7 @@ { "cell_type": "code", "execution_count": 1, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -62,10 +60,8 @@ }, { "cell_type": "code", - "execution_count": 2, - "metadata": { - "collapsed": false - }, + "execution_count": 3, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -84,9 +80,6 @@ "# Get and store MNIST into RDD of Sample, please edit the \"mnist_path\" accordingly.\n", "mnist_path = \"datasets/mnist\"\n", "(train_data, test_data) = get_mnist(sc, mnist_path)\n", - "\n", - "train_data = train_data.map(lambda s: Sample.from_ndarray(np.resize(s.features, (28, 28)), s.label))\n", - "test_data = test_data.map(lambda s: Sample.from_ndarray(np.resize(s.features, (28, 28)), s.label))\n", "print train_data.count()\n", "print test_data.count()" ] @@ -107,7 +100,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 4, "metadata": { "collapsed": true }, @@ -124,10 +117,8 @@ }, { "cell_type": "code", - "execution_count": 4, - "metadata": { - "collapsed": false - }, + "execution_count": 5, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -165,10 +156,8 @@ }, { "cell_type": "code", - "execution_count": 5, - "metadata": { - "collapsed": false - }, + "execution_count": 6, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -183,7 +172,7 @@ "creating: createTrainSummary\n", "creating: createSeveralIteration\n", "creating: createValidationSummary\n", - "saving logs to rnn-20170720-153348\n" + "saving logs to rnn-20171020-153153\n" ] } ], @@ -221,18 +210,16 @@ }, { "cell_type": "code", - "execution_count": 6, - "metadata": { - "collapsed": false - }, + "execution_count": 7, + "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Optimization Done.\n", - "CPU times: user 16 ms, sys: 0 ns, total: 16 ms\n", - "Wall time: 3min 42s\n" + "CPU times: user 11.8 ms, sys: 6.27 ms, total: 18.1 ms\n", + "Wall time: 2min 31s\n" ] } ], @@ -245,7 +232,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 8, "metadata": { "collapsed": true }, @@ -259,28 +246,28 @@ }, { "cell_type": "code", - "execution_count": 8, - "metadata": { - "collapsed": false - }, + "execution_count": 9, + "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ + "('Extracting', 'datasets/mnist/t10k-images-idx3-ubyte.gz')\n", + "('Extracting', 'datasets/mnist/t10k-labels-idx1-ubyte.gz')\n", "Ground Truth labels:\n", - "7.0, 2.0, 1.0, 0.0, 4.0, 1.0, 4.0, 9.0\n", + "7, 2, 1, 0, 4, 1, 4, 9\n", "Predicted labels:\n", "7, 2, 1, 0, 4, 1, 4, 9\n", - "CPU times: user 32 ms, sys: 4 ms, total: 36 ms\n", - "Wall time: 687 ms\n" + "CPU times: user 68.2 ms, sys: 3.46 ms, total: 71.7 ms\n", + "Wall time: 1.14 s\n" ] }, { "data": { - "image/png": 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+ "image/png": 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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -289,10 +276,11 @@ ], "source": [ "%%time\n", + "(test_images, test_labels) = mnist.read_data_sets(mnist_path, \"test\")\n", "predictions = trained_model.predict(test_data)\n", - "imshow(np.column_stack([np.array(s.features).reshape(28,28) for s in test_data.take(8)]),cmap='gray'); axis('off')\n", + "imshow(np.column_stack([np.array(s).reshape(28,28) for s in test_images[0:8]]),cmap='gray'); axis('off')\n", "print 'Ground Truth labels:'\n", - "print ', '.join(str(map_groundtruth_label(s.label)) for s in test_data.take(8))\n", + "print ', '.join(str(s) for s in test_labels[0:8])\n", "print 'Predicted labels:'\n", "print ', '.join(str(map_predict_label(s)) for s in predictions.take(8))" ] @@ -306,16 +294,14 @@ }, { "cell_type": "code", - "execution_count": 9, - "metadata": { - "collapsed": false - }, + "execution_count": 10, + "metadata": {}, "outputs": [ { "data": { - "image/png": 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I4EiX/ey6q3f/ssvKqTERERERkV3ZqRSZVCImlWL33YGhQ73lHFSZiIiIiAqo0qkUFbd0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Ga+tdPr2jcuwSrJnfrjmA/YrydgeKKzF9UWhqTssB/P1frsPTP24OyTrDTe6Z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\noU3GdryK2nq8t2QPVuwuwixPYB3sxPa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9mw2W063slLKTmfnIGDCTpndvGoGZfz0j6HKf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\nq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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -365,7 +351,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython2", - "version": "2.7.12" + "version": "2.7.6" } }, "nbformat": 4, diff --git a/notebooks/neural_networks/utils.py b/notebooks/neural_networks/utils.py index 38dc0ee..2b36ef3 100644 --- a/notebooks/neural_networks/utils.py +++ b/notebooks/neural_networks/utils.py @@ -12,13 +12,33 @@ def get_mnist(sc, mnist_path): rdd_train_labels = sc.parallelize(train_labels) rdd_test_images = sc.parallelize(test_images) rdd_test_labels = sc.parallelize(test_labels) - rdd_train_sample = rdd_train_images.zip(rdd_train_labels).map(lambda (features, label): - common.Sample.from_ndarray( - (features - training_mean) / training_std, + common.Sample.from_ndarray(np.resize( + (features - training_mean) / training_std,(28,28)), label + 1)) rdd_test_sample = rdd_test_images.zip(rdd_test_labels).map(lambda (features, label): - common.Sample.from_ndarray( - (features - training_mean) / training_std, + common.Sample.from_ndarray(np.resize( + (features - training_mean) / training_std,(28,28)), label + 1)) return (rdd_train_sample, rdd_test_sample) +def get_mnist_autoencoder(sc, mnist_path): + # target is start from 0, + (train_images, train_labels) = mnist.read_data_sets(mnist_path, "train") + (test_images, test_labels) = mnist.read_data_sets(mnist_path, "test") + training_mean = np.mean(train_images) + training_std = np.std(train_images) + rdd_train_images = sc.parallelize(train_images) + rdd_train_labels = sc.parallelize(train_labels) + rdd_test_images = sc.parallelize(test_images) + rdd_test_labels = sc.parallelize(test_labels) + rdd_train_sample = rdd_train_images.zip(rdd_train_labels).map(lambda (features, label): + common.Sample.from_ndarray(np.resize( + (features - training_mean) / training_std,(28,28)), + np.resize( + (features - training_mean) / training_std,(28,28)))) + rdd_test_sample = rdd_test_images.zip(rdd_test_labels).map(lambda (features, label): + common.Sample.from_ndarray(np.resize( + (features - training_mean) / training_std,(28,28)), + np.resize( + (features - training_mean) / training_std,(28,28)))) + return (rdd_train_sample, rdd_test_sample) \ No newline at end of file From 6ac6a0ba9e2a1b35c78ea5e4da36e03254f57dce Mon Sep 17 00:00:00 2001 From: lopelopelope Date: Tue, 24 Oct 2017 09:34:00 +0800 Subject: [PATCH 02/18] changes according to code changes --- notebooks/neural_networks/autoencoder.ipynb | 54 +++++++++--------- notebooks/neural_networks/birnn.ipynb | 51 +++++++---------- notebooks/neural_networks/cnn.ipynb | 56 +++++++++---------- .../deep_feed_forward_neural_network.ipynb | 43 +++++++------- .../forward_and_backward.ipynb | 17 ++---- .../introduction_to_mnist.ipynb | 2 +- .../neural_networks/linear_regression.ipynb | 12 ++-- .../neural_networks/logistic_regression.ipynb | 17 +++--- notebooks/neural_networks/lstm.ipynb | 52 ++++++++--------- notebooks/neural_networks/rnn.ipynb | 46 +++++++-------- notebooks/neural_networks/utils.py | 30 ++-------- start_notebook.sh | 3 +- 12 files changed, 165 insertions(+), 218 deletions(-) diff --git a/notebooks/neural_networks/autoencoder.ipynb b/notebooks/neural_networks/autoencoder.ipynb index 5a404fd..03ac14b 100644 --- a/notebooks/neural_networks/autoencoder.ipynb +++ b/notebooks/neural_networks/autoencoder.ipynb @@ -9,7 +9,7 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": 8, "metadata": {}, "outputs": [ { @@ -33,13 +33,14 @@ "from bigdl.util.common import *\n", "from bigdl.dataset.transformer import *\n", "from bigdl.dataset import mnist\n", - "from utils import *\n", + "from utils import get_mnist\n", + "\n", "init_engine()" ] }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 9, "metadata": {}, "outputs": [ { @@ -58,7 +59,12 @@ "source": [ "# Get and store MNIST into RDD of Sample, please edit the \"mnist_path\" accordingly.\n", "mnist_path = \"datasets/mnist\"\n", - "(train_data, test_data) = get_mnist_autoencoder(sc, mnist_path)\n", + "(train_data, test_data) = get_mnist(sc, mnist_path)\n", + "train_data = train_data.map(lambda sample:\n", + " Sample.from_ndarray(np.resize(sample.features.to_ndarray(), (28*28,)), np.resize(sample.features.to_ndarray(), (28*28,))))\n", + "test_data = test_data.map(lambda sample:\n", + " Sample.from_ndarray(np.resize(sample.features.to_ndarray(), (28*28,)), np.resize(sample.features.to_ndarray(), (28*28,))))\n", + "\n", "print train_data.count()\n", "print test_data.count()" ] @@ -84,7 +90,7 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 4, "metadata": {}, "outputs": [ { @@ -92,7 +98,6 @@ "output_type": "stream", "text": [ "creating: createSequential\n", - "creating: createReshape\n", "creating: createLinear\n", "creating: createReLU\n", "creating: createLinear\n", @@ -106,7 +111,7 @@ "def build_autoencoder(n_input, n_hidden):\n", " # Initialize a sequential container\n", " model = Sequential()\n", - " model.add(Reshape([784]))\n", + "\n", " # encoder\n", " model.add(Linear(n_input, n_hidden))\n", " model.add(ReLU())\n", @@ -120,7 +125,7 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 5, "metadata": {}, "outputs": [ { @@ -132,7 +137,7 @@ "creating: createMaxEpoch\n", "creating: createOptimizer\n", "creating: createTrainSummary\n", - "saving logs to autoencoder-20171020-140339\n" + "saving logs to autoencoder-20171024-085650\n" ] } ], @@ -159,7 +164,7 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 6, "metadata": {}, "outputs": [ { @@ -167,8 +172,8 @@ "output_type": "stream", "text": [ "Optimization Done.\n", - "CPU times: user 3.3 ms, sys: 1.73 ms, total: 5.03 ms\n", - "Wall time: 19.9 s\n" + "CPU times: user 2.72 ms, sys: 1.5 ms, total: 4.22 ms\n", + "Wall time: 24.6 s\n" ] } ], @@ -181,24 +186,24 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 22, + "execution_count": 7, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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FlgzG1tqLl3h/v6StTVuRj1cx/vC/P6jv/88L1Z1wW/EzAAAAQLhbKbxjoR/dP6V/u3dP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bXzSJ8eOosZMEb/yTKQ5TS+PzdNKcXPppaabtPqr5R+H31Om+49tkv6Sj0tmr1Om2nzJHsRQ+5M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\nVtWVdLXkk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9AgAAAGkw8wsAAIC6V3Xhl5lfJDFThTSoG/iiZuCLmglXVYZfZn4BAAAwE6pu5ve975WO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\n8stvUn747euzX4STpNmzZ3a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4ombgi5oJF+E3AC7wus6vFN95bSLJL7zNnWt3XUjO/EoT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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -218,7 +223,7 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": 8, "metadata": {}, "outputs": [ { @@ -231,9 +236,9 @@ }, { "data": { - "image/png": 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YNgOw7CVJDVp25qu+bSdeKustxU2sW92X3Xo7M5lMI5r4tnXhIBqTwTymUkgB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\ng8FgMASBGUwZDAaDwWAwBIEZTBkMBoPBYDAEwf8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OtXyp5G30s/dLTla9cp6iz1+hx+6mIZrIL59dQ2c0n4BfM0ke18obx+fNSuDj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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -249,15 +254,6 @@ " a[1][i].imshow(np.reshape(examples[i], (28, 28)))" ] }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [] - }, { "cell_type": "code", "execution_count": null, diff --git a/notebooks/neural_networks/birnn.ipynb b/notebooks/neural_networks/birnn.ipynb index e6ece5e..08fcd52 100644 --- a/notebooks/neural_networks/birnn.ipynb +++ b/notebooks/neural_networks/birnn.ipynb @@ -60,7 +60,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 3, "metadata": {}, "outputs": [ { @@ -80,6 +80,9 @@ "# Get and store MNIST into RDD of Sample, please edit the \"mnist_path\" accordingly.\n", "mnist_path = \"datasets/mnist\"\n", "(train_data, test_data) = get_mnist(sc, mnist_path)\n", + "\n", + "train_data = train_data.map(lambda s: Sample.from_ndarray(np.resize(s.features.to_ndarray(), (28, 28)), s.label.to_ndarray()))\n", + "test_data = test_data.map(lambda s: Sample.from_ndarray(np.resize(s.features.to_ndarray(), (28, 28)), s.label.to_ndarray()))\n", "print train_data.count()\n", "print test_data.count()" ] @@ -100,7 +103,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 4, "metadata": { "collapsed": true }, @@ -117,7 +120,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 5, "metadata": {}, "outputs": [ { @@ -156,7 +159,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 6, "metadata": {}, "outputs": [ { @@ -172,7 +175,7 @@ "creating: createTrainSummary\n", "creating: createSeveralIteration\n", "creating: createValidationSummary\n", - "saving logs to rnn-20171020-151630\n" + "saving logs to rnn-20171024-085831\n" ] } ], @@ -209,19 +212,9 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Optimization Done.\n", - "CPU times: user 30.4 ms, sys: 18.4 ms, total: 48.8 ms\n", - "Wall time: 7min 52s\n" - ] - } - ], + "outputs": [], "source": [ "%%time\n", "# Boot training process\n", @@ -252,21 +245,19 @@ "name": "stdout", "output_type": "stream", "text": [ - "('Extracting', 'datasets/mnist/t10k-images-idx3-ubyte.gz')\n", - "('Extracting', 'datasets/mnist/t10k-labels-idx1-ubyte.gz')\n", "Ground Truth labels:\n", - "7, 2, 1, 0, 4, 1, 4, 9\n", + "7.0, 2.0, 1.0, 0.0, 4.0, 1.0, 4.0, 9.0\n", "Predicted labels:\n", "7, 2, 1, 0, 4, 1, 4, 9\n", - "CPU times: user 66.7 ms, sys: 4.05 ms, total: 70.7 ms\n", - "Wall time: 4.14 s\n" + "CPU times: user 48 ms, sys: 0 ns, total: 48 ms\n", + "Wall time: 6.35 s\n" ] }, { "data": { - "image/png": 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4XC70ej1er5fBwcEDv9AIhEIhZmZmePDgAfn5+TQ1NXHx4kU8Hg9TU1M/OCF9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\nEhIShwhJtCUkJCQOEZJoS0hISBwi/h+VT5MPioEPEgAAAABJRU5ErkJggg==\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -276,13 +267,11 @@ "source": [ "%%time\n", "predictions = trained_model.predict(test_data)\n", - "(test_images, test_labels) = mnist.read_data_sets(mnist_path, \"test\")\n", - "predictions = trained_model.predict(test_data)\n", - "imshow(np.column_stack([np.array(s).reshape(28,28) for s in test_images[0:8]]),cmap='gray'); axis('off')\n", + "imshow(np.column_stack([np.array(s.features.to_ndarray()).reshape(28,28) for s in test_data.take(8)]),cmap='gray'); axis('off')\n", "print 'Ground Truth labels:'\n", - "print ', '.join(str(s) for s in test_labels[0:8])\n", + "print ', '.join(str(map_groundtruth_label(s.label.to_ndarray())) for s in test_data.take(8))\n", "print 'Predicted labels:'\n", - "print ', '.join(str(map_predict_label(s)) for s in predictions.take(8))\n" + "print ', '.join(str(map_predict_label(s)) for s in predictions.take(8))" ] }, { @@ -299,9 +288,9 @@ "outputs": [ { "data": { - "image/png": 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tZXXWCT7Wudvg5CG/H3iE63YnLd8Rdnuly3aDgrF08Hkl8zb5Enhzb3l3tiRp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\n63uZyS2Nx4INe2StjfrjbIy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Lj+mW0u0BDfH594nNBpkJyZY6K01xOT43w+dGP3FI5nes\n971f1+m1ihRtoG2ialy+/9IZK344c72qPF4t3RVf8DdiwWZd/Urd2sa+OHqykwkq7osz5Wt3RbWm\nucwO2NiiPefNUQbUJjqzb1B+QoM663+dS/bW6MmvwwcID52+zvUKz8Tl2+tUN9lb7QnNQRA52cuZ\n/xwfFggHU72CVw+cqSvx5j//IJCq4pZO1BD3f75QRz8wKmxZZD685K8yFWlHWXWo0orTiPmb47pS\nksxVPufVUKn2M5VoTzbpIo3koE5tJEm/H3iErjrJPZcoGmulAT076zdn9tTvzjq8zv3OwPuvF/VR\nxzYt9My1J0Td3t0X95FUeybWpV3L0IexZX5eQiknABpXKgeQplOsKi1NwYj5dS9rR6vo0Rh81qrv\nA9FnPnXj1kv4s9em6/7Lj475OLcpslPlhEfqDnxOh1hjj9xmqB1TlFyd8Pw8ExpYWp9P47ha5db7\nG82dw77XgJ77hS3bvKcybEKsSM4KJ8Fyg1UuVXgS6YB1zinQmOJJzYrFmZ4Xy+odyVfXqqzx6qEv\ni0KBeqLjEQiyG0m7VgUJDwQ6+kB/HtURXdspP8/o/sv7hu775NbTQhUX/nTBkfL5rAZferRat3BP\nAXn55yfp90PnSKqt1xrMGR9weOfQD05+npECx/lBHVu75gIzuBJAfSJ72ZoDt9rujWXWml0xK5e4\nld50U+316f4vYs9eOK6BA4ebgtlr6696ERQ5nbzkz1FORn6e0Z8+/L7+FaW4SlgmKrKsZ6wAWwqv\npBTMSx7rcvKYSGiY6MlgUzFl5Q6dfkSXOsvrG0MRS7AqTNDSBGMhguwm5MfHH6Te+7dXX5fZH3/Q\no/bstmObFnr4imNct/HVH89U53YtdWDHNnXu+9vFR6nX/u103Snd1alNCw2dvk4F+UYKfLdPGew+\nMveQfdtmfZDdo3NbrWmGQQIaVzylnoB4pHp2zWy1cfdevTJhZZ0Ui3SJt3e0qahvIGdQQ3uNm4Of\nvTZdk+45V2c9FbuCSEN88f0mPXd9/em/QeRkNyHGGNcAOxHHHNwxFGCP+tNZYQMP27TM1/+depha\n5Ofpzz88UpK/zu68By7UvAcvjLrNDjFmvUu1W86pmx6TDvt3aN0o2z3m4Ia9n+ny7HXR040ANFzk\nhECILlMBdra75d36BxE3d86ypk0BQXYWO6pbh6gDD4OXjrp1aK2ObVuoY5sWofvG/uUcjf/rwNDt\n03t10XGHdKyzjR6d65aXusOlOskBHWLPfBd028Aj9IvTesS1riS1LMhLuvjDOzf115g/n622gfOH\nGYFLdA2s3lTH/u0bJ3hPtaMCqUoAADRXn8WZT98QexKoukWQnaM6t2ulp64+Tv91mVmy1/7t1LPL\nPvrXT4/XVScdrGtOPkRf3n6mpg0+X9/97VzdfVEf/eSEg3RD/0Nj7mPEHWdKktoE8sb/9dPjdUP/\nQ3X/5X1dSw/ec/FROrhTbZrLSz8/SXcFetyj+ebP5+iuHx6Z0AxkB3ZsrbOP7KojD2ivy4/wn1wE\nH39413Z6wJELP/S3A+Lerps/XdBbLfPzNGXQeZr+9/P19k39dXWCA2GTNeTG6OUTf9j3gLDbNR5/\nruih+7XVuLvOadR2AQDQXJUlMDA07UG2MeZiY8xSY8wKY8wgl/tbGWM+DNw/3RjTI91tzBXXntJd\nB8RIk7j65EPCqpZ069hah+zbVn84t5eevf5E3Xz24Zr3wIW677Lake7HBSaRuPuiPup3kL/3+7Zz\n/b3bF/Y7QP+46lj95sye+mE/f5D36E/cc8sl6dJjD9QfI0oKfv6HM0K9zU9fc5x67d9Ofzy/ty47\n7sC4n/fPB9SeHBy5r/8EIDg9db4x+smJB0uSBl1ylM7oVTuI4v0YAXcwLeSjW07TFSccJEm6/LgD\nddwhnbTs8Ut0UKc2OqBDa51zZNc6veVLH7tYSx69OO72x9Jr/3ahvy/sF34Vo6fjxKZ/j/AR7FUe\nf77e/u1b6Yiu7dRUdWkX31WRoAsjTiYiHdSxeVxpAAA0Da0L4g+d0xpkG2PyJb0o6RJJfSXdYIzp\nG7HabyTtstb2kvRvSf9MZxsRP2OMOrZtod+edbhaFeTp+O6ddEHfAzR18Hn6w7m1aSPX/qC71jx5\nmdq3rk1JufP83rrz/N667gfdNfKOszTFMcPX5384Qx/felrodjAgXP74JTqheyf16eYPaC84ujaA\nevqa4+u0z626y5JHLw5rW7sW/oi3S3t/5ZXWLfO13z4ttebJy3TrOUeEPfZ0R8A9ZdB5uuO8Xvrr\nhUdq2WOX6M1fnaJHf3KM+vfcT89df6LWPHmZXvhZ+GxyQacd0VmS9N5vBmj+QxeqVUG+WrfI18on\nLg07Wfj7pUe5Pj7Sr8/oEfr7kSv6hd035s9nh/4e/9eBOj6Q9tOqRe1Hf9SfztIJ3Tvphv6H6t+B\n3PLKUNQAACAASURBVOyL+h2gKwMnG/FY8ujF+saxL6eWEcWIn7n2eL3q6GV/+Mf9Ih8S5tu7ztHb\nN/UPtdXNCz870TWgPidi1q5I+YlMXRfQvnWBnjiz7sDix688Rr32bxfzCs+TVx0b9b5EZGrsQrqc\nevh+9a/UiCKPWUT33m8GqM8BpJshd0Sr6ubGJDPtZrKMMadJeshae1Hg9mBJstb+w7HO6MA6U40x\nBZK2SOpqYzS0T58+dunSpY3beGRMtcenKo83FKRvL63SzDXFuvTY8N7r29+fo7N7d1WblvlasqVE\nd190lKas2KEWBXlq0yJf3yzaGhrwGVRYWKjSfY/UWb276LVJq3RD/0PrTGW8raRSVR6fuu/XVsu3\nlqqi2qvju3dSQ+woq3LtlX17yho9+GWRBvTcT8NuPlVDp6/T9+t369ZzDld+Xp5enbBShUu365Ub\nT9bHs9Zr6PR1WvnEpfrFm9M1ecVOfXzraZq/YY/atyrQtad0l+QfCLJhV4WeufYEvfHdaj361SLN\nuPd8jVq4RT867iDtGyjt6GbFtlI9PXqpRgdqzj70o77q1rGNfNbq09kbNDhwItBr//aB9ct0wTP+\naa37HdRBRZtKNPu+C3TyY2N1So999fGttRMmfT53o/704fd1RoMf2LG1BvTcT59/v0mj/nSWjuoW\nPni0aNMeXfb8d/6/H75I+7SqHZj7+qRV+s+3K0ITFNx/eV896pg9MNKVJx6sz+ZuVI/ObXXZcQfq\nsM776J5P5kddX5Jm3nuBimZP1a9GlYeWXfuDQ/SU40Rv0+69Ov3Jb9W2Zb7uvexo3fvZQh3YsbUm\n/+08Hf73kXW2+dTVx2nW2mJ9NCt8trM/X3Ck/j02fCDPwZ3a6Os/naXrXp2mxZtLYra1fesCvfCz\nk0IzIv790qP0xMjaQWUXHH2ALup3gGasLtbHLjOtDf3tAJ3Rq0vYdOTxGH7b6brqpboTqcTjhO6d\n9PZN/XX8w2OSenwqTBt8vk79R92qDfl5JmYZvsZ2QIdW2loSfVbK+u5vDHPu/6Hmrd+tX781M637\nTadhN5+q64dMy3Qz0ESsfOJSFeTnzbbW/qC+ddMdZF8j6WJr7W8Dt2+UNMBae7tjnYWBdTYEbq8M\nrBO1ojtBNpJVWFiogQMHZroZIdZarSuu0GGd6+asx7KnokafzNmgm87oIRNjNKi1VtVeX6h2erw2\n7KqQx2vVwyWXPtKnszdo9rpdeuLK2l7bao9P+XmmzgymPp9VXp7RmKIt6tyupbrv11Zd27WS12e1\naHNJKP0o0qrtZWrdIj806VOkxZtLdMlzk1T414FavLlEr3+3WtUenxZs3KM/ntdLf/nhkVqzs0Jd\n27fSL9+coSevOla9A71x701bq4I8o24dW+us3l01e+0ujSnaovOO2l+d27VSn27tVVhYqNUtDtPB\nndpo0eYS/fG83nWeW2WNVy3y85SfZ7Rw4x4d2LG1OrdrJWutCpduV6/92/mvYGwv06mHdw49pnWL\nfFV5vHpnylr96oweem/aWv3gsP3UoU2BNuzaG5bCJPkrMbwyYaX+dvFRobq9gy85SgMO76wTAieD\nU1fu1A2vTdP4vw7UropqebxWXy/crAcu7xs6Xu4cNldHdeugS47ppi7tW2nNjnIdc7D/ysfHs9Zr\nwcY9evjH/bSroka7Kqr1zDfLQvX2P771NB2ybxtd8/JUffC7U3Vo57Y69Ylxobq9TledeLBuOrOn\n7hw2Vyu3l+uUHvvq2h90192fzNdhndvq27sGKs9IPQf7T0YiJ8wqevgi7Sir0q//O1NlVR4d372T\nnr7mOM1as0ufzd2oM3t30bdLtqnfQR10UKc22lBcoV0VNTql536644O5OvmwfUM1mC8/7kB9NX+z\nTju8s1btKAsFqKueuFR7a7yasGy7OrVtoX3btpS1Utf2rfTMN0u1cXelVmwt1bi7BqpNy3ytL67Q\nXR/P09Hd2qtT25ay1ur9Geu0o6xaw24+VcPnbND1/Q9V4dLten7cct1/eV9Za9WnW3u9+d1qnXZE\nZ+0sr9alxxyoK16cLMnfmz9tlX9A9qR7ztWdw+bqLz/soz+8P0d79tbogqMPUHmVR/u0KlDnfVrq\nw1nrNfHuc/XEyMX6/cAj9PaUNRo+d2PUE4bht52uf369RNNXF+vQ/drqvKP2D82298gV/TR5xQ6d\n2auLPp2zUQ/+qK+ufGmKjjm4gz68+TS9OnGVvD6frj/lUHXfz98pUV7lUUlljZ4etVTD527UBUcf\noLGLt+qO83tr8+69WratTPPW106u8+LPTtIf3p8Tut26RZ72b99a+7QqcD15/OTW0/TLN2eovNqr\n9383QKcf0UVPj16ifVoV6Nmxy1UdmJTlqpMO1pLNpVq0uUQ/Ov4gdd+3jWasLtbbN/XXsq2lumPY\nXJVXefXsdSfoka8WacW2srD93HNxH30xd5P6HdRBo4u2qLzaq6mDz9PWkipt3LVXJxzaSW9NXq3X\nJq2WpLDj6cObT9V1Q6bpiSuPVesW/oH5V554iB7+X5H+O3mNht18qqat2qlnx9YtDXpxv24aVbSl\nznKnp64+Tvd86u8EOKF7J32/PvqU5i3yjWq8VvdeerQeH1k7e+H/nXpoqNLN+uK9oeVn9uqit2/q\nr+XbSnXVS1NUUe1Vq4I89dq/nYo2lahbh9baUlKpW84+XKVVHl114sG65pWpkvxzafz2rMN19yfz\nZK100qGdNCcwkdI/rz5Wf/t0QWg/w287XS+NX6mxgQmErj+lu2487TCNXrhFz3+7Qvu3b6V927bU\n0q2xywafdGgnlVZ61Lldy9DnxOl3Z/XU+9PXhUoX/u6snlq0uSQ0k+UN/Q/VBzP8s80e3nUf3X9Z\n37hPFNc8eZmMMdkdZBtjbpZ0syR17dr15I8++ihNzwLZpKysTO3aNd0cZDRNHDf+GQxrfFKrKCk3\nPmu1p8pqnxZGLV3WqZ2mOMUlfWKo8lq1zFPYiWhJtVWHlulrQ2MdO9bamCfY8Uj3e+LxWeUZf7Wr\nyLYHn0+Nz8rjk9oU1NN5EONYjMeeKquW+XX347O23tfDZ618VgkNwI+1La+VvD6pIE/asdeq2z55\nCR83zuMhGOdFvsY+a7Wl3OrAfUyd+4ITNQWfk7VWu6us9m0dPZXK47MpeQ0kqdJjlZ/nn6naWql1\nlPffBl77Sq8UzIKs9krtAp/pkiqrti38z8Naqyqv1DK//mPc54iNPYH3wvmYc889N64gO92T0WyU\n1N1x+5DAMrd1NgTSRTpKqjNHrLV2iKQhkr8nuyn1RqL5aGo92WgeOG6QLI4dJIPjpnlK9+iOmZJ6\nG2N6GmNaSrpe0pcR63wp6ZeBv6+R9G2sfGwAAACgqUlrT7a11mOMuV3SaEn5kt601hYZYx6RNMta\n+6WkNyS9a4xZIalY/kAcAAAAaDbSnS4ia+1ISSMjlj3g+LtS0k/T3S4AAAAgVSgGCgAAAKQYQTYA\nAACQYgTZAAAAQIoRZAMAAAApRpANAAAApBhBNgAAAJBiBNkAAABAihFkAwAAAClmsmHGcmNMqaSl\nmW4HmqUuknZkuhFodjhukCyOHSSD46ZpOcxa27W+ldI+42MjWWqt/UGmG4Hmxxgzi2MHieK4QbI4\ndpAMjpvmiXQRAAAAIMUIsgEAAIAUy5Yge0imG4Bmi2MHyeC4QbI4dpAMjptmKCsGPgIAAABNSbb0\nZAMAAABNBkE2AAAAkGLNPsg2xlxsjFlqjFlhjBmU6fYgs4wxbxpjthljFjqW7WeM+cYYszzw/76B\n5cYY83zg2JlvjDnJ8ZhfBtZfboz5ZSaeC9LHGNPdGDPeGLPIGFNkjLkzsJxjBzEZY1obY2YYY+YF\njp2HA8t7GmOmB46RD40xLQPLWwVurwjc38OxrcGB5UuNMRdl5hkhnYwx+caYucaYrwK3OW6ySLMO\nso0x+ZJelHSJpL6SbjDG9M1sq5Bhb0m6OGLZIEnjrLW9JY0L3Jb8x03vwL+bJb0s+QMrSQ9KGqD/\nz96dx1dRnv0f/1wJCXvCFhASNgVBNgFlcUerLVor7g9QUZSKtvJoa22rtrX90fpYfWxditVaRUEL\nqLhhi3WPS11A9n0VgYR9SQgQspzr98eZwCEPlkM4ZLJ8369XXpm5Z7sGb5PvmdwzA/2B35SFK6mx\nSoCfuns3YCBwS/CzRH1HDmcfcJ67nwz0Bgab2UDgfuAhd+8E7ABGBeuPAnYE7Q8F6xH0t6FAd6I/\nw/4S/I6Tmu02YEnMvPpNDVKtQzbRX2Ir3X21uxcBU4AhIdckIXL3j4Dt5ZqHABOC6QnApTHtEz3q\nc6CJmbUGvgO84+7b3X0H8A7/N7hLDeLuG9x9djC9i+gvvUzUd+Qwgj5QEMymBF8OnAdMDdrL952y\nPjUV+JaZWdA+xd33uftXwEqiv+OkhjKzLOC7wFPBvKF+U6NU95CdCayLmV8ftInEauXuG4LpjUCr\nYPqb+o/6VS0W/Bm2D/AF6jsSh+BP/nOBzUQ/WK0Cdrp7SbBKbD/Y30eC5XlAc9R3aqOHgZ8DkWC+\nOeo3NUp1D9kiR8Sjz6zUcyvlkMysEfAy8GN3z49dpr4j38TdS929N5BF9Cpi15BLkirOzC4GNrv7\nrLBrkWOnuofsHKBtzHxW0CYSa1Pwp3yC75uD9m/qP+pXtZCZpRAN2H9391eCZvUdiZu77wQ+AE4j\nOoSoTrAoth/s7yPB8nRgG+o7tc0ZwCVmtoboUNfzgEdQv6lRqnvIngl0Du7GTSU6+H9ayDVJ1TMN\nKHvKw3XA6zHt1wZPihgI5AVDA94Cvm1mTYOb1r4dtEkNFYxtfBpY4u5/ilmkviP/kZllmFmTYLo+\ncAHRMf0fAFcGq5XvO2V96krg/eCvJNOAocFTJDoSval2RuWchVQ2d7/L3bPcvQPR7PK+u38f9Zsa\npc7hV6m63L3EzMYQ/SWWDIx390UhlyUhMrPJwCCghZmtJ/qkhz8AL5rZKOBr4Opg9enARURvFNkD\nXA/g7tvN7HdEP8QBjHX38jdTSs1yBjACWBCMrQW4G/UdObzWwITgiQ5JwIvu/g8zWwxMMbPfA3OI\nfogj+P6cma0kepP2UAB3X2RmLwKLiT7t5hZ3L63kc5Hw/QL1mxpDr1UXEREREUmw6j5cRERERESk\nylHIFhERERFJMIVsEREREZEEU8gWEREREUkwhWwRERERkQRTyBYRERERSTCFbBERERGRBFPIFhER\nERFJMIVsEREREZEEU8gWEREREUkwhWwRERERkQRTyBYRERERSTCFbBERERGRBFPIFhERERFJMIVs\nEREREZEEU8gWEREREUkwhWwRERERkQRTyBYRERERSTCFbBERERGRBFPIFhERERFJMIVsEREREZEE\nU8gWEREREUkwhWwRERERkQRTyBYRERERSTCFbBERERGRBFPIFhERERFJMIVsEREREZEEU8gWERER\nEUkwhWwRkQQzszVmdn6C9pVqZlODfbqZDUrEfkVE5NhSyBYRqfo+Aa4BNoZdyOGYWXLYNYiIVAUK\n2SIiCWRmzwHtgDfMrMDMfh60X2Jmi8xsp5llm9lJMdusMbO7zGyxme0ws2fMrB6Auxe5+8Pu/glQ\nGsfxrzezJWa2y8xWm9lN5ZYPMbO5ZpZvZqvMbHDQ3iw4bm5Qw2tB+0gz+6TcPtzMOgXTz5rZ42Y2\n3cx2A+ea2XfNbE5wjHVm9tty259pZp8G/xbrgmP0M7NNsSHdzC43s3lH8M8vIlJlKGSLiCSQu48A\n1gLfc/dG7v6AmZ0ITAZ+DGQA04mG8NSYTb8PfAc4ATgR+FUFS9gMXAykAdcDD5lZXwAz6w9MBH4G\nNAHOBtYE2z0HNAC6Ay2Bh47gmMOBe4HGRK+67wauDY7xXeCHZnZpUEN74E3gz0T/LXoDc919JrAN\n+HbMfkcE9YqIVDsK2SIix95/Af9093fcvRh4EKgPnB6zzjh3X+fu24kG1mEVOZC7/9PdV3nUh8Db\nwFnB4lHA+KCOiLvnuPtSM2sNXAjc7O473L042DZer7v7v4N9Frp7trsvCObnE/2AcU6w7nDgXXef\nHBxnm7vPDZZNIDosBjNrRvRDx6SK/DuIiIRNIVtE5NhrA3xdNuPuEWAdkBmzzrqY6a+DbY6YmV1o\nZp+b2XYz2wlcBLQIFrcFVh1is7bAdnffUZFjcnDtmNkAM/vAzLaYWR5wcxw1ADwPfM/MGgJXAx+7\n+4YK1iQiEiqFbBGRxPNy87lA+7IZMzOiYTMnZp22MdPtgm2OiJnVBV4meqW8lbs3ITo0xYJV1hEd\njlLeOqCZmTU5xLLdRIeRlB3juEOsU/58JwHTgLbung48EUcNuHsO8BlwOdGhIs8daj0RkepAIVtE\nJPE2AcfHzL8IfNfMvmVmKcBPgX3ApzHr3GJmWcEwiV8CL5QtMLO6ZTdCAqlmVi8I6uWlAnWBLUCJ\nmV3IwWOcnwauD+pIMrNMM+saXC1+E/iLmTU1sxQzOzvYZh7Q3cx6BzX8No7zb0z0ynhhMA58eMyy\nvwPnm9nVZlbHzJqbWe+Y5ROBnwM9gVfiOJaISJWkkC0iknj3Ab8Knp5xh7svIzrW+M/AVuB7RG+M\nLIrZZhLR8dOriQ6n+H3MsmXAXqLDS94KpttTjrvvAm4lGup3EA2302KWzyC4GRLIAz6M2c8IoBhY\nSvTmyR8H2ywHxgLvAiuI3th4OD8CxprZLuCeoJ6yGtYSHcLyU2A7MBc4OWbbV4OaXnX3PXEcS0Sk\nSjL38n/lExGRymRma4AfuPu7YddSFZjZKuAm/XuISHWmK9kiIlJlmNkVRMd4vx92LSIiR6NO2AWI\niIgAmFk20A0YETyBRUSk2tJwERERERGRBNNwERERERGRBKsRw0WaNGninTp1CrsMqYZ2795Nw4YN\nwy5Dqhn1G6ko9R2pCPWbqmXWrFlb3T3jcOvViJDdqlUrvvzyy7DLkGooOzubQYMGhV2GVDPqN1JR\n6jtSEeo3VYuZfX34tTRcREREREQk4RSyRUREREQSTCFbRERERCTB4grZZjbYzJaZ2Uozu/MQy9ub\n2XtmNt/Mss0sK2bZA2a2yMyWmNmjZmZBe3awz7nBV8ugva6ZvRAc6wsz65CYUxURERERqRyHDdlm\nlgw8BlxI9CUBw8ysW7nVHgQmunsvYCxwX7Dt6cAZQC+gB9APOCdmu++7e+/ga3PQNgrY4e6dgIeA\n+yt6ciIiIiIiYYjnSnZ/YKW7r3b3ImAKMKTcOt048ArcD2KWO1APSAXqAinApsMcbwgwIZieCnyr\n7Oq3iIiIiEh1EM8j/DKBdTHz64EB5daZB1wOPAJcBjQ2s+bu/pmZfQBsAAwY5+5LYrZ7xsxKgZeB\n33v09ZP7j+fuJWaWBzQHtsYe0MxGA6MBMjIyyM7OjuNURA5WUFCgviNHTP1GKkp9RypC/aZ6StRz\nsu8AxpnZSOAjIAcoNbNOwElA2Rjtd8zsLHf/mOhQkRwza0w0ZI8AJsZ7QHd/EngSoEuXLq7nR0pF\n6NmjUhHqN1JR6jtSEeo31VM8w0VygLYx81lB237unuvul7t7H+CXQdtOole1P3f3AncvAN4ETguW\n5wTfdwGTiA5LOeh4ZlYHSAe2VejsRERERERCEE/Ingl0NrOOZpYKDAWmxa5gZi3MrGxfdwHjg+m1\nwDlmVsfMUoje9LgkmG8RbJsCXAwsDLaZBlwXTF8JvB8MIxERERERqRYOG7LdvQQYA7wFLAFedPdF\nZjbWzC4JVhsELDOz5UAr4N6gfSqwClhAdNz2PHd/g+hNkG+Z2XxgLtGr138LtnkaaG5mK4Hbgf/z\nyEARERERkcpUWFx6ROvHNSbb3acD08u13RMzPZVooC6/XSlw0yHadwOnfMOxCoGr4qlLRERERCTR\nCvaVsDg3n4U5edGv3DxWbi7gi7vPj3sfibrxUURERESk2snbU8yi3GiQXpCTz6KcPL7atpuywcot\nG9elR2Y6g3u05kgeKq2QLSIiIiK1wraCfSwMrlAvys1jYU4+a7fv2b88s0l9urdJ49I+mfTMTKd7\nmzRaptWr0LEUskVERESkxtmcXxi9Or0+n4W5eSzKySM3r3D/8vbNG9AzM52h/dvSo006PTLTadYw\nNWHHV8gWERERkWrL3cnNK4xenc7JY0FOHgtz89myax8AZtCxRUP6dWxGjzbpdM9Mo3ubdNLrpxzT\nuhSyRURERKRacHfWbt/Dwpzo1emyGxN37CkGIMmgc8vGnN05gx6ZafTITOek1mk0qlv5kVchW0RE\nRESqnEjE+Wrb7gNP+AiC9a7CEgBSko0TWzXm292Oo0dWOj3apNH1uDTqpyaHXHmUQraIiIiIhKqk\nNMKqLdFAvSC4KXFxbj67i6LPpk6tk8RJrdO45OQ29MhMp2dmOp1bNaJunaoRqA9FIVtEREREKk1R\nSYTlm3axKDcYP52Tz5IN+ewriQBQPyWZ7m3SuOrUtnRvEx3y0allI1KS43lRedWhkC0iIiIix0Rh\ncSlLN+7a/8i8BTl5LNu4i+LS6EOoG9etQ/fMNEYMbE+PzHR6ZKbRsUUjkpOO4IHUVZRCtoiIiIgc\ntT1FMW9JDL6v2FxAaSQaqJs0SKFHm3RGnXl89KbENum0a9aApBoQqA9FIVtEREREjkh+YXG5147n\ns2pLwf63JLZolEqPzHTOP6nV/ivUmU3qY0fyysRqTiFbRERERL7Rjt1FLMrND147Hn0W9ZptB96S\n2Dq9Ht3bpHNxr9b0aJNOz6x0WjauW6sC9aEoZIuIiIgIAFt27dv/dsSFOfksyMkjZ+fe/cuzmtan\nZ2b6/psSu7dJJ6Nx3RArrroUskVERERqGXdnU/6+4Oke0ZsSF+bkszH/wGvHO7ZoSJ92Tbj2tOhN\nid3bpNGkQeJeO17TKWSLiIiI1GDuzvodew96ZN6i3Dy2FhQB0bcknpDRiNNOaE73Nmn0zEynW5s0\nGtc7tq8dr+kUskVERERqiEjE+Xr7nuBmxANvSszbG33teJ0ko3OrxpzbpeX+GxJPap1Gg1RFwkTT\nv6iIiIhINVQacVZvKQjCdPRJH4tz89m1L/ra8dTkJLq2bsxFPVvvf2Rel+MaUy+l6r4lsSZRyBYR\nERGp4opLI6zYVHDgpsTcfBbn5rO3OPra8Xop0deOX9Y3kx5t0umemUbnlo1JrVO93pJYkyhki4iI\niFQh+0pKWb6xIDp+OjePz5buJefdtygKXjveMDWZ7m3SGdq/LT0z0+mRmc7xLRpSp5q9drymU8gW\nERERCcneolKWbMxnUc6BmxKXb9pFSfCWxLR6dchsACNP77D/psQOzRvW2Lck1iQK2SIiIiKVoGBf\n7GvH81iUk8+KzbsI8jTNGkbfkjioS0b0psQ26bRtVp8PP/yQQYNOCrd4OWIK2SIiIiIJlre3OBg7\nHdyUmJvHV1t373/teMvGdemZmc53ehxHjzZp9MhMp3V6vVr/lsSaRCFbRERE5Chs313EwmC4R9lL\nXdZuP/Da8cwm9eneJo3Lemfuf6lLy7R6IVYslUEhW0REaq3d+0pYubmAJDOSkiA5yaLTZiQnGclB\ne9n8ge+QFCw/sE10e12JrNk25xfuvzq9ICf6pI/cvANvSWzfvAE9Mw/clNi9TTrNGuotibWRQraI\niNRKs77ewa2T55Czc29C92tGEM6D4B1MJycZpSXF1P3kXZKTDm6PDemxgT4a5A+E9/2hPmg/sM6B\n9oOOGVtHzL6j++OgDwmH+vAQPSYxx4ypq9yHjwP75qD52PaDzuEbj0nMB5zYYx7i38c4Zh9q3J3c\nvMLoK8eDR+YtyMljy659+/87H9+iIf06Ntv/yLzubdJJr6+3JEqUQraIiNQqkYjz149W8+Dby8hs\nUp9xw/tQr04ype5EIh797tH1SoN5d6c0woF1Ik7Eo1+lEYLvQVuwTVn7/n1GnHXrc2jVulWwP485\nZsy6EY/Z34F9l0ackkiEolIOWqc04rhzUP372w46RvR7pFx7JDjf6ir2A0RscD/wYSL2Q0jwweAw\nH0IAvtq6m+27o68dT04yOrdsxNmdM6IvdclM56TWaTSqqxgl30y9Q0REao2tBfu4/cV5fLR8C9/t\n1Zr7Lu9JWr3Ku/KYnb2VQYN6Vtrx4uV+IHwf+PDgRMo+WJQL8JGyDxaHC/blPyiUC/oHfTgp+2By\n0P7KtiPmA1DZvjnog0JpTPtB5xD7gSX2HDzm/MqdQ8SdC05qRY+sdHq0SaPrcWnUT9VbEuXIxBWy\nzWww8AiQDDzl7n8ot7w9MB7IALYD17j7+mDZA8B3gSTgHeA2oD7wEnACUAq84e53BuuPBP4XyAl2\nP87dn6r4KYqIiMBnq7Zx25Q55O0t5n8u68mw/m01fjoQOyxERBLjsK8GMrNk4DHgQqAbMMzMupVb\n7UFgorv3AsYC9wXbng6cAfQCegD9gHPKtnH3rkAf4AwzuzBmfy+4e+/gSwFbREQqrDTiPPTOcr7/\n1Oc0rleH18ecwfAB7RSwReSYiudKdn9gpbuvBjCzKcAQYHHMOt2A24PpD4DXgmkH6gGpgAEpwCZ3\n3xOsh7sXmdlsIOvoTkVERORgm/ILuW3KHD5fvZ0rT8li7JDuNEjVSEkROfbi+UmTCayLmV8PDCi3\nzjzgcqJDSi4DGptZc3f/zMw+ADYQDdnj3H1J7IZm1gT4XrBtmSvM7GxgOfATd489ftl2o4HRABkZ\nGWRnZ8dxKiIHKygoUN+RI6Z+Uz3M31LC3+bvoygCN/ZM5YyMHcz49JNQa1LfkYpQv6meEvVx/g5g\nXDCe+iOi46lLzawTcBIHrlK/Y2ZnufvHAGZWB5gMPFp2pRx4A5js7vvM7CZgAnBe+QO6+5PAkwBd\nunTxQYMGJehUpDbJzs5GfUeOlPpN1VZcGuGPby/niVmr6HpcY8YN70unlo3CLgtQ35GKUb+p1V3e\nSAAAIABJREFUnuIJ2TlA25j5LA7clAiAu+cSvZKNmTUCrnD3nWZ2I/C5uxcEy94ETgM+DjZ9Eljh\n7g/H7GtbzK6fAh44ojMSEZFaa/2OPdw6eQ6z1+7kmoHt+NV3u1EvRU+FEJHKd9gbH4GZQGcz62hm\nqcBQYFrsCmbWwszK9nUX0SeNAKwFzjGzOmaWQvSmxyXBNr8H0oEfl9tX65jZS8rWFxER+U/eWrSR\nix75mBWbCnhseF9+f2lPBWwRCc1hr2S7e4mZjQHeIvoIv/HuvsjMxgJfuvs0YBBwn5k50eEitwSb\nTyU61GMB0Zsg/+Xub5hZFvBLYCkwO7jDu+xRfbea2SVACdHHAY5M1MmKiEjNs6+klPumL+XZT9fQ\nKyudccP60q55g7DLEpFaLq4x2e4+HZheru2emOmpRAN1+e1KgZsO0b6e6I2QhzrWXUSvhouIiPxH\na7buZszk2SzMyecHZ3bk54O7klonnj/SiogcW3qOkYiIVEvT5uVy9ysLqJNsPHXtqZzfrVXYJYmI\n7KeQLSIi1creolLG/mMRk2es49T2TXl0WB/aNKkfdlkiIgdRyBYRkWpjxaZdjJk0h+Wbd3HLuSfw\nk/NPpE6yhoeISNWjkC0iIlWeu/PSrPX85vVFNKybzMQb+nNW54ywyxIR+UYK2SIiUqUV7Cvh168t\n5NU5OZx+QnMeHtqblo3rhV2WiMh/pJAtIiJV1qLcPP570hzWbNvNTy84kR+d24nkpEM+nEpEpEpR\nyBYRkSrH3Xn+86/53T+X0KxBKpNvHMiA45uHXZaISNwUskVEpErJ21vMnS/P582FGzm3SwZ/vLo3\nzRqmhl2WiMgRUcgWEZEqY+66nYyZNJuNeYX88qKTGHVmR5I0PEREqiGFbBERCV0k4jz9yVfc/6+l\nHJdej5duPo0+7ZqGXZaISIUpZIuISKi27y7ijpfm8f7SzQzufhz3X9mL9PopYZclInJUFLJFRCQ0\nM77azq2T57B9dxG/G9Kdawa2x0zDQ0Sk+lPIFhGRSlcacR7PXsmf3llO++YNeeW60+mRmR52WSIi\nCaOQLSIilWrzrkJuf2Een6zcyqW92/D7y3rSqK5+HYlIzaKfaiIiUmk+WbGVH78wh4J9JTxwZS+u\nOiVLw0NEpEZSyBYRkWOupDTCw++u4LHslXRu2YhJNw7kxFaNwy5LROSYUcgWEZFjakPeXm6dPIeZ\na3YwtF9bfvO97tRPTQ67LBGRY0ohW0REjpn3lmzipy/No7gkwiNDezOkd2bYJYmIVAqFbBERSbii\nkggP/GspT33yFd3bpDFueF86tmgYdlkiIpVGIVtERBJq3fY9jJk0m3nr8xh5egfuuqgrdetoeIiI\n1C4K2SIikjDTF2zgFy/Px4AnrunL4B6twy5JRCQUCtkiInLUCotL+f0/F/P852vp3bYJfx7Wh7bN\nGoRdlohIaBSyRUTkqKzaUsCYSXNYsiGfm84+nju+04WU5KSwyxIRCZVCtoiIVNgrs9fzq9cWUi8l\nmWeu78e5XVqGXZKISJWgkC0iIkdsT1EJ97y+iKmz1tO/YzMeHdqH49LrhV2WiEiVoZAtIiJHZOnG\nfMZMmsOqLQXc+q3O3HpeJ+poeIiIyEEUskVEJC7uzpSZ6/jttEWk1U/h76MGcHqnFmGXJSJSJSlk\ni4jIYe0qLObuVxfyxrxczurcgj9d3ZuMxnXDLktEpMqK6+97ZjbYzJaZ2Uozu/MQy9ub2XtmNt/M\nss0sK2bZA2a2yMyWmNmjZmZB+ylmtiDYZ2x7MzN7x8xWBN+bJupkRUTkyC1Yn8fFf/6E6Qs28PPB\nXZhwfX8FbBGRwzhsyDazZOAx4EKgGzDMzLqVW+1BYKK79wLGAvcF254OnAH0AnoA/YBzgm0eB24E\nOgdfg4P2O4H33L0z8F4wLyIilczdeebfX3H54/+muCTCC6MH8qNBnUhKsrBLExGp8uK5kt0fWOnu\nq929CJgCDCm3Tjfg/WD6g5jlDtQDUoG6QAqwycxaA2nu/rm7OzARuDTYZggwIZieENMuIiKVZOee\nIm56bhb/743FnHNiS6bfdhandmgWdlkiItVGPGOyM4F1MfPrgQHl1pkHXA48AlwGNDaz5u7+mZl9\nAGwADBjn7kvM7NRgP7H7zAymW7n7hmB6I9DqUEWZ2WhgNEBGRgbZ2dlxnIrIwQoKCtR35IjV9H6z\nckcpj8/bx859zvCuqVzQbhdzZ3wadlk1Qk3vO3JsqN9UT4m68fEOYJyZjQQ+AnKAUjPrBJwElI3R\nfsfMzgL2xrNTd3cz829Y9iTwJECXLl180KBBR3UCUjtlZ2ejviNHqqb2m0jE+etHq3lw5jIym9Tn\nmR/0oVdWk7DLqlFqat+RY0v9pnqKJ2TnAG1j5rOCtv3cPZfolWzMrBFwhbvvNLMbgc/dvSBY9iZw\nGvAcB4J3+X1uMrPW7r4hGFay+chPS0REjsTWgn3c/uI8Plq+he/2as19l/ckrV5K2GWJiFRb8YzJ\nngl0NrOOZpYKDAWmxa5gZi3MrGxfdwHjg+m1wDlmVsfMUoje9LgkGA6Sb2YDg6eKXAu8HmwzDbgu\nmL4upl1ERI6Bz1Zt46JHPuaL1du497IejBvWRwFbROQoHTZku3sJMAZ4C1gCvOjui8xsrJldEqw2\nCFhmZsuJjqG+N2ifCqwCFhAdtz3P3d8Ilv0IeApYGazzZtD+B+ACM1sBnB/Mi4hIgpVGnIffXc73\nn/qcxvXq8NotZ/D9Ae0JnqgqIiJHIa4x2e4+HZheru2emOmpRAN1+e1KgZu+YZ9fEn2sX/n2bcC3\n4qlLREQqZlN+IbdNmcPnq7dzRd8sxg7pTsO6ej+ZiEii6CeqiEgtk71sMz99cR57i0v541Unc8Up\nWYffSEREjohCtohILVFcGuGPby/niQ9X0fW4xowb3pdOLRuFXZaISI2kkC0iUgus37GHWyfPYfba\nnXx/QDt+fXE36qUkh12WiEiNpZAtIlLDvbVoIz97aR7uMG54Hy7u1SbskkREajyFbBGRGmpfSSn3\nTV/Ks5+uoVdWOuOG9aVd8wZhlyUiUisoZIuI1EBrtu5mzOTZLMzJZ9SZHfnF4K6k1onn1QgiIpII\nCtkiIjXMtHm53P3KApKTjL9deyoXdGsVdkkiIrWOQraISA2xt6iUsf9YxOQZ6zi1fVMeGdaHzCb1\nwy5LRKRWUsgWEakBVmzaxZhJc1i+eRe3nHsCPzn/ROoka3iIiEhYFLJFRKoxd2fqrPXc8/oiGtZN\nZsL1/Tn7xIywyxIRqfUUskVEqqmCfSX8+rWFvDonh9NPaM7D/9Wblmn1wi5LRERQyBYRqZYW5ebx\n35PmsGbbbm6/4ERuObcTyUkWdlkiIhJQyBYRqUbcnee/WMvv/rGYpg1SmHzjQAYc3zzsskREpByF\nbBGRaiJvbzF3vjyfNxduZFCXDP541ck0b1Q37LJEROQQFLJFRKqBuet2MmbSbDbmFXL3RV35wZnH\nk6ThISIiVZZCtohIFebuPP3JV/zhzaW0SqvHSzefRp92TcMuS0REDkMhW0Skitqxu4g7XprHe0s3\nM7j7cdx/RS/SG6SEXZaIiMRBIVtEpAqa8dV2bpsyh20FRYwd0p0RA9tjpuEhIiLVhUK2iEgVUhpx\nHs9eyZ/eWU67Zg145Uen0yMzPeyyRETkCClki4hUEZt3FXL7C/P4ZOVWhvRuw72X9aRRXf2YFhGp\njvTTW0SkCvhkxVZ+/MJcCvYV88AVvbjq1CwNDxERqcYUskVEQlRSGuHhd1fwWPZKOmU0YtKNAzix\nVeOwyxIRkaOkkC0iEpINeXu5dfIcZq7ZwdB+bfnN97pTPzU57LJERCQBFLJFRELw/tJN/PTFeRSV\nRHhkaG+G9M4MuyQREUkghWwRkUpUVBLhgX8t5alPvqJb6zQe+35fOrZoGHZZIiKSYArZIiKVZN32\nPYyZNJt56/O47rT23HXRSdRL0fAQEZGaSCFbRKQSTF+wgV+8PB8DnrimL4N7tA67JBEROYaS4lnJ\nzAab2TIzW2lmdx5ieXsze8/M5ptZtpllBe3nmtncmK9CM7s0WPZxTHuumb0WtA8ys7yYZfck8oRF\nRCpTYXEpv3ptAT/6+2xOyGjEP289SwFbRKQWOOyVbDNLBh4DLgDWAzPNbJq7L45Z7UFgortPMLPz\ngPuAEe7+AdA72E8zYCXwNoC7nxVzjJeB12P297G7X3xUZyYiErJVWwoYM2kOSzbkc9PZx3PHd7qQ\nkhzXtQ0REanm4hku0h9Y6e6rAcxsCjAEiA3Z3YDbg+kPgNcOsZ8rgTfdfU9so5mlAecB1x9Z6SIi\nVderc9bzy1cXUi8lmWeu78e5XVqGXZKIiFSieEJ2JrAuZn49MKDcOvOAy4FHgMuAxmbW3N23xawz\nFPjTIfZ/KfCeu+fHtJ1mZvOAXOAOd19UfiMzGw2MBsjIyCA7OzuOUxE5WEFBgfqOHLH/1G/2lTjP\nLyni45wSujRN4uaTk7ENi8nesPiQ60vtop85UhHqN9VTom58vAMYZ2YjgY+AHKC0bKGZtQZ6Am8d\nYtthwFMx87OB9u5eYGYXEb0q3rn8Ru7+JPAkQJcuXXzQoEEJORGpXbKzs1HfkSP1Tf1m6cZ8xkya\nw6otJdz6rc7cel4n6mh4iMTQzxypCPWb6imekJ0DtI2Zzwra9nP3XKJXsjGzRsAV7r4zZpWrgVfd\nvTh2OzNrQXQ4ymUx+8qPmZ5uZn8xsxbuvjW+UxIRqVzuzpSZ6/jttEWk1U/h+VEDOKNTi7DLEhGR\nEMUTsmcCnc2sI9FwPRQYHrtCEJa3u3sEuAsYX24fw4L28q4E/uHuhTH7Og7Y5O5uZv2JPgFl2yG2\nFREJ3a7CYu5+dSFvzMvlrM4t+NPVvcloXDfsskREJGSHDdnuXmJmY4gO9UgGxrv7IjMbC3zp7tOA\nQcB9ZuZEh4vcUra9mXUgeiX8w0Psfijwh3JtVwI/NLMSYC8w1N39CM9LROSYW7A+jzGTZ7N+x15+\nPrgLN599AklJFnZZIiJSBcQ1JtvdpwPTy7XdEzM9FZj6DduuIXrz5KGWDTpE2zhgXDx1iYiEwd15\n5t9f8T/Tl5DRqC4vjB7IqR2ahV2WiIhUIXrjo4jIEdi5p4g/z9nH7M2LOf+klvzvlSfTtGFq2GWJ\niEgVo5AtIhKnWV/v4NbJc9iYV8qvL+7GDWd0wEzDQ0RE5P/Ss6VERA4jEnEez17F1X/9jOQk41cD\n6zHqzI4K2CIi8o0UskVE/oOtBfsY+exM7v/XUgb3OI5/3HomHdOTwy5LRESqOA0XERH5Bp+t2sZt\nU+awc28x917Wg+H92+nqtYiIxEUhW0SknNKI8+f3V/Doeyvo0KIhE27oz0mt08IuS0REqhGFbBGR\nGJvyC7ltyhw+X72dK/pmMXZIdxrW1Y9KERE5MvrNISIS+HD5Fm5/YS57ikp58KqTufKUrLBLEhGR\nakohW0RqveLSCH98ezlPfLiKrsc1ZtzwvnRq2SjsskREpBpTyBaRWm39jj3cOnkOs9fuZPiAdtxz\ncTfqpejpISIicnQUskWk1np70UZ+NnU+kYgzbngfLu7VJuySRESkhlDIFpFaZ19JKfdNX8qzn66h\nZ2Y644b3oX3zhmGXJSIiNYhCtojUKmu27mbM5NkszMnnhjM68osLu1C3joaHiIhIYilki0itMW1e\nLne/soDkJONv157KBd1ahV2SiIjUUArZIlIrPPXxan7/zyWc0r4pjw7rQ2aT+mGXJCIiNZhCtojU\neC/PWs/v/7mEi3oexyND+5CSnBR2SSIiUsPpN42I1GjvLdnEz1+ez5mdWvDQf/VWwBYRkUqh3zYi\nUmPNXLOdH/19Nj3apPHEiFN0g6OIiFQahWwRqZGWbMjnhmdnktm0PuNH9qNRXY2OExGRyqOQLSI1\nztpte7h2/AwaptbhuVEDaN6obtgliYhILaOQLSI1ypZd+xgx/guKSyM8N6q/niIiIiKhUMgWkRoj\nv7CY68bPYHP+PsaP7EfnVo3DLklERGophWwRqREKi0u5ccKXrNi8iydGnELfdk3DLklERGox3Qkk\nItVeSWmE/548hxlrtvPwf/XmnBMzwi5JRERqOV3JFpFqzd25+9UFvLN4E7/9XneG9M4MuyQRERGF\nbBGp3u7/1zJe/HI9t36rM9ed3iHsckRERACFbBGpxv720Wqe+HAVIwa25yfndw67HBERkf3iCtlm\nNtjMlpnZSjO78xDL25vZe2Y238yyzSwraD/XzObGfBWa2aXBsmfN7KuYZb2DdjOzR4NjzTezvok8\nYRGpGabOWs+905dwca/W/PaS7phZ2CWJiIjsd9gbH80sGXgMuABYD8w0s2nuvjhmtQeBie4+wczO\nA+4DRrj7B0BZeG4GrATejtnuZ+4+tdwhLwQ6B18DgMeD7yIiALy7eBO/eHk+Z3VuwZ+u7k1ykgK2\niIhULfFcye4PrHT31e5eBEwBhpRbpxvwfjD9wSGWA1wJvOnuew5zvCFEA7u7++dAEzNrHUedIlIL\nzPhqO7dMmk2PNmk8cc0ppNbRqDcREal64vntlAmsi5lfH7TFmgdcHkxfBjQ2s+bl1hkKTC7Xdm8w\nJOQhMyt773E8xxORWmhxbj6jJswkq2l9nrm+Pw3r6imkIiJSNSXqN9QdwDgzGwl8BOQApWULgyvR\nPYG3Yra5C9gIpAJPAr8AxsZ7QDMbDYwGyMjIIDs7+6hOQGqngoIC9Z1qYvOeCPd+UUiKwY+6RZg/\n89PQalG/kYpS35GKUL+pnuIJ2TlA25j5rKBtP3fPJbiSbWaNgCvcfWfMKlcDr7p7ccw2G4LJfWb2\nDNGgHtfxgu2fJBrO6dKliw8aNCiOUxE5WHZ2Nuo7Vd/mXYXc8/hnWHIdXrz5NDq1DPd16eo3UlHq\nO1IR6jfVUzzDRWYCnc2so5mlEh32MS12BTNrYWZl+7oLGF9uH8MoN1SkbJy1RR8JcCmwMFg0Dbg2\neMrIQCAvJpCLSC2Tt7eY68bPZGvBPp4Z2S/0gC0iIhKPw17JdvcSMxtDdKhHMjDe3ReZ2VjgS3ef\nBgwC7jMzJzpc5Jay7c2sA9Er0x+W2/XfzSwDMGAucHPQPh24iOiTSPYA11f05ESkeissLuXGiV+y\ncvMunr6uH33aNQ27JBERkbjENSbb3acTDb+xbffETE8Fyj+Kr2zZGg5x46K7n/cN6zsxIV1EaqeS\n0ghjJs1h5prtPDq0D2efmBF2SSIiInHTs69EpMpxd+56ZQHvLtnE2Eu6872T24RdkoiIyBFRyBaR\nKucPby7lpVnr+fH5nRlxWoewyxERETliCtkiUqX89cNV/PWj1Vx7Wntu+1bnsMsRERGpEIVsEaky\nXvxyHfe9uZSLe7Xmt9/rTvThQyIiItWPQraIVAnvLN7EXa8s4KzOLfjT1b1JSlLAFhGR6kshW0RC\n98XqbdwyaTY9M9N54ppTSK2jH00iIlK96TeZiIRqUW4eP5jwJe2aNeCZkf1oWDeuJ4uKiIhUaQrZ\nIhKar7ft5rrxM2lcrw4Tb+hP04apYZckIiKSEArZIhKKzfmFjHh6BqWRCBNHDaBNk/phlyQiIpIw\n+rusiFS6vL3FXDt+BlsL9jHpxoF0atko7JJEREQSSleyRaRSFRaXcuOEL1m1pYAnR5xK77ZNwi5J\nREQk4XQlW0QqTUlphDGTZjPz6+38eVgfzuzcIuySREREjgldyRaRShGJOL94eQHvLtnM2CE9uLhX\nm7BLEhEROWYUskWkUvzhX0t5efZ6fnL+iYwY2D7sckRERI4phWwROeae+HAVT360mutOa8+t3+oU\ndjkiIiLHnEK2iBxTL85cxx/eXMolJ7fhN9/rjplely4iIjWfQraIHDNvLdrIna/M5+wTM3jwqpNJ\nSlLAFhGR2kEhW0SOic9Xb+O/J8+hV1YTnrimL6l19ONGRERqD/3WE5GEW5iTx40TvqRdswY8M7If\nDVL1tFAREaldFLJFJKHWbN3NyGdmkFY/hedG9adpw9SwSxIREal0CtkikjCb8wsZMf4LIg4TR/Wn\ndXr9sEsSEREJhUK2iCRE3p5irh0/g20FRTwzsh8nZDQKuyQREZHQKGSLyFHbW1TKqAkzWb1lN0+O\nOJWT2zYJuyQREZFQ6W4kETkqxaURxkyazay1O3hseF/O7Nwi7JJERERCpyvZIlJhkYjzi5fn897S\nzfz+0h5c1LN12CWJiIhUCQrZIlIh7s7/TF/CK7Nz+OkFJ/L9Ae3DLklERKTKUMgWkQp5/MNVPPXJ\nV4w8vQNjzusUdjkiIiJVikK2iByxKTPW8sC/ljGkdxvuubgbZnpduoiISKy4QraZDTazZWa20szu\nPMTy9mb2npnNN7NsM8sK2s81s7kxX4Vmdmmw7O/BPhea2XgzSwnaB5lZXsw29yTyhEXk6Pxr4Ubu\nfnUB55yYwf9eeTJJSQrYIiIi5R02ZJtZMvAYcCHQDRhmZt3KrfYgMNHdewFjgfsA3P0Dd+/t7r2B\n84A9wNvBNn8HugI9gfrAD2L293HZdu4+tsJnJyIJ9dmqbdw6ZQ692zbh8Wv6klpHfwwTERE5lHh+\nQ/YHVrr7ancvAqYAQ8qt0w14P5j+4BDLAa4E3nT3PQDuPt0DwAwgqyInICKVY2FOHjdO/JL2zRow\nfmQ/GqTqCaAiIiLfJJ7fkpnAupj59cCAcuvMAy4HHgEuAxqbWXN33xazzlDgT+V3HgwTGQHcFtN8\nmpnNA3KBO9x90SG2Gw2MBsjIyCA7OzuOUxE5WEFBgfpOHDbujnDvF3upm2T8sFspc2d8GnZJoVK/\nkYpS35GKUL+pnhJ1KeoOYJyZjQQ+AnKA0rKFZtaa6LCQtw6x7V+Aj9z942B+NtDe3QvM7CLgNaBz\n+Y3c/UngSYAuXbr4oEGDEnQqUptkZ2ejvvOfbcov5FePf0pKSiov3Xwax+t16eo3UmHqO1IR6jfV\nUzzDRXKAtjHzWUHbfu6e6+6Xu3sf4JdB286YVa4GXnX34tjtzOw3QAZwe8y+8t29IJieDqSYmV4h\nJxKCvD3FXPv0DHbsLmLC9f0VsEVEROIUT8ieCXQ2s45mlkp02Me02BXMrIWZle3rLmB8uX0MAyaX\n2+YHwHeAYe4eiWk/zoLngZlZ/6DG2GEnIlIJ9haVMmrCTL7aupu/XXsqPbPSwy5JRESk2jhsyHb3\nEmAM0aEeS4AX3X2RmY01s0uC1QYBy8xsOdAKuLdsezPrQPRK+Ifldv1EsO5n5R7VdyWwMBiT/Sgw\nNLg5UkQqSXFphB/9fRaz1u7g4aG9Ob2T/pgkIiJyJOIakx0M25heru2emOmpwNRv2HYN0Zsny7cf\n8tjuPg4YF09dIpJ4kYjz86nz+WDZFv7nsp5c1LN12CWJiIhUO3rIrYjs5+7cO30Jr87J4Y5vn8jw\nAe3CLklERKRaUsgWkf3+kr2Kpz/5iuvP6MAt53YKuxwREZFqSyFbRACYPGMt//vWMi7t3YZff7cb\nwf3HIiIiUgEK2SLCvxZu4JevLmBQlwz+96qTSUpSwBYRETkaCtkitdynq7Zy6+S59G7bhL98vy8p\nyfqxICIicrT021SkFluYk8foibPo0KIB40f2o0Fqol4CKyIiUrspZIvUUqu3FHDd+Bmk109h4g0D\naNIgNeySREREagyFbJFaaGNeISOengHAc6P6c1x6vZArEhERqVn0t2GRWmbnniKuHf8FeXuLmXzj\nQI7PaBR2SSIiIjWOrmSL1CJ7i0q54dmZrNm6hyevPYWeWelhlyQiIlIjKWSL1BLFpRF++PdZzF23\nk0eH9eb0E1qEXZKIiEiNpeEiIrVAJOL87KV5ZC/bwn2X92Rwj9ZhlyQiIlKj6Uq2SA3n7vzun4t5\nbW4uP/tOF4b1bxd2SSIiIjWeQrZIDffYByt55t9ruOGMjvxo0AlhlyMiIlIrKGSL1GCTvljLg28v\n57I+mfzquydhpteli4iIVAaFbJEa6s0FG/jVaws4r2tLHriyF0lJCtgiIiKVRSFbpAb6dOVWbpsy\nl77tmvLY8L6kJOt/dRERkcqk37wiNcz89Tu5ceKXdGzRkKev60f91OSwSxIREal1FLJFapBVWwoY\n+cxMmjZMZeKo/qQ3SAm7JBERkVpJIVukhtiYV8i1T88gyeC5UQNolVYv7JJERERqLb2MRqQG2Lmn\niBFPf0He3mKmjB5IxxYNwy5JRESkVtOVbJFqbk9RCdc/O5Ovt+3hb9eeSo/M9LBLEhERqfUUskWq\nsaKSCD98fjbz1u3k0WF9OO2E5mGXJCIiImi4iEi1FYk4P5s6jw+Xb+EPl/dkcI/jwi5JREREArqS\nLVINuTtj/7GY1+fm8vPBXRjav13YJYmIiEgMhWyRamjc+yt59tM1/ODMjvzwnBPCLkdERETKUcgW\nqWae//xr/vjOci7vm8ndF52EmV6XLiIiUtXEFbLNbLCZLTOzlWZ25yGWtzez98xsvpllm1lW0H6u\nmc2N+So0s0uDZR3N7Itgny+YWWrQXjeYXxks75C40xWp3v45fwO/fn0h53Vtyf1X9CIpSQFbRESk\nKjpsyDazZOAx4EKgGzDMzLqVW+1BYKK79wLGAvcBuPsH7t7b3XsD5wF7gLeDbe4HHnL3TsAOYFTQ\nPgrYEbQ/FKwnUut9smIrP35hDqe2b8pjw/uSkqw/RImIiFRV8fyW7g+sdPfV7l4ETAGGlFunG/B+\nMP3BIZYDXAm86e57LPr37fOAqcGyCcClwfSQYJ5g+bdMfw+XWm7++p3c9NyXnJDRiKeu60f91OSw\nSxIREZH/IJ5H+GUC62Lm1wMDyq0zD7gceAS4DGhsZs3dfVvMOkOBPwXTzYGd7l4Ss8/M8sdz9xIz\nywvW3xp7QDMbDYwGyMjIIDs7O45TETlYQUFBle87uQUR7vtiLw3qGDd3LWHOF/8Ou6Q6R3+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apQRNwLtAPDIuJland6+BEwPyJmAS8CXymbLwJOpnahyDvAuQCZ+UZE/JDaP3EA12Rm94sp1VqO\nB74GrCxzawG+h9lRzw4E7ih3dBgAzM/MByNiDTAvIq4Fnqb2Txzl+10RsZ7aRdrTATJzdUTMB9ZQ\nu9vNhZm5tY+PRdX7LuamZfix6pIkSVKDNft0EUmSJGmXY5MtSZIkNZhNtiRJktRgNtmSJElSg9lk\nS5IkSQ1mky1JkiQ1mE22JEmS1GD/AY0gk5Kdk8AgAAAAAElFTkSuQmCC\n", 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Ii7qDPKg3yIu6UwyFDZgDc+a0ugQAAADoZIXNYV5vPenll6Xrr5d2260FBQMAAEDH6Ogc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"text/plain": [ - "" + "" ] }, "metadata": {}, diff --git a/notebooks/neural_networks/cnn.ipynb b/notebooks/neural_networks/cnn.ipynb index 1e9acd0..ac3c6cf 100644 --- a/notebooks/neural_networks/cnn.ipynb +++ b/notebooks/neural_networks/cnn.ipynb @@ -170,7 +170,7 @@ "creating: createTrainSummary\n", "creating: createSeveralIteration\n", "creating: createValidationSummary\n", - "saving logs to lenet-20171020-151015\n" + "saving logs to lenet-20171024-090918\n" ] } ], @@ -221,8 +221,8 @@ "output_type": "stream", "text": [ "Optimization Done.\n", - "CPU times: user 18.3 ms, sys: 10.7 ms, total: 29 ms\n", - "Wall time: 4min 32s\n" + "CPU times: user 30.3 ms, sys: 12.8 ms, total: 43.1 ms\n", + "Wall time: 8min 57s\n" ] } ], @@ -270,10 +270,8 @@ "name": "stdout", "output_type": "stream", "text": [ - "('Extracting', 'datasets/mnist/train-images-idx3-ubyte.gz')\n", - "('Extracting', 'datasets/mnist/train-labels-idx1-ubyte.gz')\n", "Ground Truth labels:\n", - "5, 0, 4, 1, 9, 2, 1, 3\n" + "5.0, 0.0, 4.0, 1.0, 9.0, 2.0, 1.0, 3.0\n" ] }, { @@ -290,7 +288,7 @@ "data": { "image/png": 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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -298,11 +296,10 @@ } ], "source": [ - "(train_images, train_labels) = mnist.read_data_sets(mnist_path, \"train\")\n", "# label-1 to restore the original label.\n", "print \"Ground Truth labels:\" \n", - "print ', '.join([str(s) for s in train_labels[0:8]])\n", - "imshow(np.column_stack([np.array(s).reshape(28,28) for s in train_images[0:8]]),cmap='gray'); axis('off')" + "print ', '.join([str(map_groundtruth_label(s.label.to_ndarray())) for s in train_data.take(8)])\n", + "imshow(np.column_stack([np.array(s.features.to_ndarray()).reshape(28,28) for s in train_data.take(8)]),cmap='gray'); axis('off')" ] }, { @@ -321,21 +318,19 @@ "name": "stdout", "output_type": "stream", "text": [ - "('Extracting', 'datasets/mnist/t10k-images-idx3-ubyte.gz')\n", - "('Extracting', 'datasets/mnist/t10k-labels-idx1-ubyte.gz')\n", "Ground Truth labels:\n", - "7, 2, 1, 0, 4, 1, 4, 9\n", + "7.0, 2.0, 1.0, 0.0, 4.0, 1.0, 4.0, 9.0\n", "Predicted labels:\n", "7, 2, 1, 0, 4, 1, 4, 9\n", - "CPU times: user 62 ms, sys: 3.57 ms, total: 65.6 ms\n", - "Wall time: 296 ms\n" + "CPU times: user 45.3 ms, sys: 3.3 ms, total: 48.6 ms\n", + "Wall time: 909 ms\n" ] }, { "data": { "image/png": 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h4eHmJA1wvSJDD75aQS+B27t3b7MOz7Bhw276uOTkZGbOnBnQtt0qfQIEsK66RX823aty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\ngC6EEDYhAV0IIWxCAroQQtjE/wFIye0NfFiqDQAAAABJRU5ErkJggg==\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -344,11 +339,12 @@ ], "source": [ "%%time\n", - "(test_images, test_labels) = mnist.read_data_sets(mnist_path, \"test\")\n", "predictions = trained_model.predict(test_data)\n", - "imshow(np.column_stack([np.array(s).reshape(28,28) for s in test_images[0:8]]),cmap='gray'); axis('off')\n", + "imshow(np.column_stack([np.array(s.features.to_ndarray()).reshape(28,28) for s in test_data.take(8)]),cmap='gray'); axis('off')\n", "print 'Ground Truth labels:'\n", - "print ', '.join(str(s) for s in test_labels[0:8])\n", + "print ', '.join(str(map_groundtruth_label(s.label.to_ndarray())) for s in test_data.take(8))\n", + "#print 'Ground Truth:'\n", + "#print '\\t'.join([str(s.label) for s in ground_truth])\n", "print 'Predicted labels:'\n", "print ', '.join(str(map_predict_label(s)) for s in predictions.take(8))" ] @@ -376,7 +372,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 9, "metadata": {}, "outputs": [ { @@ -407,7 +403,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 10, "metadata": { "collapsed": true }, @@ -436,14 +432,14 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 11, "metadata": {}, "outputs": [ { "data": { - "image/png": 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+ "image/png": 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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -460,14 +456,14 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 12, "metadata": {}, "outputs": [ { "data": { - "image/png": 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2mODzfkIyLmdEnJaz+9sC31yyy9ylV4WSxWobA/BGHVXVW+qdFn97e7sn8Le3t11eHd7J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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -490,14 +486,14 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 13, "metadata": {}, "outputs": [ { "data": { - "image/png": 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dDrVkiIiIiEhU2DIwx3jUwywiIiIi0WHPwOxWS4aIiIiIRIcCs4iIiIjIQdgyMPs8unCJ\niIiIiESHPQOzy4lf28qJiIiISBTYMjDHeBxqyRARERGRqLBnYHY7CYYtAiG1ZYiIiIhI37JlYPa5\nnQCqMouIiIhIn7NlYI71uABobVdgFhEREZG+ZcvAnOCLBOYmf6CfRyIiIiIiRzpbB+ZGf7CfRyIi\nIiIiRzqbBmY3oAqziIiIiPQ9WwbmxK6WDFWYRURERKRv2TIwf1RhVmAWERERkb5l08CsRX8iIiIi\nEh29CszGmAeMMZXGmPWf8LgxxtxjjCk0xqw1xkzpzfn2ivU4cTqMKswiIiIi0ud6W2F+EDjrII+f\nDYzu/HM9cF8vzweAMYZ4r0sVZhERERHpc70KzJZlvQPUHuSQC4B/WxFLgWRjzODenHOvBJ9LFWYR\nERER6XOuPn79IcCefW4Xd95Xtu9BxpjriVSgycjIYNGiRZ/6wibYzs6S8s90rPS95uZmzYUNad7s\nSfNmT5o3+9Gc2VNfzFtfB+bPxLKsecA8gPz8fKugoOBTnzN4yxIMUFAwq28HJ5/JokWL+CzzJgOL\n5s2eNG/2pHmzH82ZPfXFvPX1LhklwNB9bud03tdrCV61ZIiIiIhI3+vrwPwCcHXnbhkzgQbLsso+\n7UmfRYLPRVO7Fv2JiIiISN/qVUuGMeZRoABIN8YUAz8B3ACWZd0PvAKcAxQCrcCXe3O+fSX43Kow\ni4iIiEif61Vgtizr8k953AJu7M05PsneXTIsy8IY0xenEBERERGx55X+IFJhDoUt2gKh/h6KiIiI\niBzBbByY914eW20ZIiIiItJ3joDArIV/IiIiItJ3bBuYU+M8ANS2KDCLiIiISN+xbWDOSPACUNXU\n3s8jEREREZEjmW0Dc3p8JDBXNyswi4iIiEjfsW1gTon14HQYVZhFREREpE/ZNjA7HYbUOM9BA/P2\nqmaeXVUcxVGJiIiIyJHGtoEZICPee9CWjEc+KOK7T64lcv0UEREREZFDZ+vAnJ7gpeoggbmlPUgw\nbNGovZpFREREpIdsHZgz4r1UH6Qlo6UjchXA+taOaA1JRERERI4w9g7MCV6qmzs+seWitT1SWa5r\n1V7NIiIiItIztg7M6fEeOkJhGtsO3HLR0tEZmFtUYRYRERGRnrF1YO66eEmz/4CPt3a2ZNSpJUNE\nREREesjegbnz4iWVn9DH3KKWDBERERHpJVsH5sHJMQCU1n9KhVktGSIiIiLSQ7YOzNnJPgBK6toO\n+PhHFWYFZhERERHpGVsHZq/LSVail+K61v0esyyrq8Jcr5YMEREREekhWwdmgJyUWIoPUGHuCIUJ\nhiPbzdWqJUNEREREeugICMwxFNfvX2FubQ91/ayWDBERERHpKdsH5iHJMZTV+wmFu1+8ZO8ezE6H\nUUuGiIiIiPSY7QNzTkoswbBFRWP3nTL29i8PTvJR2/rJVwMUERERETmYIyAwR7aW+3gf894dMoYk\nx9ARDNMWCO33XBERERGRT2P7wDw0NRaAHVXN3e7fW2HOTPR1uy0iIiIicihsH5hHpMWSlejl7a1V\n3e7fW2FOi/MA0KbALCIiIiI9YPvAbIzhlGOyeGdrFe3Bj0Lx3opyenwkMPvVkiEiIiIiPWD7wAxw\n2thMWjpCfLCjtuu+vbtkpMV7AdTDLCIiIiI9ckQE5tmj0nE5DEt31HTdt3cfZrVkiIiIiEhvHBGB\n2ed2kpsex9aKjxb+fVRh7gzMqjCLiIiISA8cEYEZYExWAlsrmrput3aEiHE7ifO6APUwi4iIiEjP\nHFGBeU9dK62dleWW9iBxXicxbiegbeVEREREpGeOoMAcj2VBYWWkLaO5PUisx9UVmNWSISIiIiI9\nccQE5tFZCQBdfcxl9X4GJfrweToDsyrMIiIiItIDR0xgHpEWi8flYHNZIwAl9W3kpMR0VZjVwywi\nIiIiPXHEBGaX08GE7ERWFtURCIUpa2hjSEoMbqcDl8OoJUNEREREeuSICcwA03NTWVfSwO6aFsIW\nDEmOASDG7aStI9zPoxMREREROzqyAvPwVAIhi1fWlQMwJCUSmH0epyrMIiIiItIjR1RgnjYiBYDn\nVpcA3SvM6mEWERERkZ44ogJzcqyH8dmJ7KhqASC7W0uGArOIiIiIHLojKjADXDs7t+tnX+cOGWrJ\nEBEREZGeOuIC8wWTsgHwOD96azFuhwKziIiIiPSIq78HcLi5nA7evX0ulvXRfTFuJzUtHf03KBER\nERGxrSMuMAMMTY3tdjvG46StThVmERERETl0R1xLxoH43OphFhEREZGeOSoCs7aVExEREZGeOmoC\ns7aVExEREZGeODoCc+e2cta+KwFFRERERD6DoyYwhy1oD4b7eygiIiIiYjNHR2DuvICJ+phFRERE\n5FAdVYFZO2WIiIiIyKHqVWA2xpxljNlijCk0xnz/AI9fY4ypMsas7vxzXW/O11MxnkhgbmlXYBYR\nERGRQ9PjwGyMcQL3AmcD44DLjTHjDnDo45ZlTer884+enq83shJ9AJQ1tPXH6UVERETExnpTYZ4B\nFFqWtcOyrA7gMeCCwzOsw2vvlf/21Cowi4iIiMih6U1gHgLs2ed2ced9H3exMWatMeYpY8zQXpyv\nxwYl+nA7DXvqWvvj9CIiIiJiY64+fv0XgUcty2o3xtwAPASc8vGDjDHXA9cDZGRksGjRosM+kBQv\nrNi8i0W+8sP+2gLNzc19Mm/StzRv9qR5syfNm/1ozuypL+atN4G5BNi3YpzTeV8Xy7Jq9rn5D+C3\nB3ohy7LmAfMA8vPzrYKCgl4M68DGFH5AU3uQgoLZh/21BRYtWkRfzJv0Lc2bPWne7EnzZj+aM3vq\ni3nrTUvGMmC0MSbXGOMBLgNe2PcAY8zgfW6eD2zqxfl6ZWhqDMW1askQERERkUPT4wqzZVlBY8xN\nwOuAE3jAsqwNxpifAcsty3oBuNkYcz4QBGqBaw7DmHskJyWWmpYOWtqDxHn7uhNFRERERI4UvUqO\nlmW9Arzysfvu3OfnHwA/6M05Dpe9O2Vsr2om3usiJyUWj+uouG6LiIiIiPTCUVNqnTIsmViPk8vn\nLaWlI8TEocn8/aqpZHbu0SwiIiIiciBHTYk1JyWWp79+AhOHJnPt7Fw2lTXy5zcL+3tYIiIiIjLA\nHTUVZoCxgxN55KszAdhW2cSyXbWH5XUbWgP84Nm1/Pi8cQxOijksrykiIiIiA8NRU2H+uCnDUtha\n0USTP9Dr13pjcwWvrCvn3W3Vh2FkIiIiIjKQHL2BeXgKYQv+umg7K4vqevVa7xdGtpveo23rRERE\nRI44R21gnjQ0GYD7Fm3nB0+v6/HrWJbFku2RyrICs4iIiMiR56gNzEkxbk4fl0VGgpctFU00tPas\nNWNDaSOlDX4AihSYRURERI44R21gBvj71dP48+WTAVhRdOgLANcVN/CF+xeT4HNx0pgMimrbDvcQ\nRURERKSfHdWBGWBiTjJup+G3r23h9qfWHNJz39pSiT8Q5rVbT+L43FSqm9tp6wj10UhFREREpD8c\n9YE5xuNkwpAkNpc38cTyYkrrP3uVeGd1C0OSYxiSHENOSmQ7uT11assQEREROZIc9YEZ4Nun53Pt\n7FwAPthZ85mft6O6hdz0OOCjS29r4Z+IiIjIkUWBGThxdDo/OncsiT4XH+yI9DJXN7dz+bylFFY2\nH/A5lmWxs6q5KzDnZcTjdTn42zs76AiGozZ2EREREelbCsydnA7DjNw0Xl5XxiX3L+GuBVtZsqOG\nF9aUHvD42pYOGv1BRnQG5qQYN7/9wnF8uLOWfy/ZFb2Bi4iIiEifUmDex9kTBhEKW6wurueRD4oA\nuvZY3teD7+9k1q/eBGBkZ2AGuGDSEHJSYlhT3BCdAYuIiIhIn1Ng3sfFU3PY+LOz+PG5YzEGJg9L\nZlVRPS3twa5jLMviX4t30RGKtF3k7hOYAcZkJbCtoimq4xYRERGRvqPAfABXzRrBsh+dxm2njyEY\ntpj9mzf5x7s7gMiFSnbXtJKd5CM1ztO1O8Zeo7Pi2V7VTCCkPmYRERGRI4GrvwcwUKXHe5k+IpUZ\nualUN7Xzm9c2M2d0Bs+vLsHpMLx08xwSfS5czu7fOcZkJhAIWeyuaWFUZkI/jV5EREREDhcF5oPw\nuZ08ccMsaprbOf2P73D535dS39rBucdlkxrnOeBz8gdFQvLWimYFZhEREZEjgFoyPoO0eC+PXT+T\n5Fg3U4al8JuLj/3EY/My4jEG1pV0X/i3fFctl/5tSbd+aBEREREZ+FRh/ozGZCWw8FsnA+BwmE88\nLsbjZHZeOvPe2cG4wYl8bmI2AK9vKOeDnbXM31jOhZNzojJmEREREek9BeZDcLCgvK+/XTWV//nH\nB/z85Y3sqGphY1kDrR0hAJ5dVarALCIiImIjasnoA3FeF7ecOoqKxnb+uHArr2+oYMXuOpwOw3vb\nqliwseJTX2NXdQvffHQVrR1q4RARERHpTwrMfaRgTCbD02JxOyNV6daOENfNyWV0ZgJf/fdyFh/g\ngij7emjJLl5cU8qyXXVRGK2IiIiIfBIF5j7icBjuu2Iqj351JmmdO2qcPCaD52+aTazHySvryvZ7\nzi9e3sjl85YSDltdj68v0VUDRURERPqTepj70LjsRABOGJXOi2tKGTsoEZ/byZzR6SzYWEFRbRv/\nM2MoZ00YTHmDnwcX7yIQsnhyxR4qGtsBWKfLbIuIiIj0KwXmKPj6yXlMyE4kpbPSfOrYLF7fUEFF\nYxWrdtdxbE4yf39nB6GwBcBPXthAgs/F9BGp+21PJyIiIiLRpZaMKBiXncgNJ+d13T59bBbjsxO5\n/ax8wpbFJfcv4cHFu7hsxjAmDk3GHwhz8ymjOT43lZL6NupaOj7zudqDIa57aDkrdtf2xVsRERER\nOeqowtwPUuI8vHzzHACmDU/luoeWMT47kTvPG8er68t4aoWTq08Yzsrd9QAs3l7DupIGTh+XxdTh\nKQAEQmGK69pI8LlIj/d2vfbK3fUs3FRBcqybqcNTo//mRERERI4wCsz9bEZuKu/cPhevy4nP7eTC\nyTld+zRPH5FCRoKXn7ywnurmDv6zdDdP3DCL4rpW7nx+A+WNflJi3bx9+1wsCx75oIjKJj8Ab2+t\nwrIsnl1Vgs/t5JxjBwOwqayRuxZs5e5LJxHn1fSLiIiIfBolpgEgOdZzwPtdTgcXT8nh/re3MyIt\nliZ/kLsWbGFNcQPJMW6+cuJYfvHKJh58fxcNbQH++d5OABwGqpraWbqjlh89u544r5MzxmXhcjp4\naW0pCzZW8NLaUi6dPiyab1NERETEltTDPMBdOn0oHqeDb50+hvMnZbNwUyVVTe3cctpovnrSSE4b\nm8X9b2/n4SW78bkj03nxlEiF+jtPrqEtEKK6uYN3t0X2fV7buevGY8v29M8bEhEREbEZBeYBLjc9\njlV3ns4Fk4bwuYnZAPjcDk45JhOAn14wnhNHpZOR4OW/181kxohUrpszkpvmjqKkvo1pw1NIjfPw\n8NLdhMMW60oaiPM4WVVUzz1vbKPJH+g614trSnn0wyJWFdVxzxvb+L+XNlJU09r1uGVZLNxYQWWj\n/4Bj7QiGaWgN8MtXNtHQGtjv8fcLq7n6gQ+56p8fMH9D+eH8mERERET6jFoybGBvr/HkocmMzIhj\nYk4ysZ7IfUOSY5h39bSuY5/42iwA8gflc8b4LLISfTy1opjfvb6FS+ctob41wB3njmVVUT13LdjK\nXxcVcvGUHMZlJ3LHc+uxIjvbYQy4HIaHl+7mNxcfy/kTh/C9p9fy1IpiMhO8PPjlGdS1drC5vImJ\nOUncv8bPN99awKy8NOZvrCAzwct1c0Z2jSsQCvOdJ9cQtizcTgfXP7yCi6YMYc2eeu69YgrHDEqM\n0qcpIiIicmgUmG3EGMNzN87G4/xsvxg4LicZgG8U5BEIhbl74TYAZo5M47o5I7muqI7Hl+3hyeXF\ndITCjMmK50fnjqOxLcAJeWkEQha3Pr6Kbz2+hpfXlrNwUwVfmjWcV9eX850n11DW0EZdZyXZAPE+\nF/M3VgCRavW+gfmVdWWUNfj555emcdKYDL728AqeWVkCwC9e3sTDXzm+29jvWrCVzWWN/Pl/JuN1\nOXv1uYlHc5F6AAAgAElEQVSIiIj0hgKzzST63If8HGMMt5w6mqqmdhZsrGBMVgIAk4elMHlYCt8/\n+xhW76ln3OBEMhN93Z7772uP58p/fMDCTRUU5Gfwv+ePZ/yQJG5/ai0A910xhRiPk5Kt68kbP5E/\nLtjK+OwkHnh/Jyf+5k1OHJXOd8/M589vFjIyI465+Zk4HIa/XjmFlbvrWV/SwC9e2cSbmys45Zgs\nAErq2/jrW4UEwxa3PLqai6YMweU0zM3PxBhzwPe4taKJoppWThuX1e3+jmAYj0udRyIiItJzShJH\nCWMMv7jwWJb84NT9AmRyrIeC/Mz9wjKAx+Xg3iumcM0JI/j1RcdhjOGiyUPIy4jjlGMyOfvYwRTk\nZzIkwcHMkWk8fsMsrj9pJOnxHgYn+Xhi+R5m/+ZNCiubufO8cTgckcDrdTmZlZfG1ScMZ0xWPN97\neh2LtlTS2hHkns5K+Jdnj2Dhpgquf3gF1z64nD/M34plWbxfWM0bmyrYVd2C1dlDcsez6/nGIyvx\nB0JdY99R1czUny/gH+/uOOBnUtvSwXOrSrpeA6Cy0d91xUURERERUIX5qON0HLhCezAZCV7+9/zx\nXbddTgcv3HTiJ77WoCQfy+84HYBVRXX88Nn1TBueQkF+5n7Hel1O/njpJC6+bzHX/GsZiT4Xjf4g\n152Yyx3njeOWU0ezvaqFJ5bt4S9vFbJgYwVbKpq6nj9teApfL8jjw12RKxu+ubkShzGcOT6Lv7xZ\nSJM/yK9f3czMkWmsKqojKdbDORMG0R4M8+c3t/Gv93cxKjOeCUOS2FPbyml3vc3XC/K49bQxBENh\nLMD9GVpgfvzcejwuBz8+b9yhfLQH9fd3djB+SCIn5KUfttcUERGRQ6fALD3yWS96MnlYCq/eMueg\nx4zPTuK9753CuuIG/vJWIccOSeKH54wFItXvqcM9TMxJYkhKDH97ezs3nzqagvwMVhXV8+c3t/GV\nh5bjMJEvA7c+vpqOYJivF+Tx3OoSLps+lAUbK7jjufWsL2nAAu55I46W9iAdwTAAr60vJzs5hrsW\nbKU9GOahxbv42sl53PTIShr9QR6/fuYntoIA+AMhnlyxB6cx3H5W/n4916GwdchfVPbUtvKLVzYx\nIzdVgVlERKSfKTDLgJAe72XuMZnMPWb/KjREqto3nzqam+aO6mrrmDIshfMnZvOrVzeREuthQ2kD\nS3fU4nIY7lu0nSHJMXzvrGO6wrAxkJngpbS+jfZgmFDYItHn4l/v7+QvbxUCkasrLttVx/1vb+fN\nzZWELbjz+Q0kx7o5Y9wgiutaOXP8IAqrmtle2cyxOUkU1bTiD0TC97KddUwbkUJNSwdup+F7T63l\nvcJqvntmPpdOG0ZS7Ec96G9truTFtaXMHJnGzNw0XlhTwrx3dvDwV47n3W1VAKzYXUddSwcpcQe+\nuM2BWJZFMGx9psp4X1ixu5Z4r5v8QQnd7m/rCBHj0QJOERGxHwVmsRXHxyq1GQle7rpkEgD/Wbqb\nPbVt/OLCCfx+/hZ+fdFxpMR5uHLmcP66qJATR6XzywuPJRC2eG5VCc+uKuHqWcO58/kNnHvsYGbl\npXHBpGyu+deyrh1FMhO8PLx0NwB/fjMSqk8bm8XCTRVdYxiaGoPLYXA4DL97fTMl9W3UtwYYn53I\n5vImJg9N4ZevbOaXr2zmi1Nz+O0XjsOy4GcvbWR3TUvXbiF7vb6hnNc2lJOZ4KWyqZ1FWyu5cHIO\nr60v58U1pdxx3lgGJ8VQ3uDn+oeX850z8jlpTAYAS7bXcOfz6zEGXvrmHDaUNrB6Tz3/c/wwPE5H\nt0r5E8v3sKssSMGnfObvF1YzJDmGEelx+z1W29LB7U+t4dSxWWyraCY3I47/e2kjGfFe3vzOyV3V\n9gUbK7jh4eV89aSRfPeMfFz9FOZFRER6QoFZjhhXzhzOFccPwxjTrV86Nc7DM1+fTWail/R4LwA3\nzh3FjXNHEQpb5GclMH1EalcYv/O8cVxw7/uMyoznn1+axp7aNrISvSzbVcfCTRUs3FTB8bmp/PCc\nsTy+fA+PfFDE8bmpxHtdvLG5kpPHZFBS38aa4ga+e2Y+Xzs5j6dW7GFVUT2PLdtDVqKP6bmp7Kxu\n4e5LJ5GbHsfa4nrGD0niZy9u5PFle6hp6eBXFx3LHxds5T9LizhmUCK3PbGa1o4QS3bU8MdLJ/HS\nmlLWFjfwg2fWkT8ogdL6NjaXN5Ee76G6uYPP3/s+G8saAXh2VQk7q1v46pyRlDX4qWrys3BTJR4H\nTJ1UwSMfFFHe6Oerc0ZS3dzOcTnJXWH7+dWlZCV6efGbJ+I0huK6NoLhMA8v2c3Q1FgWbqpk4abK\nrs/b63JQUt/GE8v2cMrYLFYX1fPg4p14XA7+9vYOAkGL4rpWrpo1nDmjM7rNoWVZGGOwLIvtVc3k\nZcR3C/ltHZFFne8VVrNoSyU///yEg7bLiIiIHA4KzHJE+aTwNC77wBdGcToMx49M63bfxKHJ/N8F\n48lJiWV4WhzD0yKV1dFZCZw9YRAPLt7Fl04YQWqch+Nykjg+N5W8jHiyk2Ooa+0gLyOekvo2Xl5b\nyjUn5OJ0GC6dPoxLpg0F4C9vFZK01E16vJdzjh2Mx+Vg4tDIntmz8tJYvacej8vBOccOxutycNsT\nazj7T++SGufhH1dP439f3MCXHvgQgBPy0li8vYbm9iCThyVz1oRB3HBSHl964EM+3FXL9SeNJC3O\nw69e3cyItFjuWrAVj8tBos/NWeMHMX9jOV95aDnp8V58bge3Pr6622cR63Hyxak5vLi2lO8+uZaw\nZfFeYTXxXhdN/iAAk4Ymc8tpo8lLj+e51SVMG57C3W9s49evbub+t3dQUt8GwI/OGcv60gYeeH8n\nAIWVzSy47WScDkM4bPHTFzfw4a467r9yCjc/uoo1xQ2cd9xgfnjOWLKTYwiEwlx832KSYtz4gyFW\nFdXzxWlDmdT52e1VUt9GRry3azeYcNiiNRAifp+++0AofMCWlXe3VbG1opmvnJjbdV9dSwdJMW5+\n9Nw6Lpycw4zc1K7H1hU3UFLfxlkTBlHV1M7SHTWcMT4Lr8tJSX0b6fGe/Xra39pcyc2PruLlm+cw\nLC2222MbShtwOsx+F/JpD4Z4fNkeLp6Sc8D1A08u38N/PijiiRtmat9yEZE+oMAscgBXzRpxwPtT\n4jx86/QxXbeNMVwwaUjX7dTOXuMhyTFcf1Jet+caY/j55yfgD4RoaAtw2+n5+23xN3NkGvct2s7p\nY7NIinFz0ZQcals62FXTwtdOziMnJZbnbpzNc6tKKWto46snjWRDSSN5mXFkJny0LeA9l09mQ2kD\np46N7Et9+fHDiHU7+c/S3czKS+/qL75p3nzqHUncfdkkfG4ny3fVMjI9njXF9UzMSe4KdGOyEvjF\nK5sAGJzko8kf5MRR6bxXWM0l04Yyt7Oif/OpowHIy4zn0r8tobzRz9WzhrOqqJ5Lpg3li+QQDFsM\nTvTxj/d2Mv0XCzlrwiBSYz08tCTS+nLp35ZS39bBFccP49EPi3hpbRnfPTOf9mC4q2K+12MfFpGd\n7GNxYQ0njcngsWVF/GH+Vs6fmE16vIdAyKKwsplNZY28+M0TyU6OYXFhNdc+tIyvnZzHLaeO7vqS\nVd3czjcfXUVDW4AxWfGsLqpnRm4ql/99KXecO45HP9wT2bHlhsjVNO99q5Dfz9+CZcEfvjiRHzyz\njo5QmCtnDuPCyTlcPm8pZ04YxJ8vn9xtzA8t2UVTe5CHluzix+eNIxy2eGZVCTuqmvn7uzswGEak\nx1LR2M6VM4dxyjFZPL6siCeWF2OM4aqZw7u9XnswxB/mb6W80c/La8u4aEoOAA1tAf64YCvnT8pm\nyrCUA/zbfGDtwdB+7Tuf5u6FW9lc1sR9V05RxV9Ejkhm3z1oB4L8/Hxry5Yt/T0MOUSLFi2ioKCg\nv4dhe20dIW74zwpuO33MfpXTvvBZ580fCHHqH96msS3A+z84BacxtAVC/OPdndx86qiuS7Xvq6E1\nQH1bR1eFfl/hsMU3H13F9qpmNpc34TBw0ZQc1pc0sLm8iW8U5HH7Wcewu6aF376+hZfXlgFwyjGZ\nvLetmo5QmBm5qSzbVYvTGIKdO5GEwhY5KTEU17V1O5/X5SDB5yLG46SlPURrRxB/IMzPPz+B7VXN\nOIxh9Z561hbXs3cb7lDYIiPBS1VTOwm+jyrq8791EmuLG/jOk2s4bWwmb3RuZZjRuXD10Q+LcJjI\nF6SwZTH/1pN4d1s1u2pauHHuKGb96g1cTgcuh2FQkg8DbK9qAWDWyDS8bgdFta3kpsXx5pbKbper\nP3PcIO6/amq3eXvswyK+/8w6ErwuRmbE8fxNJ1JY2cz1/17OjuoWspN8/OT88VgWHJ+bSkNbgDXF\n9WQl+vj5yxv5y+VTGJEeR0NrgB8+t44FGyoYOziBv189jTivi83ljXhdTiqb/Jw8JrPbji9tHSEs\nLI7/5Rs0+YP84sIJfG5idrcLLC3fVcuEIUn43E42lTXSEQxzXE4SxhjKG/xsqWjixFHpXa/b0BYg\n0ecaEME7FLYIha39vthWNPqZv6GcS6YPxetysriwmqGpsdR0/jYi9wD9/vDp/70FQ2HWFDcwZVjy\nAd//lvImlu+u5YS89E88RzT5AyE2lzdF5e+q/qL/t9nTocybMWaFZVnTPu04VZhFBpAYj5N/Xzuj\nv4exH5/byd+vnkZze7ArDMV5XXz/7GM+8TlJse5uu4Lsy+Ew3HvFFFo7gpz2h7dpD4a549yxLNtV\nx90Lt3JDZ3V+eFocd186iYx4LyPSYrly5nDufGEDW8qb+NNlk/jv0iIC4TAzRqTy7KoSzjtuMHNG\nZ3Dm3e8wMiOea04YTnN7CK/LwQPv7SQxxs3m8kb+fe0M/u+ljfzsxY10hCI7nCT6XPz+ixN5eW0Z\n8zdWkB7voaqpHYAmf5CMBC8NbQFueWw1hZVNzB6Vxn1XTuXL/1rGe4XVXDcnly+dMILRmfHUtnRw\nxvgsLpu3lFseW82WiiZCYYvdNa2EOyvSP31xA0NTYmnrCPGVE0dywaRsYj3ObkGpurmdlbvrcDoM\nr64vZ/6GcoKhMItLg7z70kbGDU7krgVbmTg0mS9MGcKPn9/A959ey0try/C6HNx53jh+/vJGbnh4\nBRDZjcbtNJQ1+Lu+BNz4yEpqWzpoaAsQCIX5wtQcnl9dyoV/XUysx8m2yuau8czITWVufiYf7qxh\nfHYSjy0rwukwNPmDpMV5+NGz6/m/lzZy+5nHsKG0kRm5KXzv6XVcNGUIWPDMqsgC1wSfi5RYD2UN\nbQRCFuOzE/n8pCEkxbj58fPrmTM6g79eMYUX15SyrbKZ5vYAG0sbuefyyeSkxLKzuoWclJiutpq6\nlg48LgdxXhevrCtj4aYKfnvxcV2LS8Nhiz+9sY3PTRxMSb2fjHhvV5uWZVm0BUL7fenbUt7Elx74\nkPq2Dq6fM5L2YJhHPixi3OBENpU10ugP0h4Mc95x2Vzxzw/wOB20B8MMSY7hjW+fjM+9f2tMc4fF\n1Q98yLnHDuLS6cP2e/wvbxVy98JtfOeMMdx0yuiuLSnX7KknNc7Dt59czfqSRrwuB09//QRy0+N4\na0slZ4wbhMfl4IMdNeRlxlNc14bLYZgwJAmIBNuVu+s4fmQaTkdkjcA9bxRycn5Gr8Lur17ZxENL\ndvP6rSfttysORH5bYVkc8LMIhsL8ceFWLpycw6jM+G6PVTe30+QPMiQ5huW7azk+N43alg5SYt2H\nbcFwRaOfHz27jv89P9J+Jx8Jhy2M+ajFMRyO7Lx0tF81VxVmOSz0LdyeBsK8ldS3EQpZ+/XzfpK9\nf2cdrALZ2hHE53Lut6vKvlbvqefz977PtOEp3H/V1M4qtJtd1S18sLOGoSmx3PToKr44NYe/vbOD\nL07NYe4xmXz3yTUMTo7h6a+fQFKMm/e2VXPPG9t44MvTu/VJA7yyroxbHltFvNeFBdS3Brhs+lB+\nffFxn+m97uuFNaXc/Ogqpg5PYcXuOjwuR9de4s/dOJtjhyRx/b+X88bmSo7LSeL+K6eSnRzDO1sj\nWxR6XA5ue3w1da0BxmUnsmJ3HeceO5iX15UxPjuR43KS+cLUIUwdnsq64gaufWgZTf4AP/nceGI9\nTprbg/zu9S3Utwa6dnDJSPBS3dxOZoKXJ284gXe2VfHwkt3dLi5kDF1V8q8X5DEyPY51JQ00tAUY\nnBRDbnos897Z0VVl3/sbgnGDE9lU3ohlgcNAjNtJgs/NZTOGcvfCbaTEuvnz5VPIH5TAOfe827UP\n+k+e30BTe5BbTxtNjNvJoCQfKbEern7gQ44ZlEBhZTOxHif3XjGFkRnx/OPdHfx3aRFXzxrOzJFp\nnJyfwaayRq5+4EO8LgfHDklm4aYKjIEJ2Ul4XQ6yEn2UN/rZURXpd//9/K0U5GdEFhivLOHSaUO5\nZHoOze0hGtsCNPmDNPoDPLVkK4X1kTm75oQRJPhctAfDdATDVDb5eXtLFcYYmtuD3Hb6GP71/k4m\nDk3mvW3VJMe6qW7u4BsFeTyzsoRgOEyc18XumlauP2kk187OZfZv3uSEvDTWlTQQDlv885rpVDa2\n8/DSXSzdUUteRhx/umwyu2taufGRlWQkeHn91pO6WskgEnK3V7YwKjO+W0DyB0KELYsHF++irSPE\nmeMHceFf3ycQsjhxVDodwTDXnzSSf763k1PHZnL1rBF88f7F7KiOtJPdOHcUi7dX87MXN2KMYUJ2\nIk+uKOa84wbzl/+Z0nWee98q5A/ztxC24JhBCWwub2LO6HQWb68hKcbN775wXFer2cdZlsWa4gbG\nZycecI1COGx1LVr+7wdF/PO9nVxzwoiuC3Mt21VLUoybMVkJtHWEeHldGYtXb+Qnl8/d78t/S3sQ\nj8uB2+nAsiya24OUN/j5cFctl00fRnN7kKSY7tuIxnld3dZArNlTz3eeXMP3zjqG08ZlYVkWr2+o\nYHRWPHkZ3b9EfPx9/H7+FiYPS+H0cQf+LA6FZVmU1LeRkxKLPxDilN8v4rIZw7pa7H7y/Hre2lLF\nq7fMYXtVM8flfPQla+HGCiYMSWJQ0kctge3BEO3BcLffNO3r5bVlJMW4OXH0/tcY2FLexOBk3yc+\n97PqiwqzArMcFgMheMmhO9rnbXFhNfmDEkjr3D3lQCob/Zzyh7f546WTOH1cFtXN7fjczv3C8SfZ\nUNqAwxhWFtXx/KpS/vXl6Z/5wj/7qmlu56TfvoXL6eCMofCrL53GA+/vxOVwcG3nIsWW9iDzN5Zz\n9oTBB6zq1bdGKslZiT62VjQxITuJxdtrmJ6bst9iwdqWDpr8gW4tNZZlUd3cQXq8hxW76xiZEc/q\nPXX4XE5OGJXeNc6FmypIi/Py/WfW8pPPjefetwo5Y1wWt52R/4nvr6yhjU1ljczITeONTRXc8ex6\nclJjmXfVVBwOQ5M/wGXzllLfGmDq8BQa2gLUtnQwJDmGrRVNDErysbumFY/Lwcj0ODaXfxTa915B\nFCDe68LtNNS1BrrC/N5gBpGtJOtbA2QlefnvV2aSmejlnHvepaE1wJvfLugKTuuKG7jg3vewgNGZ\n8cz/1skA3PHcOv6ztOiA79HjhJ9//jiW7arl2VUlWIDTGDAfjfGFm2bz4+fWs2xXHYk+F03tkUpr\ncV0bXpeDD394GsX1rfz2tS1UNbUzOMnHG5srmTM6nXe3VXedy+00BEKR/787TOTLyrMrS6hp6SDG\n4yTB56KioZ3puSk8cM10tpQ38eKaUt7aUkVhZTNxHienjM1iY2kDE4cmM39DBa0dwa6WJQCf28GM\n3LSuL2Xw0RekIckxlNS3dX3Bu3FuHo98UESCz40xRObK6cDC4oaT8ojxOPG6HPz85U2cNX4QAK9t\nKOf43FQ+2FnL9BEp1LcGaPQHePz6WSzZUUOzP0h5o5+tFU1ccfywyG8h3ixk4tBkCsZkUFTbyoQh\nSUwdnsJTK/bwyrpyals6uj6fsBX5IrbkB6ewtaKZy+YtweVw8K3TR/PUimK2VkR+u5KV6OWha2dw\nzKBEwmGLV9aX8aNn1zMiPfIbsDufX9/tsz95TAbvbKvi6pnDKTgmk8pGPz94Zh1p8V5uLMjjvcJq\nfnnhsdzy2GqW7KjBGLjrkoks3V7L48v3MCw1ltdunUNLe4itFU2sL2ng5XVljB2USENbgNPHZfHt\nJ9dE/n07dyzXzRnJ/W9vZ8XuOr5RkEdFo583N0e2I52V99Gi9opGPzuqWmjyBxiaGsvIjDiqmzt4\naU0pv3p1M7/7wnE4HYbbnliDz+3gO2fkY1nw69c2EwpbjEiLZVdNKw9dO4OTx2Tw0tpSbnpkFaMz\n43n2xtnMe3s7T68sobalg1DY4qZTRnHymAy+/eQavnPGGM6aMJjXN5Rzw8MrcBj41UXH4nM7eXFN\nKV+YmoPT4eCr/16Oy2H4/Rcn8vnJQwiFLRwGGv1BfvvaZlYV1XP6uCy+MTdvv7+z7nhuHamxHm49\nbQzvvPO2ArMMTEd78LIrzdtn05OrNfaFto5Ie8mh/M+gP+3dJrAnGtoCeJyObhe7WbOnnr+/u4Mf\nnzeO5vYgn7/3fWI9Tu44dxxnjM9iyfYa4rwuUuM8PLm8mCuOH8bdC7fx9MrIzxWNfs6aENlzfWNp\nI+uK62n0B7nj3LG0BkIs2V7Dk8v3kJsex3VzRpKVGKma1bd24A+Eu1XRAO5/ezu/fnUzt5w6utti\n4F3VLeysbiExxkWiz01ijJtEn5ul77/D3LlzgUgbicNh8LkdhMPgchrqWwNkJHipbengt69t5upZ\nIzCGrquc+lxOvtlZ9durrSPEF/+2mPUljUwamsz2qmbGZydy1cwRbCpr5Mzxg0iKcTMsLZaqpnbu\nWrCV9SUN/PCcsZTWt/HtJ9cwbXgKW8qbaA+GGZoawzWzc1mxq5bXO/vZV++pZ+LQZGaMSGVcdiKD\nEn2sL21kbn5kW8jfz9/CpdOH8aeFW7lx7ihK69t4cPEuZo9K587zxnHlPz9g6Y5a0uI8PNX5m5m/\nvbOdOaMyuPKfH3R7P5OHJfPoV2ficTqobm4nLd7L21srmTUynQ2lDXzh/iXdjnc6IusHyhv9AMwe\nlcbWimaqmtpJjfN0BWSP08HZxw5i5shIBf7ZlSX89Pzx3P70WgYl+mhoi3z2iTEu1pc0khzr5q5L\nJrJ7y3r+tgH8wRBnTxjMu9uqKK5rY0xWPDurWwiEIn83XHdiLilxHtbsqefV9eUMTvJR1uDvGmda\nnIeazrFAJKi3BULcflY+b26qZPnuOgAumjyEZ1aVMGd0OlvKm6jsbAsbkxVPWYMffyBEKGwR53Ux\nfUQq7xdW881TRvH7+VtxGLq+0Oz9wvSNgjwGJ/n4cFcdr64rIxje+xs6yIj3dr2+22mIcTsZnBRD\nQ1uAmpb2ri9cMW4ng5N97KhqwekwDEr0Eed1srO6haGpseyqbmFMVuRL54zcVMYNTqSquZ2X15Z1\n/SbM6TBcMi2HZ1aWcMygBJJiPbyztQqHifz2yx8Ikx7vJcbjYFCij7XFDfzx0kn8fv4WHCbyhbmq\nqZ1JQ5NZWVTPxJwk7r5sMqX1bUwfkcqmskYuuPd9AC6ZlsPZabVd/619GgVmiSoFL3vSvNmT5i3C\nH4h8gThYKG9uD/L/7N15fF0Fmf/xz5N9a5q1a7rSNtCNsrXspChQFkUWFVQUFaujjNuggzOOM6IO\njoMLDowz/BQRRpZaFKsUAYFQNqGFrhS6703bNEvT7Mm9z++PexpuQ0nTZrn3Jt/365VXzj3n3Nzn\n5mnTb0+ec85/P7eRT509viMA9xZ3p3x9JWdNLDziEf3O+qpve+ua+YcFK/n7CydRmJNOXlZqxzXn\nj+Z3y3bw/cffIistmUf/7mxG5WW+a599dc0UZKcd9/xwQ0s7myrrmTJ8yLu+T79/YydjCrIYOTSD\n5rYQE4tyuhyl+vVLW2hoaeeiqSMozEkjHHbys9N4eVMV26saOk7EbA+FSUlO4m+bq6hpaOWMCQWH\nfU9a28OkpSTx3Lp9PPDKNkYOzeBz501kbEEWlfUt5KSnkJ2eQnl5ORNmnMG3H1vDq5urOWNCPted\nMZZLpo3grYo6Vuyo5ZSxeR1jCnXNbTz6+k6uPa2E1bsOkJIUCYwzSoby4f95md21zfziE6fy1Jt7\naW4L8b0PTae+pZ1bH13NVaeM5vKZI7nvpS3855PryExL4V8/MJWc9BTKSosxM+56dgN3PLWeT5w5\nli/NncT7fvw8ja0hzhifz39dfyqvbqkiJSmJC0qL+dc/vsmjb+wEoCgnjctmjOSSaSMYkpHCo6/v\n5M3ddZSVFrNlfyOfPGsc8x9Yxt66Fv7liqlMGZ5Dekoyja3tpCZHRk9+t2wH508p5ssPL2f2+AJm\njB7KTedN5NUtVXxz4SpG52ey+MvnkZGajLvz3+WbuPu5jdz1sVN4bPluFq3czSlj8/jlJ09nSEYq\n//SH1WyvauSeT57GZ+5byhvba/n+h6ZzybQRXPOLl9le3UhWWjJjC7JIT0niex+azsySPJ58cw+3\nLFjJwZbIb40O/cdt2dYaPnrGGH754hY+OTWN2z55Ubf+fCowS7/SP+CJSX1LTOpbYorXvjW0tBNy\n7/Hc6EAU3bOe/MYEYHNlPY2toY6TMbtyoKkNdycvK+2w9c1tIe54ch2fOns8YwqyWLGjlsaW9o4T\nOqOFw87Lm6oYnZ/ZrauqhMPO7gNNjBqa2eV/Whpb2991kuyO6kYyUpMpHnL4f9QO/ccFYMv+Bkbl\nZRzxWvF765p5bPkubjxnPOkpyTS0tHPvi1s484RCzhhf8K79N1fW8/DSHaQmG3c/twmAL184ia++\nfwo33b+M9Tsree5b8444y96ZrpIhIiIiR3U8M/WDUU8vdTixixP5Oos+YTBaRmoy375iasfjrq5y\nkmyxCVUAACAASURBVJRkRzyxrqv9u3PFkCNdRnRMwZGfF/1bia5C+/DcDD5/wTv3LshOT3nX+FG0\nicU5/NNlJwGRS5K2h5wpwyN3hv3pR2fx8ksvdissH4sefTUzm2dm68xso5ndeoTt6Wb2SLD9VTMb\n35PXExERERE55ITiHEpHDOn4D83QzFQyU3r/nJPjDsxmlgzcDVwKTAWuN7OpnXb7LFDj7pOAnwL/\ncbyvJyIiIiISCz05wjwb2Ojum929FXgYuLLTPlcCvwmWFwLvs3i4fZOIiIiISDf1ZHBpNLAj6vFO\nYM577ePu7WZ2ACgE9kfvZGbzgfkAxcXFlJeX96AsiYX6+nr1LQGpb4lJfUtM6lviUc8SU1/0LS4m\n/d39HuAeiFwlIx7PIpauxevZ39I19S0xqW+JSX1LPOpZYuqLvvVkJGMXMCbqcUmw7oj7mFkKMBSo\n6sFrioiIiIj0q54E5qXAZDObYGZpwHXAok77LAI+FSxfCzzr8XbhZxERERGRLhz3SEYwk3wz8CSQ\nDNzr7m+a2W3AMndfBPwKeMDMNgLVREK1iIiIiEjC6NEMs7svBhZ3WvedqOVm4MM9eQ0RERERkVjq\n3dugiIiIiIgMMArMIiIiIiJdUGAWEREREemCxdtFK8zsILAu1nXIMSui0w1pJCGob4lJfUtM6lvi\nUc8S07H0bZy7Fx9tp7i4cUkn69z99FgXIcfGzJapb4lHfUtM6ltiUt8Sj3qWmPqibxrJEBERERHp\nggKziIiIiEgX4jEw3xPrAuS4qG+JSX1LTOpbYlLfEo96lph6vW9xd9KfiIiIiEg8iccjzCIiIiIi\ncUOBWURERESkC3EVmM1snpmtM7ONZnZrrOuRd5jZvWa2z8zWRK0rMLOnzWxD8Dk/WG9m9vOgj6vM\n7NTYVT54mdkYM3vOzNaa2Ztm9pVgvfoWx8wsw8xeM7OVQd++G6yfYGavBv15xMzSgvXpweONwfbx\nsax/sDOzZDNbbmZ/Dh6rb3HOzLaa2WozW2Fmy4J1+jkZx8wsz8wWmtnbZvaWmZ3V1z2Lm8BsZsnA\n3cClwFTgejObGtuqJMp9wLxO624FnnH3ycAzwWOI9HBy8DEf+EU/1SiHawf+wd2nAmcCXwr+Tqlv\n8a0FuNDdTwZmAfPM7EzgP4CfuvskoAb4bLD/Z4GaYP1Pg/0kdr4CvBX1WH1LDHPdfVbUtXv1czK+\n3Qn8xd1PBE4m8neuT3sWN4EZmA1sdPfN7t4KPAxcGeOaJODuS4DqTquvBH4TLP8G+FDU+vs94m9A\nnpmN7J9K5RB3r3D3N4Llg0R+oIxGfYtrwfe/PniYGnw4cCGwMFjfuW+H+rkQeJ+ZWT+VK1HMrAS4\nHPhl8NhQ3xKVfk7GKTMbCpwP/ArA3VvdvZY+7lk8BebRwI6oxzuDdRK/hrt7RbC8BxgeLKuXcSb4\nde8pwKuob3Ev+LX+CmAf8DSwCah19/Zgl+jedPQt2H4AKOzfiiXwM+CbQDh4XIj6lggceMrMXjez\n+cE6/ZyMXxOASuDXwfjTL80smz7uWTwFZklgHrk+oa5RGIfMLAd4FPiqu9dFb1Pf4pO7h9x9FlBC\n5LdvJ8a4JDkKM7sC2Ofur8e6Fjlm57r7qUR+df8lMzs/eqN+TsadFOBU4BfufgrQwDvjF0Df9Cye\nAvMuYEzU45JgncSvvYd+rRF83hesVy/jhJmlEgnLv3X33wer1bcEEfya8TngLCK/RkwJNkX3pqNv\nwfahQFU/lypwDvBBM9tKZKTwQiJzlupbnHP3XcHnfcAfiPwnVT8n49dOYKe7vxo8XkgkQPdpz+Ip\nMC8FJgdnFKcB1wGLYlyTdG0R8Klg+VPAH6PWfzI4M/VM4EDUr0mknwTzkL8C3nL3n0RtUt/imJkV\nm1lesJwJXERk/vw54Npgt859O9TPa4FnXXek6nfu/i13L3H38UT+/XrW3T+O+hbXzCzbzIYcWgYu\nBtagn5Nxy933ADvMrDRY9T5gLX3cs7i605+ZXUZkBiwZuNfdfxDjkiRgZg8BZUARsBf4V+AxYAEw\nFtgGfMTdq4OgdheRq2o0Ap9292WxqHswM7NzgReA1bwzU/lPROaY1bc4ZWYziZywkkzkoMYCd7/N\nzCYSOXJZACwHPuHuLWaWATxAZEa9GrjO3TfHpnoBMLMy4BZ3v0J9i29Bf/4QPEwBHnT3H5hZIfo5\nGbfMbBaRk2vTgM3Apwl+XtJHPYurwCwiIiIiEm/iaSRDRERERCTuKDCLiIiIiHRBgVlEREREpAsK\nzCIiIiIiXVBgFhERERHpggKziIiIiEgXFJhFRERERLqgwCwiIiIi0gUFZhERERGRLigwi4iIiIh0\nQYFZRERERKQLCswiIiIiIl1QYBYRERER6YICs4iIiIhIFxSYRURERES6oMAsIiIiItIFBWYRERER\nkS4oMIuIiIiIdEGBWURERESkCwrMIiIiIiJdUGAWEREREemCArOIiIiISBcUmEVEREREuqDALCIi\nIiLSBQVmEREREZEuKDCLiIiIiHRBgVlEREREpAsKzCIiIiIiXVBgFhE5CjPbambv76WvlWZmC4Ov\n6WZW1htfV0RE+o4Cs4hI/3sR+ASwJ9aFHI2ZJce6BhGRWFNgFhHpgpk9AIwF/mRm9Wb2zWD9B83s\nTTOrNbNyMzsp6jlbzexbZrbWzGrM7NdmlgHg7q3u/jN3fxEIdeP1P21mb5nZQTPbbGaf77T9SjNb\nYWZ1ZrbJzOYF6wuC190d1PBYsP5GM3ux09dwM5sULN9nZr8ws8Vm1gDMNbPLzWx58Bo7zOzfOj3/\nXDN7Ofhe7Ahe4wwz2xsduM3sajNbeQzffhGRuKDALCLSBXe/AdgOfMDdc9z9R2Y2BXgI+CpQDCwm\nEqjTop76ceAS4ARgCvDt4yxhH3AFkAt8GvipmZ0KYGazgfuBbwB5wPnA1uB5DwBZwDRgGPDTY3jN\njwE/AIYQORreAHwyeI3Lgb8zsw8FNYwDngD+i8j3Yhawwt2XAlXAxVFf94agXhGRhKLALCJy7D4K\nPO7uT7t7G3AHkAmcHbXPXe6+w92riYTP64/nhdz9cXff5BHPA08B5wWbPwvcG9QRdvdd7v62mY0E\nLgW+4O417t4WPLe7/ujuLwVfs9ndy919dfB4FZH/LFwQ7Psx4K/u/lDwOlXuviLY9hsioyeYWQGR\n/0A8eDzfBxGRWFJgFhE5dqOAbYceuHsY2AGMjtpnR9TytuA5x8zMLjWzv5lZtZnVApcBRcHmMcCm\nIzxtDFDt7jXH85ocXjtmNsfMnjOzSjM7AHyhGzUA/B/wATPLBj4CvODuFcdZk4hIzCgwi4gcnXd6\nvBsYd+iBmRmR4Lgrap8xUctjg+ccEzNLBx4lcgR7uLvnERn/sGCXHURGPjrbARSYWd4RtjUQGdU4\n9BojjrBP5/f7ILAIGOPuQ4H/6UYNuPsu4BXgaiLjGA8caT8RkXinwCwicnR7gYlRjxcAl5vZ+8ws\nFfgHoAV4OWqfL5lZSTCK8M/AI4c2mFn6oZMAgTQzywhCd2dpQDpQCbSb2aUcPhP8K+DTQR1JZjba\nzE4MjuI+Afy3meWbWaqZnR88ZyUwzcxmBTX8Wzfe/xAiR6ybg7npj0Vt+y3wfjP7iJmlmFmhmc2K\n2n4/8E1gBvD7bryWiEjcUWAWETm624FvB1eBuMXd1xGZzf0vYD/wASInBbZGPedBIvPGm4mMLHw/\nats6oInICMeTwfI4OnH3g8CXiQT0GiJBdVHU9tcITgQEDgDPR32dG4A24G0iJw5+NXjOeuA24K/A\nBiIn9R3NF4HbzOwg8J2gnkM1bCcyJvIPQDWwAjg56rl/CGr6g7s3duO1RETijrl3/s2biIj0hJlt\nBW5y97/GupZ4YGabgM/r+yEiiUpHmEVEpM+Y2TVEZqKfjXUtIiLHKyXWBYiIyMBkZuXAVOCG4Eoi\nIiIJSSMZIiIiIiJd0EiGiIiIiEgX4m4kIy8vzydNmhTrMuQYNTQ0kJ2dHesy5Bipb4lJfUtM6lvi\nUc8S07H07fXXX9/v7sVH2y/uAvPw4cNZtmxZrMuQY1ReXk5ZWVmsy5BjpL4lJvUtMalviUc9S0zH\n0jcz23b0vTSSISIiIiLSJQVmEREREZEuKDCLiIiIiHRBgVlEREREpAsKzCIiIiIiXVBgFhERERHp\nggKziIiIiEgXFJhFRERERLqgwCwiIiIi0gUFZhERERGRLigwi4iIiMiA0R72Xv+aKb3+FUVERERE\n+kB7KMzegy3srm0KPpqpOPDO8u4DTeSnhHj/hb37ugrMIiIiIhJz7k51QysVB5rZVdtERW0Tuw80\nd4TjigPN7K1rpvMB5NyMFEblZTIqL5NTxuZB3Z5er02BWURERET6XENLOxUHmthV2xwJw1GBuCL4\n3NIePuw5aSlJjBqawcihmZx9QhGj8jIYlZfJyKEZjM7LZGReJjnph8fZ8vKqXq9dgVlEREREeqSh\npZ399S3sOdAcCb/BmERFbXC0+EAzB5raDntOksGwIRmMzMtg6qhc3n/SsCAMZwZhOIPC7DTMLEbv\n6h0KzCIiIiLyLs1tISoPtrC/voXKgy1U1rew/2ArlfXNweeWju2NraF3PT8vK5WRQzMpyc/kjPEF\nwdjEO0eIh+dmkJqcGNefUGAWERERGSRa28NUNQQBOCoM769vfde6gy3tR/wa+VmpFOWkUzwknVPG\n5nUsF+WkM2xIekcwzkobODFz4LwTERERGXTqmtuoPNiCAclJRpIZyUl2+LIZSUkcYV3sf9V/JO5O\nKOyE3AmHIeyHlg9f33ldU2voXQH4sKPD9S3UNrYd8TWHZKR0hN6TRuVyfhCCi3PSKRqSRnFOBsVD\n0inITiMtJTGOCvcmBWYRERGJWw0t7eysaWJHdSM7axrZUdPEzprGjnV1zUc+Ctpd0YE6yd4J0slJ\nRntbG5kv//WwdR3LHesg2QzMOsJr2CMfkWUigTYcvc6j1hEVgiOfvZcuI5ydlkxREHonFedw1sTC\njlAc+ZzW8TgjNbl3XnSAUmAWERGRmGluC70ThKuDIBwE4p01TVQ3tB62f0ZqEiX5WYzJz+TUsfmU\n5GcyPDcDeHfwfOfoKx3rQuFO2z0SWg8/ehv5vHPnboaPGHbYusMDLx3LDiRbJIBbELyTkw6FazpC\n9jvroo+Cc4R1RlLn573r+Rx2RD09JakjABflpJOdrpjXW/SdFBERkT7T0h5id21zcIT4nTB86PH+\n+pbD9k9LTqIkP5PR+ZlMHz2UkvxMxuRnUZKfSUl+FkU5/XfVhPLyKsrKZvbLa0l8U2AWERGR49YW\nClNR2xwcJT48DO+oaWTfwZbDRgxSkoxReZmMKcjkfScOY0xBJAgf+lyckx63s8UyeCkwi4iISJca\nW9vZVtUYfDSwrbqR7VWNbK1qYHdt02F3XksyOi4ldt7k4sOOEI8pyGJ4bgbJCsSSYLoVmM1sHnAn\nkAz80t1/2Gn7OOBeoBioBj7h7juDbT8CLgeSgKeBr7j31ji7iIiI9JS7U9vYxrbqIBAHYXh7VSPb\nqhupPHj42ER+VipjC7M5dWw+V50yOhKICyLBeMTQxLm2rkh3HTUwm1kycDdwEbATWGpmi9x9bdRu\ndwD3u/tvzOxC4HbgBjM7GzgHODQA9CJwAVDee29BREREjiYcdvYdbOkIwls7HSk+2OlqEyNyMxhX\nmMXc0mLGFWYzrjCLcQXZjC3MYmhmaozehUhsdOcI82xgo7tvBjCzh4ErgejAPBX4erD8HPBYsOxA\nBpAGGJAK7O152SIiItJZWyjMrpqmw44UHxqj2F7dSEt7uGPflCSjJD+TsYXZzBqTFwnEhdmML8xi\nTEGWLjMmEqU7gXk0sCPq8U5gTqd9VgJXExnbuAoYYmaF7v6KmT0HVBAJzHe5+1s9L1tERGRwamoN\nsb06emTinWC8q7aJUNRAcUZqEuMKsplQlE1ZaTFjg0A8riCbUXkZpGh0QqRb7GjjxGZ2LTDP3W8K\nHt8AzHH3m6P2GQXcBUwAlgDXANOBIiIh+qPBrk8D33T3Fzq9xnxgPkBxcfFpCxYs6Pk7k35VX19P\nTk5OrMuQY6S+JSb1LTEdS98a2py9jWH2NTr7On2ubTn83+3sVBiWlcSwTIt8znrnc1669dsl2AYi\n/V1LTMfSt7lz577u7qcfbb/uHGHeBYyJelwSrOvg7ruJHGHGzHKAa9y91sw+B/zN3euDbU8AZwEv\ndHr+PcA9AKWlpV5WVtaNsiSelJeXo74lHvUtMalviSm6b+6ReeLOJ9cdGqM40HT47YuH56YzriCX\nkydmMa4w67AjxUOzNE/cV/R3LTH1Rd+6E5iXApPNbAKRoHwd8LHoHcysCKh29zDwLSJXzADYDnzO\nzG4nMpJxAfCzXqpdREQkbrWHwuyube44ue6lt1v47fZlbK9qZHt1I01toY59k5OM0XmZjCvM4gMn\nj2RcQXbHTPHYgiwy0zRPLBJLRw3M7t5uZjcDTxK5rNy97v6mmd0GLHP3RUAZcLuZOZGRjC8FT18I\nXAisJnIC4F/c/U+9/zZERET6X3NbZJ644/rEUUeKd9U00R41T5yaBBOKGxhbkM25k4sYHxwpHleQ\nxej8TF2KTSSOdes6zO6+GFjcad13opYXEgnHnZ8XAj7fwxpFREQOs+9gMweb22kLhWlrd1pDYdpD\nYdpCTlsoTGsoHNkWtb3jcbDPoeXW9sO3vetrtR/+vENfq6k1/K7bOg/JSGF8YTbTRw/lipkjOy7D\nNr4wm7VvvMKFcy+I0XdMRHpCd/oTEZG419DSzt82V7FkfSVLNuxny/6GHn/NlCQjNTmJ1GQjLSWJ\nlKQkUlMi69KSkzq2pSYnkZ2eQmpyUuQ5KZHt6SlJjArGKMYFR4rzslLf8yS7t3XynUjCUmAWEZG4\nEw47ayvqWLKhkiXrK3l9Ww1tISczNZkzJxbw8TljKR6S/k6wTUkiNQizHSE4eluykZp0+HKSbs8s\nIt2kwCwiInGh8mALLwQB+cWN+9lf3wrASSNz+cy5Ezh/cjGnj88nPUUnwIlI/1JgFhGRmGhpD/H6\n1hqe31DJkvX7eauiDoDC7DTOm1zE+VOKOXdyEcOGZMS4UhEZ7BSYRUSkX7g7m/c3ROaQ11fyt83V\nNLWFSE02ThuXzzfnlXL+5GKmjszVuISIxBUFZhER6TMHmtp4eeP+YBZ5P7tqmwCYUJTNR04v4fwp\nxZw5sZDsdP1zJCLxSz+hRESk14TCzsqdtR1HkVfsqCXsMCQ9hbMnFfLFuSdw/uRixhRkxbpUEZFu\nU2AWEZEe2VXbxAvrK1myoZIXN+ynrrkdM5hZksfNcydx3pRiZo3J0405RCRhKTCLiCSQ9lCY1pDT\nHHVb5f7WGgrz+raajqPImyoj10QekZvBvOkjOG9yMedOKiI/Oy1mNYqI9CYFZhGROODu1DS2sedA\nM3sPNrP3QDN761rYU9fMvrpm9tRFHlc1tOAOPP2XWJdMekoScyYWcv3ssZw/pZjJw3Le86YdIiKJ\nTIFZRKSPNba2R8LvgWb2HWyOhOK6FvZ2BOFm9tW10BoKv+u5hdlpDM/NYHhuOjNLhlI8JIPdO7Yy\nceLEGLyTCMOYNiqX2RMKyEjVNZFFZOBTYBYROU7toTCV9S2HBeBDIXhfcHR4b10zB5vb3/Xc7LRk\nhg/NYPiQDM4YX8Cw3HRG5GYE4TgSkIcNySAt5d1zv+Xluykrm9Qfb1FERFBgFhF5T81tIbZXN7J1\nfwPbqxvZVtVIxYGmjlGJ/fXBeESUlCRj2JB0hg/NYFJxDudOKjpiGB6SkRqbNyUiIsdMgVlEBrUD\nTW1sq2pgW1VjRzjeVt3I9qpG9tQ1H7ZvbkYKo/OzGJ6bzrRRuQzLzQiCcHpHGC7MTtNNN0REBhgF\nZhEZ0NydyoMtbOt0pHhbVSQY1za2Hbb/sCHpjCvM4pxJRYwvzGJsYRbjC7MZV5hFXpau+iAiMhgp\nMItIwmsPhak40MzWTkeKD4XjpqhLsCUZjM7PZFxBNpfPGMm4wizGBYF4bEEWWWn6sSgiIofTvwwi\nkhBa28MdoxPbqhvfWa5qYGdNE+3hd4aJ01KSGFuQxfjCLM4+oYjxRZEwPK4wm9F5mUc8kU5EROS9\nKDCLSFzbXdvE/a9s46HXtnOg6Z3xiSHpKYwrymLaqKFcOmNkZHyiIJvxRVkMH5KhOWIREek1Cswi\nEpfe2F7DvS9u4Yk1e3B3Lpk2gounDQ/mibPJz0rVTTJERKRfKDCLSNxoC4V5Ys0e7n1xCyt21DIk\nPYXPnDOeT541njEFWbEuT0REBikFZhGJudrGVh58bTv3v7yNPXXNjC/M4rsfnMY1p5WQk64fUyIi\nElv6l0hEYmbjvoP8+qWtPPrGTprbwpwzqZAfXDWduaXDNIMsIiJxQ4FZRPpVOOws2VDJvS9tZcn6\nStJSkrhq1mg+fe54ThyRG+vyRERE3kWBWUT6RWNrO79/Yxe/fmkLmyobKB6Szj9cNIWPzRlLYU56\nrMsTERF5TwrMItKnOl8WbvroXH760ZO5fMYoXQ9ZREQSggKziPSJI10W7jPnTuD0cfm6HJyIiCQU\nBWYR6TXvuixchi4LJyIiiU+BWUR6TJeFExGRgUz/konIcdNl4UREZDDoVmA2s3nAnUAy8Et3/2Gn\n7eOAe4FioBr4hLvvNLO5wE+jdj0RuM7dH+uN4kWk/7k7Szbs594Xt/C8LgsnIiKDwFEDs5klA3cD\nFwE7gaVmtsjd10btdgdwv7v/xswuBG4HbnD354BZwdcpADYCT/XyexCRftDUGuL3y3fy65e2snFf\nPcN0WTgRERkkunOEeTaw0d03A5jZw8CVQHRgngp8PVh+DjjSEeRrgSfcvfH4yxWR/rTvYDNLt9Tw\nt81VLFq5mwNNbcwYPZSffXQWl80YqcvCiYjIoGDu3vUOZtcC89z9puDxDcAcd785ap8HgVfd/U4z\nuxp4FChy96qofZ4FfuLufz7Ca8wH5gMUFxeftmDBgp6/M+lX9fX15OTkxLoMOUad+7a/Kcy66hDr\nasKsrw6xpzHy8yE9GWYUJXPx+FQm5yXpsnAxpr9viUl9SzzqWWI6lr7NnTv3dXc//Wj79dZJf7cA\nd5nZjcASYBcQOrTRzEYCM4Anj/Rkd78HuAegtLTUy8rKeqks6S/l5eWob4nF3Xno8eeoy5zI0q3V\nvLalml21TQDkZqQwe0Ixn5lQwOwJhUwblUtqso4mxwv9fUtM6lviUc8SU1/0rTuBeRcwJupxSbCu\ng7vvBq4GMLMc4Bp3r43a5SPAH9y9rWflisjxCoWdt/fU8dqW6o6PqoZWYDVFOenMmVjA/PMnMntC\nAaXDh+gqFyIiIoHuBOalwGQzm0AkKF8HfCx6BzMrAqrdPQx8i8gVM6JdH6wXkX7S2h5m9a4DvLal\nmqVbIx8Hm9sBKMnP5ILSYoa2VvLJeWczvjBLYxYiIiLv4aiB2d3bzexmIuMUycC97v6mmd0GLHP3\nRUAZcLuZOZGRjC8der6ZjSdyhPr5Xq9eRDo0tYZYvqOm4+jxG9traG4LAzBpWA5XzBzFnAkFnDGh\ngNF5mUDk11YTirJjWbaIiEjc69YMs7svBhZ3WvedqOWFwML3eO5WYPTxlygiR1LX3MbrW2t4LZg/\nXrWzlraQYwZTR+Zy/eyxzJlQwOnjCyjSZd9ERESOm+70J5IgqupbWLq1mleDI8hvVdQRdkhNNmaM\nHspnz53InAkFnDoun6GZqbEuV0REZMBQYBaJU+7Oih21/GllBUs2VLJxXz0AGalJnDo2ny+/bzKz\nJxRwyph8MtOSY1ytiIjIwKXALBJH3J239xxk0crd/GnlbnbWNJGWksTZJxRyzaklzJ5QwIzRQ3XD\nEBERkX6kwCwSB7bsb+BPK3ezaOVuNu6rJznJOGdSEV99/xQunjac3AyNWIiIiMSKArNIjOyubeLP\nqyIhec2uOszgjPEFfP9D07l0+ggKdaKeiIhIXFBgFulHlQdbeGJNBX9auZulW2sAOLlkKN++/CQu\nnzmSkUMzY1yhiIiIdKbALNLHDjS18eSaPfxp1W5e2rifsEPp8CHccvEUPnDyKMYV6jrIIiIi8UyB\nWaQPNLa289e39rFoxW6WrK+kNRRmbEEWXyybxAdOHkXpiCGxLlFERES6SYFZpJe0tId4fl0li1bu\n5pm39tHUFmJEbgafPGscHzh5FDNLhur20yIiIglIgVmkB9pDYV7eVMWfVu7mL2/u4WBzO/lZqVx9\n6mg+ePIozhhfQFKSQrKIiEgiU2AWOUbhsPP69hoWrdjN4tUVVDW0MiQ9hYunjeADJ4/knElFpCbr\nOskiIiIDhQKzSDe4O2t21bFo5S7+vKqCigPNZKQm8b6ThvOBmaMoKy0mI1V32xMRERmIFJhFulBx\noIkHX93On1buZmtVI6nJxgVTirn10hN5/0nDyU7XXyEREZGBTv/ai7yHZVurmf/A69Q2tnLWCYX8\nXdkJXDJtBHlZabEuTURERPqRArPIEfxxxS6+8btVjM7P5HdfOIsTinNiXZKIiIjEiAKzSBR3585n\nNvCzv25g9oQC/vcTp5GfrSPKIiIig5kCs0igpT3EPy5cxWMrdnPNqSXcfvUM0lJ0tQsREZHBToFZ\nBKhuaOXzDyxj6dYavnFJKV8sO0E3GRERERFAgVmEjfvq+cx9S9lT18xdHzuFK2aOinVJIiIiEkcU\nmGVQe3njfr7wf6+TlpLEw/PP5NSx+bEuSUREROKMArMMWguW7uCf/rCaCUXZ3HvjGYwpyIp1SSIi\nIhKHFJhl0AmHnR89uY7/eX4T500u4u6Pn0puRmqsyxIREZE4pcAsg0pTa4ivL1jBE2v28PE5Y/nu\nB6eRkqwrYYiIiMh7U2CWQWNfXTOfu38Zq3Yd4NuXn8Rnz52gK2GIiIjIUSkwy6Dw9p46PvPrdOvm\n4gAAIABJREFUpdQ0tnHPDadz0dThsS5JREREEoQCswx4z63bx98/uJzs9GR+94WzmD56aKxLEhER\nkQSiwCwD2v2vbOXfFr3JSSNz+dWnzmDE0IxYlyQiIiIJRoFZBqRQ2Pnen9dy38tbef9Jw7nzullk\np+uPu4iIiBw7JQgZcOpb2vnyQ8t59u193HTuBL512UkkJ+nkPhERETk+3bqelpnNM7N1ZrbRzG49\nwvZxZvaMma0ys3IzK4naNtbMnjKzt8xsrZmN773yRQ63u7aJa3/xMs+vr+T7H5rOt6+YqrAsIiIi\nPXLUI8xmlgzcDVwE7ASWmtkid18btdsdwP3u/hszuxC4Hbgh2HY/8AN3f9rMcoBwr74DkcCqnbV8\n9jfLaG4N8esbz+D8KcWxLklEREQGgO4cYZ4NbHT3ze7eCjwMXNlpn6nAs8Hyc4e2m9lUIMXdnwZw\n93p3b+yVykWi/GXNHj7yv6+QlpzEo188W2FZREREeo25e9c7mF0LzHP3m4LHNwBz3P3mqH0eBF51\n9zvN7GrgUaAIOA+4CWgFJgB/BW5191Cn15gPzAcoLi4+bcGCBb309qS/1NfXk5OT0++v6+48sbWN\n361rY8LQJL5yagZD0zWC0V2x6pv0jPqWmNS3xKOeJaZj6dvcuXNfd/fTj7Zfb530dwtwl5ndCCwB\ndgGh4OufB5wCbAceAW4EfhX9ZHe/B7gHoLS01MvKynqpLOkv5eXl9Hff2kJh/uWxNSxYt4PLZ47k\nxx8+mYzU5H6tIdHFom/Sc+pbYlLfEo96lpj6om/dCcy7gDFRj0uCdR3cfTdwNUAwp3yNu9ea2U5g\nhbtvDrY9BpxJp8AscqwONLXxxd++zksbq7h57iS+ftEUknRyn4iIiPSB7gTmpcBkM5tAJChfB3ws\negczKwKq3T0MfAu4N+q5eWZW7O6VwIXAst4qXgan7VWNfPq+19he3cgdHz6Za08rOfqTRERERI7T\nUU/6c/d24GbgSeAtYIG7v2lmt5nZB4PdyoB1ZrYeGA78IHhuiMi4xjNmthow4P/1+ruQQeP1bdV8\n6L9fYn99Kw98do7CsoiIiPS5bs0wu/tiYHGndd+JWl4ILHyP5z4NzOxBjSIA/HHFLr6xcBWj8zL5\n1adOZ2KxTsQQERGRvqc7/Uncc3d+/sxGfvrX9cyeUMD/fuI08rPTYl2WiIiIDBIKzBLXWtpD3Pro\nav6wfBfXnFrCv189nfQUXQlDRERE+o8Cs8St6oZWPv/AMpZureGWi6fwpbmTMNOVMERERKR/KTBL\nXHp9WzU3P7icqoZW7vrYKVwxc1SsSxIREZFBSoFZ4ko47Nzzwmb+88l1jM7L5NEvnM2MkqGxLktE\nREQGMQVmiRvVDa18fcEKytdVcvmMkdx+zQxyM1JjXZaIiIgMcgrMEheWbq3m7x9cTnVDK9+7chqf\nOHOc5pVFREQkLigwS0yFw87/LNnEj59aT0l+Jr//4tlMH60RDBEREYkfCswSM1X1LXx9wUqeX1/J\n5TNH8sOrZzBEIxgiIiISZxSYJSZe21LN3z/0BjWNbXz/Q9P5+JyxGsEQERGRuKTALP0qHHZ+8fwm\nfvzUOsYVZnPvjWcwbZRGMERERCR+KTBLv9lf38LXHlnBCxv284GTR/HvV03XCIaIiIjEPQVm6Rd/\n21zFlx9aTm1TG/9+1Qyunz1GIxgiIiKSEBSYpU+Fw85/l2/kJ0+vZ3xhNvd9ejZTR+XGuiwRERGR\nblNglj4TPYLxwZNH8e9XzyAnXX/kREREJLEovUifeGVTFV95eDkHmtq4/eoZXHeGRjBEREQkMSkw\nS68KhZ27nt3Inc9ERjB+85nZnDRSIxgiIiKSuBSYpddUHmzhq48s56WNVXxo1ii+f5VGMERERCTx\nKc1Ir1hbFeIbP3+BuqY2/uOaGXzkdI1giIiIyMCgwCw9Ego7//XsBu5c2szE4mwe+OxsThyhEQwR\nEREZOBSY5bjtO9jMVx9ewcubqjh7VAr/7/Pnkq0RDBERERlglG7kuLy0cT9feXgF9S1t/OjamRQf\n3KiwLCIiIgNSUqwLkMQSCjs/eXo9n/jVq+RlpbLo5nM1rywiIiIDmg4JSrftq2vmKw+v4JXNVVxz\nagnf+9A0stL0R0hEREQGNqUd6ZYXNlTytUdWUN/Szn9eO5MPnz4m1iWJiIiI9AsFZulSeyjMnc9s\n4K7nNjKpOIcHP3cmU4YPiXVZIiIiIv1GgVne0966Zr780HJe3VLNh08r4btXagRDREREBh+lHzmi\nN7bX8LnfLKOxNcQdHz6Za08riXVJIiIiIjGhwCzvUtPQyhf/7w2y0pN5eP6ZTNYIhoiIiAxi3bqs\nnJnNM7N1ZrbRzG49wvZxZvaMma0ys3IzK4naFjKzFcHHot4sXnqfu/OPj66iqqGFX3z8NIVlERER\nGfSOeoTZzJKBu4GLgJ3AUjNb5O5ro3a7A7jf3X9jZhcCtwM3BNua3H1WL9ctfeS3r27nqbV7+fbl\nJzF99NBYlyMiIiISc905wjwb2Ojum929FXgYuLLTPlOBZ4Pl546wXRLAuj0H+d6f13L+lGI+c86E\nWJcjIiIiEhfM3bvewexaYJ673xQ8vgGY4+43R+3zIPCqu99pZlcDjwJF7l5lZu3ACqAd+KG7P3aE\n15gPzAcoLi4+bcGCBb3z7qTbWkPOba80UdfqfO+cLIamH9ud++rr68nJyemj6qSvqG+JSX1LTOpb\n4lHPEtOx9G3u3Lmvu/vpR9uvt076uwW4y8xuBJYAu4BQsG2cu+8ys4nAs2a22t03RT/Z3e8B7gEo\nLS31srKyXipLuus7f1zDzvpt3PfpMygrHXbMzy8vL0d9SzzqW2JS3xKT+pZ41LPE1Bd9605g3gVE\n39atJFjXwd13A1cDmFkOcI271wbbdgWfN5tZOXAKcFhglth66s093P/KNm46d8JxhWURERGRgaw7\nM8xLgclmNsHM0oDrgMOudmFmRWZ26Gt9C7g3WJ9vZumH9gHOAaJPFpQY23OgmW8+uoppo3L5xrzS\nWJcjIiIiEneOGpjdvR24GXgSeAtY4O5vmtltZvbBYLcyYJ2ZrQeGAz8I1p8ELDOzlUROBvxhp6tr\nSAyFws7XHllBS1uYn19/CukpybEuSURERCTudGuG2d0XA4s7rftO1PJCYOERnvcyMKOHNUof+Z/n\nN/HK5ip+dO1MTijWSQ0iIiIiR9KtG5fIwPPG9hp+8vR6rpg5kg/rttciIiIi70mBeRCqa27jKw8v\nZ0RuBj+4agZmx3YJOREREZHBpLcuKycJwt359h/WsLu2mQWfP5OhmamxLklEREQkrukI8yDz6Bu7\nWLRyN19932ROG1cQ63JERERE4p4C8yCyubKe7/xxDXMmFPDFuZNiXY6IiIhIQlBgHiRa28N85eEV\npKUk8bPrZpGcpLllERERke7QDPMgccdT61i96wD/e8NpjByaGetyRERERBKGjjAPAkvWV3LPks18\nfM5YLpk2ItbliIiIiCQUBeYBbn99C19fsJLJw3L49uVTY12OiIiISMLRSMYAFg47t/xuJXXNbfzf\nTbPJTNOtr0VERESOlY4wD2C/fnkr5esq+fblJ3HiiNxYlyMiIiKSkBSYB6g1uw7wH0+8zftPGs4N\nZ46LdTkiIiIiCUuBeQBqbG3nyw8vJz87lR9dO1O3vhYRERHpAc0wD0DfXbSWLfsb+O1NcyjITot1\nOSIiIiIJTUeYB5g/r9rNI8t28HcXnMDZJxTFuhwRERGRhKfAPIDsqG7kW79fzawxeXztoimxLkdE\nRERkQFBgHiDaQ2G++sgK3OHn151CarJaKyIiItIbNMM8QPz82Y28vq2GO6+bxdjCrFiXIyIiIjJg\n6DDkAPDq5iruenYD15xawpWzRse6HBEREZEBRYE5wdU2tvLVR1YwtiCL7145LdbliIiIiAw4GslI\nYO7OrY+uZn99C4/+3dnkpKudIiIiIr1NR5gT2IOvbecvb+7hlotLmVmSF+tyRERERAYkBeYEtWHv\nQb7357WcN7mIz503MdbliIiIiAxYCswJqLktxN8/tJzstBR+/JGTSUrSra9FRERE+oqGXhPQD594\nm7f3HOTXN57BsCEZsS5HREREZEDTEeYE89e1e7nv5a185pwJzD1xWKzLERERERnwFJgTyN66Zr6x\ncCVTR+byj5eWxrocERERkUFBgTlBhMLO1x5ZQXNbmJ9ffwrpKcmxLklERERkUNAMc4L43yWbeHlT\nFf9xzQwmDcuJdTkiIiIig0a3jjCb2TwzW2dmG83s1iNsH2dmz5jZKjMrN7OSTttzzWynmd3VW4UP\nJit21PKTp9Zz+YyRfOT0MbEuR0RERGRQOWpgNrNk4G7gUmAqcL2ZTe202x3A/e4+E7gNuL3T9u8B\nS3pe7uBzsLmNLz+0nOG5Gfz71TMw0yXkRERERPpTd44wzwY2uvtmd28FHgau7LTPVODZYPm56O1m\ndhowHHiq5+UOPv/y2Bp21jRy53WzGJqZGutyRERERAad7swwjwZ2RD3eCczptM9K4GrgTuAqYIiZ\nFQI1wI+BTwDvf68XMLP5wHyA4uJiysvLu1n+wPbSrjYeW93KVZNSqd+6ivKtsa7ovdXX16tvCUh9\nS0zqW2JS3xKPepaY+qJvvXXS3y3AXWZ2I5HRi11ACPgisNjdd3Y1SuDu9wD3AJSWlnpZWVkvlZW4\ntu5v4EvPvsDs8QXc8ZkzSY7zu/mVl5ejviUe9S0xqW+JSX1LPOpZYuqLvnUnMO8Cos80KwnWdXD3\n3USOMGNmOcA17l5rZmcB55nZF4EcIM3M6t39XScOyjta28N8+eHlJCcZP71uVtyHZREREZGBrDuB\neSkw2cwmEAnK1wEfi97BzIqAancPA98C7gVw949H7XMjcLrC8tE9+Oo2Vu08wC8+fiqj8zJjXY6I\niIjIoHbUk/7cvR24GXgSeAtY4O5vmtltZvbBYLcyYJ2ZrSdygt8P+qjeQWHRyt1MHZnLpTNGxroU\nERERkUGvWzPM7r4YWNxp3XeilhcCC4/yNe4D7jvmCgeZigNNvLG9llsunhLrUkREREQE3Ro77jyx\neg8Al+nosoiIiEhcUGCOM0+sqeDEEUOYWKzbX4uIiIjEAwXmOLK3rpll22p0dFlEREQkjigwx5G/\nrNmDu8YxREREROKJAnMceXx1BVOG5zBpmMYxREREROKFAnOc2HewmaVbq3V0WURERCTOKDDHiSc1\njiEiIiISlxSY48TjqyuYNCyHKcOHxLoUEREREYmiwBwHKg+28NqWai6bPiLWpYiIiIhIJwrMceDJ\nN/cQdrhspsYxREREROKNAnMceGJNBROLsinVOIaIiIhI3FFgjrGq+hZe2VTFZTNGYmaxLkdERERE\nOlFgjrGn1u4l7HDpDM0vi4iIiMQjBeYYW7y6gvGFWUwdmRvrUkRERETkCBSYY6imoZWXNY4hIiIi\nEtcUmGPoqbV7CIVdNysRERERiWMKzDH0+Oo9jC3IYtoojWOIiIiIxCsF5hipbWzl5Y37uXTGCI1j\niIiIiMQxBeYYeWrtXtrDzuUaxxARERGJawrMMfLE6gpK8jOZMXporEsRERERkS4oMMfAgaY2Xty4\nX1fHEBEREUkACswx8Ne1e2kLOZdO181KREREROKdAnMMLF5dwei8TGaNyYt1KSIiIiJyFArM/ayu\nuY0XNuzn0um6OoaIiIhIIlBg7mfPvLWX1lCYS3V1DBEREZGEoMDczx5ftYeRQzM4ReMYIiIiIglB\ngbkfHWxuY8mGSuZNH0FSksYxRERERBKBAnM/evbtfbS2h3WzEhEREZEEosDcjxavrmB4bjqnjs2P\ndSkiIiIi0k3dCsxmNs/M1pnZRjO79Qjbx5nZM2a2yszKzawkav0bZrbCzN40sy/09htIFA0t7ZSv\nq+TS6SM1jiEiIiKSQI4amM0sGbgbuBSYClxvZlM77XYHcL+7zwRuA24P1lcAZ7n7LGAOcKuZjeqt\n4hPJs2/vo6U9rJuViIiIiCSY7hxhng1sdPfN7t4KPAxc2WmfqcCzwfJzh7a7e6u7twTr07v5egPS\n4tUVFA9J5/TxBbEuRURERESOQUo39hkN7Ih6vJPI0eJoK4GrgTuBq4AhZlbo7lVmNgZ4HJgEfMPd\nd3d+ATObD8wHKC4upry8/FjfR1xraXeeWdvIuSUpvLDk+ViX0yfq6+sHXN8GA/UtMalviUl9Szzq\nWWLqi751JzB3xy3AXWZ2I7AE2AWEANx9BzAzGMV4zMwWuvve6Ce7+z3APQClpaVeVlbWS2XFh8dX\nVdAafoPPXXI6Z51QGOty+kR5eTkDrW+DgfqWmNS3xKS+JR71LDH1Rd+6MyKxCxgT9bgkWNfB3Xe7\n+9Xufgrwz8G62s77AGuA83pUcQJavKaCopw0Zk/QOIaIiIhIoulOYF4KTDazCWaWBlwHLIrewcyK\nzOzQ1/oWcG+wvsTMMoPlfOBcYF1vFZ8ImlpDPPvWPi6ZNoJkXR1DREREJOEcNTC7eztwM/Ak8Baw\nwN3fNLPbzOyDwW5lwDozWw8MB34QrD8JeNXMVgLPA3e4++pefg9xrXzdPpraQrpZiYiIiEiC6tYM\ns7svBhZ3WvedqOWFwMIjPO9pYGYPa0xoi9fsoSBb4xgiIiIiiWrQXuatPzS3hXjmrb1cMm0EKcn6\nVouIiIgkIqW4PvT8+koaW0NcNkM3KxERERFJVArMfWjx6grys1I5c+LAvJSciIiIyGCgwNxHIuMY\n+7h46ghSNY4hIiIikrCU5PrICxv2U9/SzmUzdXUMERERkUSmwNxHnlhdwdDMVM4eoHf2ExERERks\nFJj7QEt7iKfX7uXiqcM1jiEiIiKS4JTm+sCLG/ZzUOMYIiIiIgOCAnMfWLx6D7kZKZxzQlGsSxER\nERGRHlJg7mWt7WGeXruHi6aOIC1F314RERGRRKdE18te2rSfuuZ23axEREREZIBQYO5li1dVMCQ9\nhXMnaxxDREREZCBQYO5FbaEwT63dy/unDic9JTnW5YiIiIhIL1Bg7kUvb6riQFMbl83Q1TFERERE\nBgoF5l70xOoKctJTOE/jGCIiIiIDhgJzL2kLhXnyzT2876RhZKRqHENERERkoFBg7iV/21xFTaPG\nMUREREQGGgXmXrJ49R6y05K5YEpxrEsRERERkV6kwNwL2oNxjAtPGq5xDBEREZEBRoG5F7y2pZrq\nhlYum66blYiIiIgMNArMveDx1RVkpiZTVjos1qWIiIiISC9TYO6hUNgj4xgnDiMzTeMYIiIiIgON\nAnMPvbalmv31rbo6hoiIiMgApcDcQ0+sqSAjNYm5J+rqGCIiIiIDkQJzD4TCzhNr9jC3dBhZaSmx\nLkdERERE+oACcw8s21pN5cEWLtU4hoiIiMiApcDcA0+s2UN6ShLvO1FXxxAREREZqBSYj1M47Dyx\npoKy0mKy0zWOISIiIjJQKTAfpze217C3rkVXxxAREREZ4LoVmM1snpmtM7ONZnbrEbaPM7NnzGyV\nmZWbWUmwfpaZvWJmbwbbPtrbbyBWHl9dQVpKEhdqHENERERkQDtqYDazZOBu4FJgKnC9mU3ttNsd\nwP3uPhO4Dbg9WN8IfNLdpwHzgJ+ZWV5vFR8r4bDzlzV7OH9yMUMyUmNdjoiIiIj0oe4cYZ4NbHT3\nze7eCjwMXNlpn6nAs8Hyc4e2u/t6d98QLO8G9gEJf8Hi5TtqqTjQzOUzR8S6FBERERHpY905W200\nsCPq8U5gTqd9VgJXA3cCVwFDzKzQ3asO7WBms4E0YFPnFzCz+cB8gOLiYsrLy4/hLfS/h95uIcUg\nff8Gyss3xrqcuFBfXx/3fZN3U98Sk/qWmNS3xKOeJaa+6FtvXd7hFuAuM7sRWALsAkKHNprZSOAB\n4FPuHu78ZHe/B7gHoLS01MvKynqprN7n7vzz357jgtICLrvojFiXEzfKy8uJ577JkalviUl9S0zq\nW+JRzxJTX/StO4F5FzAm6nFJsK5DMG5xNYCZ5QDXuHtt8DgXeBz4Z3f/W28UHUsrdtSyq7aJr100\nJdaliIiIiPz/9u41Rq66jOP490dLBQGpvdgQilClgVTRShRRkVQUpWDEWwzeNSS8wQQTjQFfaCQh\nxmi8RWNCtN5vpIoSWEQDNBoTEVRkgdpaGpTWbSvUQgtGgj6+mLMwrmU64O7MGef7SSZ7zv+c2T7t\nL3v26Tn/OUcD0M8c5puBlUlWJFkAnAdc1b1DkiVJpr/XJcC6ZnwBcCWdDwSun72yh+fa23dw8Lxw\n5qplwy5FkiRJA3DAhrmqHgHeB1wHbASuqKo7klya5HXNbmuATUk2A8uAy5rxtwCnA+9JcmvzWj3b\nf4lBqSquuW2K045fwpGHencMSZKkcdDXHOaqmgAmZox9pGt5PfBfZ5Cr6lvAt/7HGltjcvv9bN/z\ndy561cphlyJJkqQB8Ul/T8A1k1PMPyi82ukYkiRJY8OGuU9VxbWTO3jp8UtY+NQFwy5HkiRJA2LD\n3Kc7/vIAf979EOec5MNKJEmSxokNc58mJqeYd1A4c5UNsyRJ0jixYe5DVTExOcVLn72YRYc5HUOS\nJGmc2DD3YePUXu6+7yHWPveoYZciSZKkAbNh7sPE5BQHBV7zHO+OIUmSNG5smA9gejrGqc9azOLD\nnzLsciRJkjRgNswHsGnnXrbe+yBnn+R0DEmSpHFkw3wAE7dNT8fw7hiSJEnjyIb5ACZu38EpKxax\n9AinY0iSJI0jG+YeNu/cy5Zd+zjH6RiSJEljy4a5h4nJKRJ4zXOdjiFJkjSubJh7mJic4kXHLeIZ\nRxwy7FIkSZI0JDbMj2PLrr1s3rmPsz27LEmSNNZsmB/HxOQOANY6f1mSJGms2TA/jonJKV547NNZ\n9jSnY0iSJI0zG+b9uOuv+/jDjr0+rESSJEk2zPtz7eQUAGtPcv6yJEnSuLNh3o+JyR2c/MyFHHXk\nocMuRZIkSUNmwzzD3fc+yJ1TDzgdQ5IkSYAN83/55V33At4dQ5IkSR3zh11A27z9xcdy+sqlHL3Q\n6RiSJEnyDPN+HbPoqcMuQZIkSS1hwyxJkiT1YMMsSZIk9WDDLEmSJPVgwyxJkiT1YMMsSZIk9dBX\nw5zkrCSbkmxJcvF+th+b5PoktyXZkGR517afJNmT5OrZLFySJEkahAM2zEnmAV8E1gKrgLcmWTVj\nt08B36iq5wGXAh/v2vZJ4J2zU64kSZI0WP2cYT4F2FJVW6vqYeB7wLkz9lkF3NAs39i9vaquB/bO\nQq2SJEnSwPXzpL+jgXu61rcBL56xz++BNwKfA94AHJFkcVXd108RSS4ALgBYunQpGzZs6OdtapF9\n+/aZ2wgyt9FkbqPJ3EaPmY2muchtth6N/UHgC0neA/wc2A78s983V9XlwOUAJ5xwQq1Zs2aWytKg\nbNiwAXMbPeY2msxtNJnb6DGz0TQXufXTMG8HjulaX96MPaqq/kLnDDNJDgfeVFV7ZqtISZIkaVj6\naZhvBlYmWUGnUT4PeFv3DkmWALur6l/AJcC6J1vQ5s2b9yXZ9GTfr6FZAtw77CL0hJnbaDK30WRu\no8fMRtMTye3YfnY6YMNcVY8keR9wHTAPWFdVdyS5FLilqq4C1gAfT1J0pmRcOP3+JL8ATgQOT7IN\nOL+qruvxR26qqhf2U7zaI8kt5jZ6zG00mdtoMrfRY2ajaS5y62sOc1VNABMzxj7StbweWP847335\n/1KgJEmSNEw+6U+SJEnqoY0N8+XDLkBPirmNJnMbTeY2msxt9JjZaJr13FJVs/09JUmSpP8bbTzD\nLEmSJLWGDbMkSZLUQ6sa5iRnJdmUZEuSi4ddjx6TZF2SXUlu7xpblORnSf7YfH16M54kn29yvC3J\nycOrfHwlOSbJjUnuTHJHkouacXNrsSSHJPl1kt83uX2sGV+R5KYmn+8nWdCMP6VZ39JsP26Y9Y+7\nJPOS/C7J1c26ubVckruTTCa5NcktzZjHyRZLsjDJ+iR/SLIxyUvmOrPWNMxJ5gFfBNYCq4C3Jlk1\n3KrU5WvAWTPGLgaur6qVwPXNOnQyXNm8LgC+NKAa9Z8eAT5QVauAU4ELm58pc2u3fwBnVNXzgdXA\nWUlOBT4BfKaqjgf+Bpzf7H8+8Ldm/DPNfhqei4CNXevmNhpeUVWru+7d63Gy3T4H/KSqTgSeT+dn\nbk4za03DDJwCbKmqrVX1MPA94Nwh16RGVf0c2D1j+Fzg683y14HXd41/ozp+BSxMctRgKtW0qpqq\nqt82y3vpHFCOxtxarfn339esHty8CjiDx+53PzO36TzXA69MkgGVqy5JlgPnAF9u1oO5jSqPky2V\n5EjgdOArAFX1cFXtYY4za1PDfDRwT9f6tmZM7bWsqqaa5R3AsmbZLFumudz7AuAmzK31msv6twK7\ngJ8BdwF7quqRZpfubB7Nrdl+P7B4sBWr8VngQ8C/mvXFmNsoKOCnSX6T5IJmzONke60A/gp8tZn+\n9OUkhzHHmbWpYdYIq879Cb1HYQslORz4AfD+qnqge5u5tVNV/bOqVgPL6Vx9O3HIJekAkrwW2FVV\nvxl2LXrCTquqk+lcur8wyendGz1Ots584GTgS1X1AuBBHpt+AcxNZm1qmLcDx3StL2/G1F47py9r\nNF93NeNm2RJJDqbTLH+7qn7YDJvbiGguM94IvITOZcT5zabubB7Nrdl+JHDfgEsVvAx4XZK76Uwp\nPIPOPEtza7mq2t583QVcSec/qR4n22sbsK2qbmrW19NpoOc0szY1zDcDK5tPFC8AzgOuGnJN6u0q\n4N3N8ruBH3eNv6v5ZOqpwP1dl0k0IM18yK8AG6vq012bzK3FkixNsrBZPhQ4k8788xuBNze7zcxt\nOs83AzeUT6QauKq6pKqWV9VxdH5/3VBVb8fcWi3JYUmOmF4GXg3cjsfJ1qqqHcA9SU54DUi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okDEGAAAA6kBjjEYjh5Um6pYm6pYm6pYeapYmMsYAAABADiWRMT7tNGn33aXTT2/BQQEA\nAKDokDEGAAAA6pBMY7xyZb5HgerIYaWJuqWJuqWJuqWHmqWJjDEAAACQQ0lkjK+8Upo/X7r66hYc\nFAAAAIoOGWMAAACgDjTGaDRyWGmibmmibmmibumhZmkiYwwAAADkUBIZ44ceku68U3r44RYcFAAA\nAIpO8hnjjh2ZMQYAAEDzSqIx7txZWr4836NAdeSw0kTd0kTd0kTd0kPN0tSqMsabby4tW5bvUQAA\nAKCYJZEx/vhj6cADpRkzWnBQAAAAKDrJZ4y32EJaujTfowAAAEAxS6IxJkpRmMhhpYm6pYm6pYm6\npYeapalVZYzbt4/LNWvyOw4AAAAUryQyxpLUs6f0/vtSr14tNCgAAAAUneQzxhJxCgAAADQvGmM0\nGjmsNFG3NFG3NFG39FCzNLWqjLEUR6agMQYAAEBzSSZjPGKEdNZZ0mGHtdCgAAAAUHTIGAMAAAB1\noDFGo5HDShN1SxN1SxN1Sw81S1OrzBhz9jsAAAA0l2Qyxv/7v1LbttKYMS00KAAAABQdMsYAAABA\nHZJpjIlSFB5yWGmibmmibmmibumhZmlqdRljZowBAADQnJLJGD/6qHTTTdLEidLrr0u77dZCgwMA\nAEDRKIqMcWWUoqxM+vrXpVWr8j0iAAAAFJNkGuPKKMWCBVJFhbRyZb5HBHJYaaJuaaJuaaJu6aFm\naWp1GeOePaMp/vzzWKYxBgAAQC4lkzFesyZmjR97TDr4YOmDD6SddmqhAQIAAKAoFEXGuH37aIw/\n+CCWmTEGAABALiXTGEvSVltJb70V12mM848cVpqoW5qoW5qoW3qoWZpaXcZYkkpKaIwBAADQPJLJ\nGEvSiSdKDz0UTfHDD0tHHdUCgwMAAEDRKIqMsRRRipUrpU03ZcYYAAAAuZVUY1xSEpf9+tEYFwJy\nWGmibmmibmmibumhZmlqlRnjrbaKywEDaIwBAACQW0lljEtLpeHDpVNOkXbcUTrvvOYfGwAAAIpH\n0WSMS0qkNm2kvn2lFSvyPRoAAAAUk6Qa4/79pR/8QOrcmShFISCHlSbqlibqlibqlh5qlqZWmTHu\n0EG65RapY0caYwAAAORWUhnjSuPHR954/PjmGhEAAACKUbNljM3sNjObZ2Zv1bLOdWY2zcymmNmQ\npjxfJWaMAQAAkGtNjVLcIemQjd1pZiMkbe/uO0o6XdK4Jj6fJBrjQkEOK03ULU3ULU3ULT3ULE0F\nkTF29xclLa5llaMk3ZlZ91VJXcysd1OeU6IxBgAAQO41OWNsZv0lPerug2u471FJl7n7PzPLz0j6\nhbu/Xm29BmWMX3lFGjUqLgEAAID6qi1j3K6lB7MxI0eO1IABAyRJXbt21ZAhQzRs2DBJ2enxyuV3\n3y3V/PmSVPP9LLPMMssss8wyyyyzXKm0tFQzZ85UXZp7xnicpEnufl9m+QNJ+7v7vGrrNWjG+KOP\npEMPjUvkT2lp6f/98iEd1C1N1C1N1C091CxNDalbc5/5zjI/NZkg6aTMIIZKWlK9KW4MMsYAAADI\ntSbNGJvZPZKGSeohaZ6kMZI2leTufnNmnT9IOlTSCkknV88XZ9Zp0IzxkiXSgAFxCQAAANRXbTPG\nSZ7gY+3aOC302rXNOCgAAAAUneaOUrS4TTaRKiqkdevyPZLWrWqoHemgbmmibmmibumhZmnKVd2S\nbIzNIme8alW+RwIAAIBikWSUQpJKSqQpU+ISAAAAqI+ii1JIkTFetizfowAAAECxSLYx7tZNWlzb\nyajR7MhhpYm6pYm6pYm6pYeapalVZ4ylaIw5XBsAAAByJdmM8Xe+Ix1zjPTd7zbToAAAAFB0ijJj\nTJQCAAAAuURjjEYjh5Um6pYm6pYm6pYeapYmMsY0xgAAAMihZDPGN98sTZ4s3XJLMw0KAAAARYeM\nMQAAAFAHGmM0GjmsNFG3NFG3NFG39FCzNLX6jHHXrjTGAAAAyJ1kM8bTp0sHHSTNmNFMgwIAAEDR\nKdqMMWe+AwAAQK4k2xh36SItWyZVVOR7JK0XOaw0Ubc0Ubc0Ubf0ULM0tfqMcdu2UufO0hdf5Hsk\nAAAAKAbJZowladttpX/8Q9puu2YYFAAAAIpOUWaMJQ7ZBgAAgNxJujHu3VuaOzffo2i9yGGlibql\nibqlibqlh5qlqdVnjCWpb19p1qx8jwIAAADFIOmM8dixUnm5dNFFzTAoAAAAFJ2izRj36cOMMQAA\nAHIj6caYKEV+kcNKE3VLE3VLE3VLDzVLExljRWM8e3a+RwEAAIBikHTGePFiacAATvIBAACA+ina\njHHXrlJZWZwaGgAAAGiKpBtjM+IU+UQOK03ULU3ULU3ULT3ULE1kjDM4MgUAAAByIemMsSSddJJ0\nwAHSyJG5HRMAAACKT9FmjCWiFAAAAMiN5BtjohT5Qw4rTdQtTdQtTdQtPdQsTWSMM5gxBgAAQC4k\nnzF+7TXphz+UXn89x4MCAABA0SnqjHH1KMVLL0lnnZW/8QAAACBNyTfGW24ZZ75bsyaWb71VuuUW\nafny/I6rNSCHlSbqlibqlibqlh5qliYyxhlt2kglJdKcOdLatdKECdLAgdJTT+V7ZAAAAEhJ8hlj\nSdp7b+nXv5YmT5aeeEI67jjp3/+Wxo/P3RgBAACQvqLOGEtxZIr//u/4It4NN0j77y+9+mq+RwUA\nAICUFEVjfOKJ0l13SQ8/LA0ZEtGK+fPzPariRw4rTdQtTdQtTdQtPdQsTbmqW7ucbCXPjjhi/eUe\nPaSlS6V166RNNsnPmAAAAJCWosgY16SkJI5tvPXWOd0sAAAAElb0GeOabLklcQoAAADUX9E2xr17\nS/Pm5XsUxY0cVpqoW5qoW5qoW3qoWZo4jnEdmDEGAABAQxRtxvinP4188c9+ltPNAgAAIGFkjAEA\nAIA6FG1jTMa4+ZHDShN1SxN1SxN1Sw81SxMZ4zowYwwAAICGKNqM8eTJ0umnx7GMAQAAAKmVZox7\n95bmzs33KAAAAJCKJjXGZnaomX1gZlPN7Lwa7v++mc03s9czPz9oyvM1RJ8+0pIlcWpoNA9yWGmi\nbmmibmmibumhZmnKe8bYzNpI+oOkQyTtLOk4M/tSDave6+67ZX5ub+zzNVTbttKXviR98EFLPSMA\nAABS1uiMsZkNlTTG3Udkln8pyd39iirrfF/S19z9rDq2lfOMsSSdcIJ00EHSyJE53zQAAAAS1FwZ\n4z6SPq2yPCtzW3X/Y2ZTzOx+M+vbhOdrsEGDpPfea8lnBAAAQKraNfP2J0i6x93Xmdlpkv4k6cCa\nVhw5cqQGDBggSeratauGDBmiYcOGScrmRhq6PGjQMN16a+Mfz3Lty5W3Fcp4WK7f8jXXXJOTf18s\nt+xy5W2FMh6W67fMv7f0lqdMmaJRo0YVzHhYrt9y5fWa7q+8PnPmTNWlqVGK37j7oZnlDaIU1dZv\nI2mRu3et4b5miVJMnSodcog0Y0bONw3FL1nlLx/SQd3SRN3SRN3SQ83S1JC61RalaEpj3FbSh4oZ\n4M8k/UvSce7+fpV1Stx9bub6f0v6ubvvVcO2mqUxLi+XunWLxrhHj5xvHgAAAIlployxu5dL+omk\npyS9qzj6xPtmNtbMjsisdraZvWNmb2TWHdnY52uMtm2lffeVnn22JZ8VAAAAKWp0YyxJ7v6Eu+/k\n7ju6++WZ28a4+8TM9QvcfRd339XdD3T3qbkYdEMcfLD0zDMt/aytQ9XsDtJB3dJE3dJE3dJDzdKU\nq7o1qTFOwcEHS08/ne9RAAAAoNA1OmOc00E0U8ZYktylHXaQrr1WOuKIutcHAABA8Wqu4xgnwUy6\n807plFOkWbPyPRoAAAAUqqJvjCVp772lU0+VLrww3yMpLuSw0kTd0kTd0kTd0kPN0kTGuIF++Uvp\nqaek11/P90gAAABQiIo+Y1zVTTdJ994bh2+zGpMlAAAAKGatOmNc1SmnSPPnc5QKAAAAbKhVNcbt\n2knHHssJP3KFHFaaqFuaqFuaqFt6qFmayBg30le/Kr35Zr5HAQAAgELTqjLGkvTJJ9LQodKcOS3y\ndAAAACggZIyr6NdPWrVKGjdOOussac2afI8IAAAAhaDVNcZm0pAh0tlnS2+9JR1zTJwdDw1HDitN\n1C1N1C1N1C091CxNZIybYPfd4/TQzzwjzZ4t3X23tGJFzCCXleV7dAAAAMiHVpcxlqIJbtNG6tBB\neu016bDDpJNPlq64QpowQfqv/2qxoQAAAKAF1ZYxbpWNcXW/+IV01VUxY/zJJ9LDD+dtKAAAAGhG\nfPmuDmPHSg88IF1yifTcc9Knn+Z7RGkgh5Um6pYm6pYm6pYeapYmMsY51KGD9K1vSZtvLv3whxGp\nAAAAQOtClKKaefOkL39ZevttqU+ffI8GAAAAuUSUogF695ZGjozMsSTdf7/06qt5HRIAAABaAI1x\nDX7+c+nOO+PoFKefLl14Yb5HVJjIYaWJuqWJuqWJuqWHmqWJjHEz2mor6cYb4+Qf06ZJb74pzZiR\n71EBAACgOZExrodzzonLa6+VliyRZs6UBg+OYyHXZs0aqX37Zh8eAAAA6omMcRNdeKH0t79Jhx8u\n9esnffvb8cW8c8/d+JnyHnlEGj68ZccJAACAxqMxroctt4yTfuy1V5xCeto06fnnpaeekl58Mbve\nu+9mj4F8333Syy9Lc+bkZ8wtgRxWmqhbmqhbmqhbeqhZmsgYt7DddouZ4y22iOUdd5SOOy4a5rIy\n6eOPY4b43HOltWulxx+P5YkT8ztuAAAA1A8Z4yZ45x3p4IOlTTeV5s+Xzj9fuu466YwzpGeeiVNM\n33ST9OijcfIQAAAA5FdtGeN2LT2YYrLzztIuu8Rxj48/Pm5btSpiFPfcI33pS5E1HjhQevBBae+9\n8zpcAAAA1IIoRROYSU8/nW2KJemSS6T335d2313q1Em6915p/Hjp6KMjcyxJ5eVSghPkGyCHlSbq\nlibqlibqlh5qliYyxgWqTZsND+N2yCHRHB9zjHT11dJ220U++fnn4xTUkrRuXXb9pUsb9pwrVzZ+\nvLNmSQsXNv7xAAAAxYKMcQt69lnp9ttj9viZZ6Q33ohs8l57Sa+/Lr32mjR1qjR0qPT22/EFv6oW\nLpQWL5Z22CF72x//GF/4e+mlmKUuLZX694/DyZWVSR071j6mESNi3VtvzfnLBQAAKDi1ZYxpjPPs\n2mulV1+NGeM2beLkIStWSAccEF/kq+q006Jxrvy04OOPpT33lE44IQ4jd//9kWM+7DCpXTvpueek\nxx6LdVevjpjHb34jtW0bt332WeSg27aVfvc76ZVXpHHjIiICAABQjDjBRwE755z4ot7NN0vbbBOz\nx48/Lt19t7RgQXa95culBx6IWebKYyM/8ID0rW9Jv/1tNMtvvy1NnhynsP7Xv2I7b78d6/7lL9LF\nF2cbZUn685/j8UOGxJE0/vGPGEt1G9tnIYeVJuqWJuqWJuqWHmqWplzVjaNSFIhu3aSrrsoujxwp\njR4dDevNN0vvvSftv7/UpUs0xOecE5dXXil17ix9//vSD38Y97/5ZsxAn3SSdNll0QBfe6104onS\n2LHS9ddLp54aeefHHpMWLYrZ4112kb75TWnQIGnXXbNjOfxw6Wc/i1lsAACAYkWUokAtXy595StS\n+/bRJO+wQ2SI58yJRrVjx7hv2rSITXz4YcQiRo+Wbrghbps1Kw4pd9BB0Sy/8op05JERt7jiimiu\nL710/ed98MFogt97L55jyRKpR4/IInOyEgAAkDoyxokqK4sGt6bb58yReveO5rjSscdKZ58tnXlm\nNLUvvRSN7gUXxBf/+vbNrvvpp9JWW9W8/e9+N2aNx4yRJkyIJnrq1Gist98+u978+dJtt8WJTXJl\n3br4guGWW+ZumwAAAJXIGCeqpqa18vZttlm/KZbimMl77SUNHhynsJYiQ/zhh+s3xZLUr9/Gt3/l\nlfHFv7lzpUmTYob6hBOku+5af73LLivVmDHxZcFcueOOOKrGuHG52ybWR34uTdQtTdQtPdQsTRzH\nGBs1enTMGldq6FEm+vePk5b88pcxYzx8eMxG33uvtGyZ9KtfxREu/vnPOJLG009HZvmVV+LxP/5x\nnPGvMZ7/FuhqAAAgAElEQVR8Uho1Kp6joqJx26j0xz9GJAQAAKA+iFKgRnPmRJxi1KiIVEhxYhL3\nmJWeNCma5B//OI540bNnPObSS6Mx79RJeucd6a23Imqx2WbZZvegg7LN+l13xSHnBg6MMwL26iW9\n+660337SX/8auelNN934OGfPjqNyDB4cX1SstGhRzJKfd55UUhLrXXRR9n73OEze0KG5f+8AAEDh\nImOMRikvzx7zWIqTgKxeLf3kJ3HM5L/9Lb7A941vSP/+dzTGRx4ZM83r1sUJSz76SLr88mhUb789\nYhdf/7p04YXSE09EbGOTTSIHXVEREYq335ZOPz228Ze/xDbPOiuiHf36SXvskW2sL7ssziD46qvR\nhPftG+P+7W+lW26Jo2uUlcU6n3wSDbx7NPzXXSd98IG00071f0/mzYv8M8d6BgAgTTTGaBalpaXa\nb79heuGFOJScJP3hD9K3vx0N6CmnSN27S//v/2Ufs3JlHDLurrtiNnjcuGhon3oqstBHHhkzzvfd\nF/GNq6+OuMbNN0vbbiu9/3405qNHx/b22COa4/vvjy8cTp0qvfBCfLHwuuviEHWrV0sHHxwz3pdf\nHo+fMiW+SDh4sPSLX0TTXP3LjG+8EV9ePPvsuM89YiZ33x0z2qkqLS3VsGHD8j0MNBB1SxN1Sw81\nS1ND6lZbY8xxjNEkbdpkm2Ipms5K48dvuH7HjnGUiyuuyN42cGB8SbCqgw+OhnTUqJi1PvfcuP2d\nd6QDD4y4xbRp0vTp0aR27BgRjwsuiKa7e/doZNu0iS8qXn993P/UU3H4uSeflF5+OeIVI0ZI++4b\nx33u0CFOrDJ8eDzniBFxmLxp06Jx//TTONrHfvtFxOSuu2K9s86q/X26+mqpa9fIYtfFvf4z0s8+\nG1GRQYPqtz4AANg4ZoyRnOOOi1jF8OERv/jNb6KZ/Pe/I6ZR1X/9VzTGN9wQze2TT0Yuum1bae3a\naCrXro1Ix9ix0uabxzGjP/xQevhh6atflY44ImayP/884hmDB8cs+NChkYP+7nfjcujQmK3u3j2O\nIX3IIdGYX399nGBl1arYARg8OE7IsskmMe5x4+KxlSdVGTkyZq4POCBmyH/5y/gS4Ze/HI17pYqK\niIEMGRIne6nOPRr/n/40XldNysvj1OGcvAUA0FoQpUBRWbcuGts29TimynPPxVkFBw+u+f45c6KR\n3WyzmEHu2TMiF+vWxW1SfNHw5JPjS4Dnny/9/OdxkpQ99ois9MSJcdbBPfaImew2bSLXfMIJ0owZ\nEcl45JFojB95JLb31lsxS73vvhE/Wbo04iBmEf8oKYnmv2/fmCUvKZEWLoyzI+6zT4z5zTfjC4fz\n5sXMeffu0eQ/+WQ09gccIH3ta9Kdd8Y2JWnNmniOyi80PvpoNP0XXBCnDJekH/0odgb22iveg06d\nsu+XezT5t90Ws9W9ekXz3rfv+s33u+9KzzwTGfTG+POf41ODuo5nvWrV+jsLAADUpbbGWO6e958Y\nBlIzadKkfA+hRVRUuN9xh/tvf+u+Zo17v37uO+/svnp1dp0JE9yPO859+fJY/uQT9+7d3U8+2X3F\nig2395//uI8e7d6mjfu//+0+frz70KHu223n/te/ui9b5r5okfuqVe4ffBCPe+MN9+HD3XfYwb1r\nV/e2bd1vuCGet0cP944d3bt0cd9vP/cdd4wx7ryz+xFHxONvv919yy3de/Wa5E8/Hbd961vuF1/s\nPmSI+5lnuo8d6z5okHuvXrGtQYPcP/zQvbw81n/kEfeddnL/5jfdr7kmnr9dO/f//d/s63v5Zfee\nPd033zzeh0pr1qz/Pixc6D5zZlyfP9/9zjvj+pw5sc1vf9t98WL3tWtrrsu0ae6dO7s/8EDt9Ssr\nc//9792XLKl9veoqX3OhaC3/3ooNdUsPNUtTQ+qW6Ttr7kk3dkdL/tAYp6m1/vG46Sb3KVPqXq96\nQ1yTWbPict26aGYvvLB+Y6iocJ87N5q+OXPcJ0+OJnLevLj/xRej6X7jjWhQL7zQvW9f97ffdr/k\nkkk+YEA8fostogFftMj9hBPcDz7Y/f333d97L5rayy5zLylx/8pX4jXvvLP7o4+6P/WU+9Zbu2+1\nlftDD7kPGBCNZHm5+9e+5n7XXe6nn+5+6aUxniVL3LfZxn3kSPeVK92ffTYe37u3++9+F9vp3Dl2\nEsaOdf/+96MBb9vW/eyzN3z95eXu++/vfuqp0YS/++6G65SVuX/2WbwXHTu69+/vfu657l98Efff\nd5/7k0/G9WnT3K+6KvvYVaviNf3tbxtud/Zs9wcfjBpMn77xGj3/fOxI1Ob557M7B3XJ17+3iop4\n3z7/PC9Pn7zW+ncyZdQsTTTGQJFZuTKakFz57LO4HD/e/Uc/iqa40vDh7n36uP/0p3Vvp6IiGtxe\nvWI7FRXRdO6yi/vf/x7LgwdH07v33jHzXV7u/s9/RlN91lnuhxwSze73vhcNZ69e7k8/7f7nP7sf\ndJD7Sy9Fg/yNb0Sj+9Zb0ZzOnh3rPvdcPM8rr8Qs9+jR7vvsE+O44w73gQPdJ06Mpv7WW+M1n3de\nPP+oUe4XXBDjOfLIeM0VFe7bb+++225x/ZRT3M1iG0cc4X7llbET0KuX+1/+ErPyvXvHazn++JjR\nPvfceMz48dn3aty4eJ9vvDEa/7593S+6KF5LdQsXxkz/CSdkb3vrLfebb17/04j6qGlWffnyjc+2\nb8zq1e4LFsT1pUvj8h//iP8pqu+gPP74+rP1jzwSta/c8diYsjL3119f/7bf/tZ96lT3u+92v+ee\nho25qnXrYlzV/x3NmhWfwqRkwYKaf2/cc/t3AmiNaIwBrOeVV6JhLCtr/Daq/uf8xBPuv/lNXFY2\nIBUV7o89FjGGsWOzDdOTT7q/886G21u61P2AA7KzuJXuvTdme3fZJWIsJ54YDeenn2bXueoq90MP\ndd9222i0d9klZqH32SdmnV9+OdabNy8a74svjpjIdttFI9a1azR+Zu777ht/GR97LH6GD48m+6OP\nYha7V694vs6doxms3MF4/PGYmf7Sl6LhnTYtIjNHHhmz5b/8ZcRc9tgjGuBTTnE/9th47nvucT/8\n8Nj2gQfG6zv66Fh/4sTs2G++OZr8F1+MmeYxY2IsXbrE8owZ0diPGBG3nXlm9j2/6aYYz4gR2U8z\nqtd/zBj3r389ZtM7dYp4y+GHR3Pfo0fsSEycGK+7V6/4WbrU/Zln4v3ef3/3yy+Phrzy9+OBB9zP\nOMP91Vdj+U9/ivf34otjx+iJJ+J9P/roiPpstVXsWLjHpyCnnOJ+0kkbRnEuvTR2KkaPjh2W6dPd\nr746tn355dnnnz49dmrOOWf9x//rX7GjVrVhvvXW2EnbmNmz4/2dMyceV1ERzfgFF0SNTztt/fVX\nr44afvhh1Gflyo1vu9K6dbFT279/dmdk3Tr30tKIVc2cGZ8u1TWDP2NG/NsrK3P/4Q/jvdyY+fNj\nB7Oqb387+++mIZ54In5Hpk+P36NU1bXzUTlBgDTRGKNZ8HFTmlKsW0WF+8MPR2NYuVyb5csjCvLc\nc9GwVP0P7Jlnosn73e9itnfAgMhIL10aOezy8mjmasoYT53qPmlSPP/8+XHb559Hlrx9+2j0vvMd\n9yuuWP9xL72UbZ7HjXPv0CEa5EWLomnZfvtoQit3Ht55J3YI7r8/mvf/+R/3rl0n+bHHRhPWu3c0\n8MOHxyz96adHQ9urVzSFDzwQTU2PHvHY7bePhvNrX4vs+5gxMbu+1VbRWL7ySrz+L3857u/aNWbN\n993Xfc89474ZMyI206NHNLCTJ0djOXJkNGqPPhqz5Ztvns27//rXsf7YsTG2a6+NnYubbnI/6qjI\nqkvRCHftGp8GTJ8eNbnxxmj6DzssdhauuipmUJ95JmJA3brFztj//m+8Jz16xDaeey5exx57xCcZ\nHTq4/+pXsX7lLPgTT8QO0kEHxY5LWVk8b/fu8dpuuCHq//bb2Yz/rFkRKRo8OCJHvXrFJxyDBsUn\nIv/6V7zmZcuicR4+PHY+N9lkkv/gB7GzM2pU9vfhjDPiNVZ+L+GLL+L96d49dhR+8pMY8/z5EYXa\ncccY8z77xGv91a/iPamc4V+xIrut996L2m6xhfsll8R7/LvfZX8fP/kkG+NasCB2JLt0iZ0W93jN\nUtT3vvvid7emndnq/w7LyuJ3rUeP+N7CZpvVHjubPHn9Tw9Wr4740nPPxQ5R5b+xiorY+bnhho1v\nqzZlZfWLLM2fH7/nf/zjJO/aNXYsKirW/wRn2bJ4n//yl3idF10UO5z1GcOsWfF7VRl5q3TaaRFP\nq0l5eXYS4K674t9tY61ZEzuPxx0XO1s1Wbs2e9+yZREb29gnF4WGKAXyLsUGC62vbtVnGt2jCcn1\nbE9Nz7MxkyZlZyrXrq098rBsWcyuXnfdpP+77Re/cN911+zjVq6MmfTJk9d/7I03RoOxYkXM8g4c\nGE1Tt27RyF9/fcyADhwY0ZG+faP5Pfroje98PPZYZNfd4z/sM86IBrXqa1uwIGbMv/rV7E7C22/H\ndg8/fP1tT5sWyxMnun/8cdw2fXo0HX37RgRm6tRo8tq3jwZxyy3djzlm/XF98UW2CVu3LrY3eXL2\nP/VvfSuiHoceGo9/8cWo2fDh0ZgcdljsMHz8cTR3XbrEZa9eMXtaUhJN5vLl8bruvDOao6efzr6e\nww6LOMjo0dGYb7qp+2WXTfK2baN57t7d/f/9v9jmxRe7//d/x6ccjzwSTe/RR8enCZV1PfPMmHHu\n3j2a2ccei0Z88uRonjt3jvf+lVfi05SePaNhHjQodiIvvjj+lz/jjJiBrmx4hg+P1zduXIzr3HPj\neXv2jB21H/wgfrp0ibGOHh3ve9UG6cMP4z2p/ETDPd6Pb3wjxnT44TGGHXaInabp02M7xxwTv4PL\nlsVOa0lJrH/yybFTOWhQPObww2PH6d13Y/w77xzju+WW2Gn4+9+jia6oiO9C7Lxz7Hh88knsBJx0\nUtSovDx2HDt0yO7kuMdO6VlnxZhKS93PPz9eb8+e7gMGTPIxY2JH6PTTY4frySfj39Fuu8XO4FFH\nxU7Zj34Uj6n6RePqpk2LbW2+efwOd+4cdV24MN6/tm1jJ6SqefOiFiUlEd16/vn4N9CzZ/z+HXVU\njP2hh+I9+OijeE3l5fEJ1PTpsQM6Y0Zs74UXYqf00EPjuceMWf/5/vrX+Hd28MHxmt3jd3XLLeP1\nH3ts/F5OnOi+116x8/mPf8R6L74YOwg33BDPcdhh8Xpefnn9f+uV1998M97vuXNrfr8WLoydy+oW\nLHAfNixea/VtutMYA0CrVVHRuFmcyv9E1q5dv5EvL4+m7LzzcjO+6s/XGNdck82Au0dDunp1jPXC\nC7PNeX0tXhxHj3n00fX/0120KBrUs8/OzigvW5bN6M+aFQ3eW2/V/Rz33BMNardusdNQub1bbont\n3H13NGyVR4Vxj6auTZv4RKS6tWtjhm/cuA3ve/bZeA969ozm9eGHo/E7+2z3n/88+6nG8OGx43TE\nEdF4Pv98xH/+9a+YMT/wwGzDvGBBNNa9esUM8UUXxfvlHu/R8cdHQ3rVVfHpwxlnxLrbbhvfIejZ\nM2Z73eP5KypixnHPPaMZ/NnP4tOD7bePpvf442NW9uijo6aHH56N+axbF+/VgAHxJdt58+Jym21i\nO/vuG9cPPTQ+LSktjQa/U6e477bb3HffPRrRvfeOT1J23TVe40MPxXcAzjgjGsTddovXN3du/I4c\ncUTsOH/6aTxm5Mho9o49Ntbr0iX7xWX32EblY6ZMibqVlUXjeuutEfn51a/i/fjii3htP/5xvPcl\nJTFT361b/JucMCF2fAcNivjPtGlRh5494/36+OPskYwuvjh2IE89NS67dInXvPPOsSMwZEg05Oef\nH58yVTbRs2fHzsewYdH0XnBBPH+nTrFD17Nn/C7tvHO8r/PmxVhHjoxG+W9/iyZ4//1jLL16xQ7P\n0KFR/0cecb/uuvi30KlT7BAMGhSvdffdo26VO5v33huN9sSJsXP/u99l/w1V/3t0/vnRkG+1Vfax\nw4ZFHRv6t4bGGABQq4qKwjtEXUO/hJhvFRUxM/fMMw17TNW8fEOdemo0CHVZtSoazXbtNoz61MeC\nBTEju88+0bBddFH8vqxeHTPAl1/u/tprG3981cbl5pvd//CH7I5Dfa1atX4m/J13oumdPTt724oV\n2d/jsrLsYRorKqKh7tgx2/DV18qVMWu/++5x/Qc/iJn2SqtXx07GtttGQ3rQQfE+7btvNKzdum2Y\n8V65MnYEKnc89twzmsdBg+K9rZr5XrAgxl3ThOg110Tcat68bFZ89epszv/ss+N3pPrv2NKlscP2\n7LPRND/wQHw6M3t2bLNnz9iBqazbO+/EzPaDD8by2rWxg9WjR81H76n0xRfx2l9/PWZ6//Qn9z/+\nMe674454XRdeGA30OefEbPa4cRFR6907mv+f/CTiPN26RSTm2WdjB22zzaIOX/96fCI0bVrtdayq\ntsaYE3yg0TiffJqoW5qoW5oKrW5ffCF17hwnSWqNpk6Ns5vWdoKommo2aZL0pS9JW20lLV4sLVsW\nZ1WtVF4uPfFEnIDp+uulfv2k731PuvHGWP83v6l9XI8/Hiec+v73pXbtNrz/88/jhEo1KSur+TH1\nVV6+4e/DO+9Iq1fHSaIqzZkjbb11dvnee+N9/M53Gv/ca9bEmV7Xrs2eeKrSAw9I990XJ9RasybO\ndrvnntn7X301zv66ySbSNddIs2eX6sYbh9XreZvtzHdmdqikayS1kXSbu19R7f5NJd0paXdJCyR9\n190/qWE7NMYJuuaaazRq1Kh8DwMNRN3SRN3SRN3SQ83S1JC61dYY1+OkuhvdaBtJf5B0iKSdJR1n\nZl+qttopkha5+46KBvrKxj4fCs+SJUvyPQQ0AnVLE3VLE3VLDzVLU67q1ujGWNIekqa5+3/cfZ2k\neyUdVW2doyT9KXP9QUkHNuH5AAAAgGbTlMa4j6RPqyzPytxW4zruXi5piZl1b8JzooDMnDkz30NA\nI1C3NFG3NFG39FCzNOWqbo3OGJvZMZIOcffTMssnSNrD3c+uss7bmXXmZJY/yqyzqNq2CBgDAACg\nRWwsY9yE7zFqtqQq38lU38xtVc2S1E/SHDNrK2mL6k1xbYMDAAAAWkpTohSTJe1gZv0zR584VtKE\naus8Kun7mevflvRsE54PAAAAaDaNnjF293Iz+4mkp5Q9XNv7ZjZW0mR3nyjpNkl3mdk0SQsVzTMA\nAABQcAriBB8AAABAvjUlSpETZnaomX1gZlPN7Lx8jwdZZnabmc0zs7eq3NbNzJ4ysw/N7Ekz61Ll\nvuvMbJqZTTGzIfkZdetmZn3N7Fkze9fM3jazszO3U7cCZmbtzexVM3sjU7cxmdsHmNkrmb+PfzGz\ndpnbNzWzezN1e9nMtqn9GdCczKyNmb1uZhMyy9StwJnZTDN7M/Nv7l+Z2/g7WcDMrIuZPWBm72f+\nj9uzOWqW18a4nicJQf7coahNVb+U9Iy776TIjJ8vSWY2QtL2mZO5nC5pXEsOFP+nTNJP3X1nSd+Q\ndGbm3xR1K2DuvkbScHffVdIQSSPMbE9JV0j6nbsPlLREcdIkiZMnFZpzJL1XZZm6Fb4KScPcfVd3\n3yNzG38nC9u1kh5z9y9L+qqkD9QMNcv3jHF9ThKCPHH3FyUtrnZz1ZO2/EnZeh2lOP233P1VSV3M\nrHdLjBNZ7j7X3adkri+X9L7iiDHUrcC5+8rM1faK73+4pOGS/pq5/U+Sjs5c5+RJBcLM+ko6TNKt\nVW4+QNSt0Jk27IH4O1mgzGwLSfu6+x2S5O5l7v6FmqFm+W6M63OSEBSWLd19nhRNmKTKX7TqtZwt\naplXZjZAMfv4iqTe1K2wZT6Of0PSXElPS5ouaYm7V2RWqfr3kZMnFY7fS/q5YkdGZtZD0mLqVvBc\n0pNmNtnMTs3cxt/JwrWtpAVmdkcmtnSzmXVUM9Qs340x0se3NwuQmXVWzEidk5k5rl4n6lZg3L0i\nE6Xoq/g0rSGxMo4FnwdmdrikeZlPaarWoL71oG75s7e7f00x23+mme0r/k4WsnaSdpN0g7vvJmmF\nIkaR85rluzGuz0lCUFjmVX4cYWYlkuZnbp+tOJlLJWqZJ5kv+jwo6S53fyRzM3VLhLsvlVSqyIh3\nzXwXQ1q/Nv9Xt9pOnoRmt7ekI83sY0l/UUQorlV8bEvdCpi7f5a5/FzSw4qdUf5OFq5Zkj51939n\nlv+qaJRzXrN8N8b1OUkI8su0/qzGBEkjM9dHSnqkyu0nSZKZDVV8BDyvZYaIam6X9J67X1vlNupW\nwMysZ+W3qc2sg6SDFV/mmqQ4OZIUJ0uqWjdOnpRn7n6Bu2/j7tsp/v961t1PEHUraGbWMfOpmsys\nk6RvSnpb/J0sWJn3+1MzG5i56UBJ76oZapb34xib2aGKPezKk4RcntcB4f+Y2T2ShknqIWmepDGK\nPesHFHti/5H0HXdfkln/D5IOVXzEcbK7v56HYbdqZra3pOcVf+Q983OBpH9Jul/UrSCZ2VcUXxxp\nk/m5z90vMbNtFV9K7ibpDUknuPs6M2sv6S5Juypz8iR3n5mXwUOSZGb7Sxrt7kdSt8KWqc/fFH8f\n20n6s7tfnsl783eyQJnZVxVfct1E0seSTpbUVjmuWd4bYwAAAKAQ5DtKAQAAABQEGmMAAABANMYA\nAACAJBpjAAAAQBKNMQAAACCJxhgAAACQRGMMAAAASKIxBgAAACTRGAMAAACSaIwBAAAASTTGAAAA\ngCQaYwAAAEASjTEAAAAgicYYAAAAkERjDAAAAEiiMQYAAAAk0RgDAAAAkmiMAQAAAEk0xgAAAIAk\nGmMAAABAEo0xAAAAIInGGAAAAJBEYwwAAABIojEGAAAAJNEYAwAAAJJojAEAAABJNMYAAACAJBpj\nAAAAQBKNMQAAACCJxhgAAACQRGMMAAAASKIxBgAAACTRGAMAAACSaIwBoEZmNsPMDsjRtjYxswcy\n26wws/1ysV0AQG7RGANAy3hB0vGSPsv3QOpiZvzfAKBV4o8fAFRjZndK2kbSo2a21Mx+lrn9SDN7\nx8wWmdmzZvalKo+ZYWa/NLN3zWyhmd1mZptKkruvc/fr3P2fkirq8fwjzey9zHN/ZGanVbv/KDN7\nw8y+MLNpZvbNzO3dzOx2M5udGcNDmdu/b2YvVNtGhZltl7l+h5ndaGZ/N7NlkoaZ2WFm9nrmOf5j\nZmOqPX4fM3vJzBZn7j/JzL5mZnPNzKqs9z9mNqUh7z8A5AuNMQBU4+4nSfpE0hHuvoW7X21mAyXd\nI+lsSb0kPa5onNtVeej3JB0saXtJO0n6VSOHME/SYe6+haSTJf3ezIZIkpntIelPkka7exdJ+0ma\nmXnc3ZI6SPqypC0l/b7qy6r+MqstHyfpt+6+uaQXJS2XdGLmOQ6X9CMzOzIzhv6SHpN0raSekoZI\nmuLu/5a0QNI3q2z3BEnjG/4WAEDLozEGgI2zKte/I2miuz/r7uWSrlY0oXtVWed6d5/j7kskXaJo\nNhvM3R9395mZ6y9IekrSvpm7fyDpNnd/NnP/Z+4+1cxKJB0i6XR3X+ru5ZnH1ue1SdIj7v5KZptr\n3f15d383s/yOpHsl7Z9Z9zhJT7v7/ZnnWezub2Xuu1PSiZJkZt0zY/pLY94HAGhpNMYAUD9bS/pP\n5YK7u6RPJfWpss6sKtf/k3lMg5nZCDN7OROHWCxphGJmVpL6SZpew8P6SVrk7ksb85yK11J1DHtk\n4iLzzWyJpNPrMQYpZq2PMLMOip2J5919XiPHBAAtisYYAGpWPWowR1L/arf10/rNcL8q1/tnHtMg\nmVzyg5KulNTL3bspYhuVM7yfKqIa1X0qqbuZbVHDfSskdazyHCU1rFP99d4j6WFJfdy9q6Sbqo1h\nh5rG7+5zJL0s6RhFjOKumtYDgEJEYwwANZsrabsqy/dLOtzMhptZu8wX8lYrmsBKZ5pZn0yE4AJF\n/EBSNLxmtllmsb2Ztd/I826a+Vng7hVmNkLrZ3Zvk3RyZhxmZlub2U7uPlfRQN9oZl0zY6yMX7wp\naWczG5x53jHasBGurrOkxe6+LpNr/l6V+/4s6UAz+5aZtTWz7mb21Sr33yXpF5J2kfRQHc8DAAWD\nxhgAana5pF9njkDxU3efqpgB/YOkzxVfSPsvdy+r8ph7FHngjyRNU+SMK32omLndWtITklaa2TbV\nn9Tdlyu+4PeAmS2SdKykR6rcP1nxhbxrJH0hqVRxBA0psr1lkj5QfIHvnMxjpkm6SNI/JE1VHDqu\nLmdI+q2ZfaH4EuF9VcbwqaTDJP1M0iJJb0gaXOWxf1PMmD/k7qvr8VwAUBAsYnJ1rGR2qOKPcBvF\nlz6uqHb/NpJuV3xTe6GkEzIfp8nMrlD8AXVJF7v7/Tl9BQBQAMxshqRTKr8U19qZ2UeSTuP9AJCS\nOmeMMwd6/4Pim8U7Szqu6rE7M66WNN7dv6qYlbg889jDFIfxGSxpqKSfmVnn3A0fAFBozOwYSRU0\nxQBSU58oxR6Sprn7f9x9nSIzd1S1dQZJmiRJ7l5a5f5Bim8ku7uvlPSWpENzMXAAKDB1f/zWCpjZ\nJEk3KKIYAJCU+jTGfbT+YXxmaf3DE0nSFEn/I8VZjiR1NrNuii98HGpmHcysp6ThWv9b2wBQFNx9\nO2ZIJXcf7u4l7v5MvscCAA3Vru5V6uXnkv5gZiMlPS9ptqRyd3/azL4u6Z+S5mcuy6s/2MyYaQEA\nAECLcPfqJzmSVL/GeLay33iWpL6Z26pu/DPFMStlZp0kHVN5kHl3v1TSpZn7/qz4RnRNA6zHUFBI\nRo4cqfHjx+d7GGgg6pYm6pYm6pYeapamhtTNrMaeWFL9ohSTJe1gZv0zB54/VtKEak/Qw7LPcr7i\nCD0aIM8AACAASURBVBUyszaZ43nKzAZL+oriUEYoAgMGDMj3ENAI1C1N1C1N1C091CxNuapbnTPG\n7l5uZj9RNLSVh2t738zGSprs7hMlDZN0mZlVKKIUZ2YevomkFzJRiaWSjnf3ipyMHAAAAMihemWM\n3f0JSTtVu21Mlet/lfTXGh63RnGINxShrl275nsIaATqlibqlibqlh5qlqZc1Y0z36HRhgwZku8h\noBGoW5qoW5qoW3qoWZpyVbd6nfmuuZmZF8I4AAAAUNzMbKNHpWDGGAAAABCNMZqgtLQ030NAI1C3\nNFG3NFG39FCzNOWqbjTGAAAAgMgYAwAAoBUhYwwAAADUgcYYjUYOK03ULU3ULU3ULT3ULE1kjAEA\nAIAcImMMAACAVoOMMQAAAFAHGmM0GjmsNFG3NFG3NFG39FCzNJExBgAAAHKIjDEAAABaDTLGAAAA\nQB1ojNFo5LDSRN3SRN3SRN3SQ80KX1mZ9Omn0ksvSffeK115pXTppaU52Xa7nGwFAAAAaCJ3adGi\naHw/+SR+Kq9XXs6dK/XsKW2zjdSvX1z27p2b5ydjDAAAgBaxatWGjW715neTTdZveqte79dP6tNH\n2nTTxo+htowxjTEAAACarLxc+uyzmmd5K68vWyb17bvxprdfP2mLLZp3nDTGaBalpaUaNmxYvoeB\nBqJuaaJuaaJu6Sn0mpWXSwsXRpxg7lxpyZLI3JaXN/2noqJxj1u6NJrezz6LiMPGmt5ttpF69ZLa\nNMM33BpSt9oaYzLGAAAAeeQuLV4cje68edmmt6brCxZI3bpFprakJK63aye1bbv+T5s2G95W/ad9\n+7rXqc+2OneOprepEYdCwIwxAABAjrlHbKCuRnfuXGn+fKljx2h0S0qyTW9N13v1igwuGo8oBQAA\naDYVFdLatev/rFu34W21/TR0/bKy+s2KNudPWVm2wa2p6W3btu5Gt6RE2nJLabPN8l3F1oPGGM2i\n0HNYqBl1SxN1S1OKdauoiBnMOXOk2bPjp/r1efOkNWuyTWp5eXyE3tCfTTZp/GPatWt8Jra2n08+\nKVVJybB6rduuXe1Nb6dO+a5m60HGGAAANMjSpdkmd2ON77x5Uteu0tZbR2a08nLo0Oz13r2lDh2y\nzWrbtpLV2Gakp7RUSmxfBjnEjDEAAIlbty6OCFDbLO/s2THD2qfP+g1v5WXl9a22ii9lAcWKKAUA\nAAlbvlyaOjV+pk2TZs1af+Z30aLIqVZvcqs3vltsUTwzu0Bj0RijWaSYnQN1SxV1S1ND6lZWJs2Y\nEc3vhx+uf7l4sbTjjtLAgdIOO2TP/lXZ+PbuHXEGNB3/1tJExhgA0GqsWRMzpZttFoerSnXm0z0y\nvDU1vzNnRpM7cGD8fOUr0jHHSDvtFGcKa46TIgBYX71mjM3sUEnXSGoj6TZ3v6La/dtIul1SL0kL\nJZ3g7nMy910h6XBJJulpdx9Vw/aZMQYASIojIrz5ZvZnyhTpo4+k/v3jCAiffx6XPXvGT69e2Z+q\ny1Wvd+8eRxBoKcuXRyNf2fRWbYA33TTb/O60U/Zy++05ZBfQEpoUpTCzNpKmSjpQ0hxJkyUd6+4f\nVFnnfkkT3P1uMxsm6QfufpKZfUPSlf7/27vzMLvKKt/j35UwqCCGQUSGEFsEJWACagggWIBCZNTg\n9WIDGhGRFqSvrVygvS2gItDYNmgcWmUQEWlmIpMMoYzMYQhCTAI0BiFARJkUCJBk3T/2KVIUSapS\ndar2eau+n+epJ/Xuc06dVf5IubJr7Xdn7hARAdwEHJ2Z07q8h42xJA0xixZVjWJH89vRCL/wAowd\nC2PGVB9jx8Lmm7+2aVywoGqQ//KX6s/uPn/6aXjLW7pvoDuv3/jG5de/cGF1lndpZ3+feqoaeeja\n/G66adWkS6pPX0cpxgEPZObDjS92HrAPMLvTczYHvgyQme0RcVnjeAJviIg3UJ1tXgmY36vvQi3H\nOawymVuZSs/tuefg979/bQM8c2a1A0JHA/xP/1T9OXJk92MSb3hDNWe70UY9e/9Fi6pmdWlN89y5\nMH36a48/+WS1X27XpnmNNeBPf6qa3z/+saq/o+EdPRomTqw+32ijavSh9NyGIjMrU7Ny60ljvAHw\nSKf1o1TNcmczgInA9yNiIrB6RKyZmbdGRDvweON5kzNzTh9rliS1qMyq0ew6CjF/PmyxRdX4brUV\nTJpUzdCuscbA1DV8+JLmticyq3GIro30s8/CTjstuQjO0QdpcGnWxNWRwOSImARMA+YBiyLincC7\ngfWpZoyvi4irM/Omrl9g0qRJjBo1CoARI0YwduzYVzv/9vZ2ANeuXTdh3XGsVepxXe76xRfh7LPb\nefBBWLCgjXvugbvuaucNb4BttmljzBjYYot2PvYx2H//NoYPX/L67bevv/7u1m9+M9x5Z7XeY4/X\nPr7FFj37eh3HWuH7cd3zdYdWqcd19+u2trbl5tne3s7cuXPpTk9mjMcDx2XmhMb6aCC7XoDX6fmr\nAbMyc2REfBVYNTNPaDz2b8CLmfmdLq9xxliSapDZs9vkvvJKNT7QeRTioYeqM6edZ4HHjKnGDySp\nVfX14rvhwByqi+8eB24HPpWZszo9Z23gqczMiPgWsDAzj4uITwIHAx+lmjG+CvjPzLyiy3vYGBeo\n81kQlcPcyvHoo3DVVXDNNfDAA+2ssUZbj5rYFfnIrGZhhw9/7UfXYyutVI0OdG6A3/Me75DWHf++\nlcfMyrQiufXp4rvMXBQRhwPXsGS7tlkRcTwwPTMvB9qAEyNiMdUoxWGNl18I7AzcCywGruraFEuS\nKgsXwi23wJVXVh+PPgq77QZ77VXNub7vfa9vYPv6MWxYmfsBS1J/8M53klSj+fPh6qurRvjaa2HU\nKNh99+pj3LiB3XtXkoYCbwktSS1i0SK4444lZ4UfeAA+/OGqEZ4wobrzmSSp/yyvMR420MVo8Oh6\n9a7KYG4D769/hXPPhQMPhPXWg4MPhhdfhFNOqbYAu/BCOOig5TfF5lYmcyuPmZWpWbn5SzpJarLF\ni6vdGzrOCt93X7X37e67wwknVDewkCS1HkcpJKkJnn22mhG+8spqJ4k11lgyK7zDDt4IQpJahTPG\nktRkmdUtjTvOCt95J3zwg1Uj/NGPVlubSZJajzPG6hfOYZXJ3Hrv73+HKVPg0ENh442rbdT+9Cc4\n8shqd4mrroIvfal/mmJzK5O5lcfMyuSMsST1s8WLYdasJSMSt9wC22xTnRX+P/8HNtvMPYAlaTBx\nlEKSGp56Cm67DW69tWqCb78d1l4bdtmlaoZ32QXe/Oa6q5Qk9YUzxpLUxcKF1W4RHU3wrbfC44/D\nBz4A48fDtttWZ4ff+ta6K5UkNZMzxuoXzmGVaajm9sQTcOmlcPTR0NYGa64J//iPMH16ddHchRfC\n00/D9ddXW6rtuWdrNcVDNbfSmVt5zKxMzhhL0jK8/DLcfXd1Frjj49lnqzPB48fDv/5rdbvlESPq\nrlSS1EocpZBUtEx45JHXNsH33AObbrqkER4/vlp7oZwkyRljSYPGCy9UewZ3boQXLqxmgjua4Pe/\nH1Zfve5KJUmtyBlj9QvnsMpUUm6Z8OCDcM45cPjh8L73VXO/X/0qPPoofOITcNNNr58fHoxNcUm5\naQlzK4+ZlckZY0lFe+kleOyx6mPevCV/dv78scdgrbWWnA3ef3/YaitvryxJ6h+OUkhqqsWL4ckn\nu294n3sO1lsPNtgA1l+/+nNpnw/Gs7+SpPo4YyypKf72t+4b3ieegDXWWH6zu8EGsM46MMxhLknS\nALMxVr9ob2+nra2t7jK0gnqS24IFcPbZcOONr21+Fy58fYPbteldf31YddWB+V6GEv++lcncymNm\nZVqR3JbXGDtjLOlVzz0HP/4xnHoqbL017LvvkqZ3gw3gLW9xyzNJ0uDlGWNJPPkkfO978KMfwa67\nVrs7vPe9dVclSVLzuV2bpKV65BH453+GzTaDP/+52hP43HNtiiVJQ5ONsXrNvR7L1N7ezpw5cNBB\nMGYMrLwy3Hcf/Nd/wSab1F2dlsW/b2Uyt/KYWZncx1jSCrvzTjj2WJg1q7phxoMPVvsES5IkZ4yl\nQS8TfvtbOPFEmDkTvvIV+Pzn3R9YkjQ0uSuFNAQtXgyXX141xH/9Kxx1FBxwgFupSZK0LM4Yq9ec\nw2pNCxfCL39ZzQ8feyx8+cvV6MTnPlc1xeZWJnMrk7mVx8zK5IyxpNdYsADOPBNOOQU22qj6c7fd\n3HdYkqSecsZYKlzXm3Iccwxsv33dVUmS1JqcMZYGoSefhNNOq5riXXeFq692/2FJkvrCGWP1mnNY\n9eh8U44nn1zxm3KYW5nMrUzmVh4zK1OzcutRYxwREyJidkTcHxFHLeXxkRFxXUTcExFTI2L9xvG2\niLg7Iu5q/PliROzdlMqlIWb2bPjsZ70phyRJ/aXbGeOIGAbcD+wCPAZMB/bLzNmdnnM+MCUzz4mI\nNuCgzPx0l6+zJvAAsGFmLujymDPG0jLceWe15dq0adVNOQ4/3JtySJLUW8ubMe7JGeNxwAOZ+XBm\nvgKcB+zT5TmbAzcAZGb7Uh4H+ARwVdemWNLrZUJ7e7WrxD77VBfTPfQQfP3rNsWSJPWXnjTGGwCP\ndFo/2jjW2QxgIkBETARWb5wh7mw/4Fe9rFMtyDms5nr6abj4YvjiF2HTTeGQQ+CTn4T/+Z9qL+Jm\n3anO3MpkbmUyt/KYWZlabR/jI4HJETEJmAbMAxZ1PBgR6wFbAL9Z1heYNGkSo0aNAmDEiBGMHTuW\ntrY2YMk367q11h1apZ7S1uPHt3HzzXD66e3ceSfMm9fG9tvDO97RzlFHwUEHtTFsWPPff8aMGS3x\n/btesXWHVqnHdc/W/n0rbz1jxoyWqsd1c35+tre3M3fuXLrTkxnj8cBxmTmhsT4ayMw8eRnPXw2Y\nlZkjOx07Atg8Mw9dxmucMdagt3gxzJgB111XfdxyC4weDR/+cPWx7bberlmSpP62vBnjnjTGw4E5\nVBffPQ7cDnwqM2d1es7awFOZmRHxLWBhZh7X6fFbgKMz87fLeA8bYw1KDz20pBGeOhXWWWdJI9zW\nBiNG1F2hJElDS58uvsvMRcDhwDXATOC8zJwVEcdHxJ6Np7UBcyJiNrAucEKnN9+YaieKpTbFKlfn\nX1Go8pe/wPnnV/PB//APsN121W4Su+8Od99dbbk2eTJ87GP1NcXmViZzK5O5lcfMytSs3Ho0Y5yZ\nVwObdTl2bKfPLwIuWsZrHwY26kONUst64QW48cYlZ4UffBB23LE6I3zEEdWoRCz136SSJKnVdDtK\nMSBFOEqhQixaBHfdVTXB114Lt98OY8cuGY8YNw5WWaXuKiVJ0rL0acZ4INgYq1VlVmeBO84I33AD\nrL/+kkZ4xx1hjTXqrlKSJPVUX2/wIS3VYJ3Dev55+NWv4HOfg1GjYKed4Lbb4OMfh5kzq1sxn3oq\n7LlnmU3xYM1tsDO3MplbecysTAM6YywNFY89BnvsAW99K+y9Nxx5JGy2mXPCkiQNBY5SSA0zZ1a7\nRxx6KBx9tM2wJEmD0fJGKTxjLFHNDu+3H3z3u7D//nVXI0mS6uCMsXptsMxhnXtu1RSfd97QaIoH\nS25DjbmVydzKY2ZlcsZY6qNMOPlk+NGP4PrrYYst6q5IkiTVyRljDUkLF8KXvgS33AJXXAEbbFB3\nRZIkaSA4Yyx18vzz1ejESy9Vt2succs1SZLUfM4Yq9dKnMOaPx/a2qrt2K64Ymg2xSXmJnMrlbmV\nx8zK1KzcbIw1ZMyZA9tuW92Y4/TTYeWV665IkiS1EmeMNSTceCN84hNw4onw2c/WXY0kSaqLM8Ya\n0i64AA47DM45B3bdte5qJElSq3KUQr3W6nNYmdUNO778ZbjmGpviDq2em5bO3MpkbuUxszK5j7G0\nHIsWwb/8S7U/8c03w8iRdVckSZJanTPGGnRefLG6g90zz8DFF8OIEXVXJEmSWsXyZowdpdCg8uST\nsPPO8KY3wVVX2RRLkqSeszFWr7XaHNaDD8J221WN8S9+AauuWndFranVclPPmFuZzK08ZlYm9zGW\nOrntNthhBzjySDjhBIil/oJEkiRp2ZwxVvEuvRQ+/3k46yzYY4+6q5EkSa3MfYw1aE2eDN/+djVP\n/P73112NJEkqmaMU6rU657AWL67GJiZPhptusileEc7PlcncymRu5TGzMrmPsYasBQvgM5+Bxx6r\n9ihea626K5IkSYOBM8YqylNPwcc+Bm9/O/z85/CGN9RdkSRJKon7GGtQ+OMfq+3Yxo2DX/3KpliS\nJDWXjbF6bSDnsO64A7bfHg47DL7zHRjmf7m95vxcmcytTOZWHjMrkzPGGjKuuAImTYKf/rQao5Ak\nSeoPzhirpf3kJ3DssXDJJTB+fN3VSJKk0vV5xjgiJkTE7Ii4PyKOWsrjIyPiuoi4JyKmRsT6nR7b\nKCJ+ExF/iIj7ImJk778VDRWZ8LWvwSmnwO9+Z1MsSZL6X7eNcUQMAyYDuwGjgU9FxLu7PO07wFmZ\nOQb4BnBSp8fOBk7OzM2BccCfm1G46tdfc1gvvwwHHghTp1bbsW2ySb+8zZDl/FyZzK1M5lYeMytT\ns3LryRnjccADmflwZr4CnAfs0+U5mwM3AGRme8fjEfEeYHhmTm089kJmLmhK5RqUnnsOJkyA55+H\n66+Ht7617ookSdJQ0e2McUTsC+yWmYc01gcA4zLziE7POQe4LTO/HxETgQuAdYAdgYOBl4FRwHXA\n0V0Hip0xVodJk6o/Tz8dhg+vtRRJkjQILW/GuFm7UhwJTI6IScA0YB6wqPH1PwiMBR4BzgcmAWd2\n/QKTJk1i1KhRAIwYMYKxY8fS1tYGLDk97npwr198sY1p0+AHP2jnd7+rvx7Xrl27du3adfnrjs/n\nzp1Ld3pyxng8cFxmTmisjwYyM09exvNXA2Zl5siI2AY4KTN3ajx2ALBNZn6py2s8Y1yg9vb2V//j\n66vnnoMttoAzz4RddmnKl9QyNDM3DRxzK5O5lcfMyrQiufV1V4rpwCYRsXFErALsB0zp8gZrR0TH\nGxwDnNHptSMiYu3GemfgDz2qWkPK//2/1WyxTbEkSapLj/YxjogJwGlUjfTpmXlSRBwPTM/Myxtz\nyCcCi6lGKQ5rXKhHROwCfLfxpe4EDsnMhV2+vmeMh7CpU+Ezn4H77oO3vKXuaiRJ0mC2vDPG3uBD\ntXr+edhyS/j+92GPPequRpIkDXZ9vsGHtDSdh9p762tfgw9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"text/plain": [ - "" + "" ] }, "metadata": {}, diff --git a/notebooks/neural_networks/deep_feed_forward_neural_network.ipynb b/notebooks/neural_networks/deep_feed_forward_neural_network.ipynb index ff0eb87..5fb7da2 100644 --- a/notebooks/neural_networks/deep_feed_forward_neural_network.ipynb +++ b/notebooks/neural_networks/deep_feed_forward_neural_network.ipynb @@ -16,7 +16,7 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": 2, "metadata": {}, "outputs": [ { @@ -31,7 +31,7 @@ "%pylab inline\n", "import pandas\n", "import datetime as dt\n", - "from bigdl.dataset import mnist\n", + "\n", "from bigdl.nn.layer import *\n", "from bigdl.nn.criterion import *\n", "from bigdl.optim.optimizer import *\n", @@ -51,7 +51,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 3, "metadata": {}, "outputs": [ { @@ -78,7 +78,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 4, "metadata": { "collapsed": true }, @@ -98,7 +98,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 5, "metadata": {}, "outputs": [ { @@ -139,7 +139,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 6, "metadata": {}, "outputs": [ { @@ -156,7 +156,7 @@ "creating: createTrainSummary\n", "creating: createSeveralIteration\n", "creating: createValidationSummary\n", - "saving logs to multilayer_perceptron-20171020-145236\n" + "saving logs to multilayer_perceptron-20171024-090658\n" ] } ], @@ -191,7 +191,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 7, "metadata": {}, "outputs": [ { @@ -199,8 +199,8 @@ "output_type": "stream", "text": [ "Optimization Done.\n", - "CPU times: user 4.8 ms, sys: 2.5 ms, total: 7.3 ms\n", - "Wall time: 24.2 s\n" + "CPU times: user 4.54 ms, sys: 2.2 ms, total: 6.74 ms\n", + "Wall time: 47.6 s\n" ] } ], @@ -213,7 +213,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 8, "metadata": { "collapsed": true }, @@ -227,28 +227,26 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "('Extracting', 'datasets/mnist/t10k-images-idx3-ubyte.gz')\n", - "('Extracting', 'datasets/mnist/t10k-labels-idx1-ubyte.gz')\n", "Ground Truth labels:\n", - "7, 2, 1, 0, 4, 1, 4, 9\n", + "7.0, 2.0, 1.0, 0.0, 4.0, 1.0, 4.0, 9.0\n", "Predicted labels:\n", "7, 2, 1, 0, 4, 1, 4, 9\n", - "CPU times: user 66 ms, sys: 3.73 ms, total: 69.8 ms\n", - "Wall time: 241 ms\n" + "CPU times: user 61.9 ms, sys: 4.28 ms, total: 66.2 ms\n", + "Wall time: 499 ms\n" ] }, { "data": { "image/png": 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h4eHmJA1wvSJDD75aQS+B27t3b7MOz7Bhw276uOTkZGbOnBnQtt0qfQIEsK66RX823aty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\ngC6EEDYhAV0IIWxCAroQQtjE/wFIye0NfFiqDQAAAABJRU5ErkJggg==\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -257,11 +255,10 @@ ], "source": [ "%%time\n", - "(test_images, test_labels) = mnist.read_data_sets(mnist_path, \"test\")\n", "predictions = trained_model.predict(test_data)\n", - "imshow(np.column_stack([np.array(s).reshape(28,28) for s in test_images[0:8]]),cmap='gray'); axis('off')\n", + "imshow(np.column_stack([np.array(s.features.to_ndarray()).reshape(28,28) for s in test_data.take(8)]),cmap='gray'); axis('off')\n", "print 'Ground Truth labels:'\n", - "print ', '.join(str(s) for s in test_labels[0:8])\n", + "print ', '.join(str(map_groundtruth_label(s.label.to_ndarray())) for s in test_data.take(8))\n", "print 'Predicted labels:'\n", "print ', '.join(str(map_predict_label(s)) for s in predictions.take(8))" ] @@ -273,9 +270,9 @@ "outputs": [ { "data": { - "image/png": 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qzENiQgDNYhYRERGRzulfgTnYTmWrc5g9pDYHZs1iFhEREZFO6FeBOSq47QpzZLAdf5uh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Qf/fd8bi//CWC/OTJMfs9bVrMMG+/vbTBBtEq8tRT0abRuXME0912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\ng7EkSZIEwP8HPSwTapm3IkQAAAAASUVORK5CYII=\n", "text/plain": [ - "" + "" ] }, "metadata": {}, diff --git a/notebooks/neural_networks/forward_and_backward.ipynb b/notebooks/neural_networks/forward_and_backward.ipynb index fe9a880..11efa5e 100644 --- a/notebooks/neural_networks/forward_and_backward.ipynb +++ b/notebooks/neural_networks/forward_and_backward.ipynb @@ -51,7 +51,7 @@ "output_type": "stream", "text": [ "creating: createLinear\n", - "{u'Linear59d17818': {u'gradWeight': array([[ 0., 0.]], dtype=float32), u'bias': array([-0.56499642], dtype=float32), u'weight': array([[ 0.57309681, 0.10026805]], dtype=float32), u'gradBias': array([ 0.], dtype=float32)}}\n" + "{u'Linear@d2b68b77': {u'gradWeight': array([[ 0., 0.]], dtype=float32), u'bias': array([ 0.05133221], dtype=float32), u'weight': array([[-0.56752282, -0.36998892]], dtype=float32), u'gradBias': array([ 0.], dtype=float32)}}\n" ] } ], @@ -71,7 +71,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "[-0.19243571]\n" + "[ 0.22378722]\n" ] } ], @@ -99,8 +99,8 @@ "output_type": "stream", "text": [ "creating: createAbsCriterion\n", - "loss: 0.19243571\n", - "{u'Linear59d17818': {u'gradWeight': array([[-1., 2.]], dtype=float32), u'bias': array([-0.56499642], dtype=float32), u'weight': array([[ 0.57309681, 0.10026805]], dtype=float32), u'gradBias': array([-1.], dtype=float32)}}\n" + "loss: 0.22378722\n", + "{u'Linear@d2b68b77': {u'gradWeight': array([[ 1., -2.]], dtype=float32), u'bias': array([ 0.05133221], dtype=float32), u'weight': array([[-0.56752282, -0.36998892]], dtype=float32), u'gradBias': array([ 1.], dtype=float32)}}\n" ] } ], @@ -125,15 +125,6 @@ "From above we can see that the backward pass has computed the gradient of the weights in respect to the loss. Therefore we can update the weights with the gradients using algorithms such as *stochastic gradient descent*. However in practice you **should** use *optimizer.optimize()* to circumvent the details." ] }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [] - }, { "cell_type": "code", "execution_count": null, diff --git a/notebooks/neural_networks/introduction_to_mnist.ipynb b/notebooks/neural_networks/introduction_to_mnist.ipynb index ef570d9..d99a8d6 100644 --- a/notebooks/neural_networks/introduction_to_mnist.ipynb +++ b/notebooks/neural_networks/introduction_to_mnist.ipynb @@ -106,7 +106,7 @@ "data": { "image/png": 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HWvyZmZlUFIVXr17lkiVLOHjwYA4ePJgAeP/99/Orr76ioiisrKxkZWWlNrnK39+f06dP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\nHxebd0nIMiF9AAAAAElFTkSuQmCC\n", "text/plain": [ - "" + "" ] }, "metadata": {}, diff --git a/notebooks/neural_networks/linear_regression.ipynb b/notebooks/neural_networks/linear_regression.ipynb index 12fe13b..1838f98 100644 --- a/notebooks/neural_networks/linear_regression.ipynb +++ b/notebooks/neural_networks/linear_regression.ipynb @@ -166,15 +166,15 @@ "text": [ "predict predict: \n", "\n", - "[ 2.85446405]\n", + "[ 1.48450136]\n", "\n", - "[ 3.18686581]\n", + "[ 3.27808809]\n", "\n", - "[ 1.30776262]\n", + "[ 1.87193513]\n", "\n", - "[ 4.14289856]\n", + "[ 3.40717745]\n", "\n", - "[ 2.40924406]\n", + "[ 4.11920691]\n", "\n" ] } @@ -205,7 +205,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "8.16338\n" + "8.19934\n" ] } ], diff --git a/notebooks/neural_networks/logistic_regression.ipynb b/notebooks/neural_networks/logistic_regression.ipynb index a51b85c..674f3f6 100644 --- a/notebooks/neural_networks/logistic_regression.ipynb +++ b/notebooks/neural_networks/logistic_regression.ipynb @@ -164,8 +164,8 @@ "output_type": "stream", "text": [ "Optimization Done.\n", - "CPU times: user 4.84 ms, sys: 2.75 ms, total: 7.59 ms\n", - "Wall time: 13.2 s\n" + "CPU times: user 3.23 ms, sys: 1.74 ms, total: 4.96 ms\n", + "Wall time: 26.4 s\n" ] } ], @@ -192,17 +192,15 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "('Extracting', 'datasets/mnist/t10k-images-idx3-ubyte.gz')\n", - "('Extracting', 'datasets/mnist/t10k-labels-idx1-ubyte.gz')\n", "Ground Truth labels:\n", - "7, 2, 1, 0, 4, 1, 4, 9\n", + "7.0, 2.0, 1.0, 0.0, 4.0, 1.0, 4.0, 9.0\n", "Predicted labels:\n", "7, 2, 1, 0, 4, 1, 4, 9\n" ] @@ -211,7 +209,7 @@ "data": { "image/png": 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h4eHmJA1wvSJDD75aQS+B27t3b7MOz7Bhw276uOTkZGbOnBnQtt0qfQIEsK66RX823aty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\ngC6EEDYhAV0IIWxCAroQQtjE/wFIye0NfFiqDQAAAABJRU5ErkJggg==\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -220,11 +218,10 @@ ], "source": [ "# Prediction\n", - "(test_images, test_labels) = mnist.read_data_sets(mnist_path, \"test\")\n", "predictions = trained_model.predict(test_data)\n", - "imshow(np.column_stack([np.array(s).reshape(28,28) for s in test_images[0:8]]),cmap='gray'); axis('off')\n", + "imshow(np.column_stack([np.array(s.features.to_ndarray()).reshape(28,28) for s in test_data.take(8)]),cmap='gray'); axis('off')\n", "print 'Ground Truth labels:'\n", - "print ', '.join(str(s) for s in test_labels[0:8])\n", + "print ', '.join(str(map_groundtruth_label(s.label.to_ndarray())) for s in test_data.take(8))\n", "print 'Predicted labels:'\n", "print ', '.join(str(map_predict_label(s)) for s in predictions.take(8))" ] diff --git a/notebooks/neural_networks/lstm.ipynb b/notebooks/neural_networks/lstm.ipynb index 4fe9160..1a427b7 100644 --- a/notebooks/neural_networks/lstm.ipynb +++ b/notebooks/neural_networks/lstm.ipynb @@ -80,6 +80,9 @@ "# Get and store MNIST into RDD of Sample, please edit the \"mnist_path\" accordingly.\n", "mnist_path = \"datasets/mnist\"\n", "(train_data, test_data) = get_mnist(sc, mnist_path)\n", + "\n", + "train_data = train_data.map(lambda s: Sample.from_ndarray(np.resize(s.features.to_ndarray(), (28, 28)), s.label.to_ndarray()))\n", + "test_data = test_data.map(lambda s: Sample.from_ndarray(np.resize(s.features.to_ndarray(), (28, 28)), s.label.to_ndarray()))\n", "print train_data.count()\n", "print test_data.count()" ] @@ -110,7 +113,7 @@ "batch_size = 64\n", "\n", "# Network Parameters\n", - "n_input = 784 # MNIST data input (img shape: 28*28)\n", + "n_input = 28 # MNIST data input (img shape: 28*28)\n", "n_hidden = 128 # hidden layer num of features\n", "n_classes = 10 # MNIST total classes (0-9 digits)" ] @@ -171,7 +174,7 @@ "creating: createTrainSummary\n", "creating: createSeveralIteration\n", "creating: createValidationSummary\n", - "saving logs to rnn-20171020-142900\n" + "saving logs to rnn-20170720-151955\n" ] } ], @@ -217,8 +220,8 @@ "output_type": "stream", "text": [ "Optimization Done.\n", - "CPU times: user 10.7 ms, sys: 5.2 ms, total: 15.9 ms\n", - "Wall time: 2min 7s\n" + "CPU times: user 40 ms, sys: 12 ms, total: 52 ms\n", + "Wall time: 11min 4s\n" ] } ], @@ -231,7 +234,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 7, "metadata": { "collapsed": true }, @@ -245,28 +248,26 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "('Extracting', 'datasets/mnist/t10k-images-idx3-ubyte.gz')\n", - "('Extracting', 'datasets/mnist/t10k-labels-idx1-ubyte.gz')\n", "Ground Truth labels:\n", - "7, 2, 1, 0, 4, 1, 4, 9\n", + "7.0, 2.0, 1.0, 0.0, 4.0, 1.0, 4.0, 9.0\n", "Predicted labels:\n", "7, 2, 1, 0, 4, 1, 4, 9\n", - "CPU times: user 62.9 ms, sys: 2.84 ms, total: 65.8 ms\n", - "Wall time: 284 ms\n" + "CPU times: user 40 ms, sys: 0 ns, total: 40 ms\n", + "Wall time: 3.23 s\n" ] }, { "data": { - "image/png": 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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -275,25 +276,31 @@ ], "source": [ "%%time\n", - "(test_images, test_labels) = mnist.read_data_sets(mnist_path, \"test\")\n", "predictions = trained_model.predict(test_data)\n", - "imshow(np.column_stack([np.array(s).reshape(28,28) for s in test_images[0:8]]),cmap='gray'); axis('off')\n", + "imshow(np.column_stack([np.array(s.features.to_ndarray()).reshape(28,28) for s in test_data.take(8)]),cmap='gray'); axis('off')\n", "print 'Ground Truth labels:'\n", - "print ', '.join(str(s) for s in test_labels[0:8])\n", + "print ', '.join(str(map_groundtruth_label(s.label.to_ndarray())) for s in test_data.take(8))\n", "print 'Predicted labels:'\n", "print ', '.join(str(map_predict_label(s)) for s in predictions.take(8))" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 4. Draw the performance curve" + ] + }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 9, "metadata": {}, "outputs": [ { "data": { - "image/png": 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HJHsIAAAAgDPD9G3nHJHsIQAAAADKSPYAEnFqr/Y6tktrZaTRGw8AAADJ48iZaUnq3KaZ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\nbv9oQdgA8/Wi7Xo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/TQNGTNLCLftkWVZAiPMvrYlUZiTVljrYXRjOi2Px28bcEp321GS9\nnrVeReVV+mrhNs1Yl6uew8ZE3Mb+o9mRa1/3B+8i7uoal77y9BV3eXrlh5v5dbmsgN7d8z0z/tGC\nmvdn450V9158rN5VpKvfmqNLX54esl5gX0ll1HK6YL99fab6Pzpe174zJ+Jx93+1TCc+MdF2ceTT\nP66y3cr9G7+Lov198ziWdq3heMfq/2/wqp2FvjsE8zbt1e4oHZzsxHpBMWNdbshFeCxKKqqVH+fP\nP5Lzns8K6L4lSac8OSkluqYQpm343+5KT6/9c/8wOyh6Nc1I83x+7WyMJHVq3VSvXn1SwLHXDjys\nTmPMzOBHh9hNDLoa/85mh0l/dnXbFQ2wudG179QGrxMfn6CTn5jo/sDm33jvgrZgpRXuXyijflqv\nnsPGRHw//w0jgheFRQumsVq1s1DlVS7N2xQaznM8C1gTKQP7wjOjfc6/puqtaRs0/LvA+knLsjy3\nk2tf29tZ5O5Pw/ecXr+7RLd8OF9//Wyxlm2zL5H596S1WhrmOd/7e/4b/AvaZblLoYIzz80fzNcf\n35+nx8N03/DmhnClQLUz0nWbrvMuJnx+4lr1Hz5Bf/t8ia7xBDlvaYklafq6PQFfW7jdXfcnb4lS\nSUXtxVl+aZWe+GGlrn57dsjx5VU1OvyBsbZ3ioyMcgrL9fj3K1VcUa3NeSUBs/XBp+x/bS4mgq+3\ndyfQbWTB5n0qqqj2teq0M3Flju/vQ3VN6Pnxxk8bfKVZ4e7CRQqSK3cU6qPZm7V1b2m9laPUZbGo\nK6gUZ1dBuS55aboe9dRQ/27ULA39T+SL3UivG8n8TXt1zTtzfBfhecUV6j98fEz/XnpLPYIVlFbp\njZ/Wx11itmFPSUD3rVQSuuIOMkbqe2gr3X7OEQG3tr0ncvuWmdprc3upW7vmvjIE/6vlhy87JuTY\nM3t3SHhm4xhPFxKgMSnxm62N5ffOy5PX6Q+n9YjaUztYcUW17S39+jJp1W7bDXD8hfslVlZZo7s/\nXaRVuwr1zZ/PsD1mc16pnrTp7f3Fgm365/+W6rnfHR/1ffztKizXrpXu76FdlxJ/b/y03raPuj+7\naGvXLnJvSaWm2nQwGbd8p87s3dFXLhPtZzVrQ57uGr1IX99xesTjwo43wpSs967HzoJyXfvOXP3h\ntMANv4rKq7RqZ5GufGOWhv/iGN1wRq+43ntmdq7atshUx1ZN9ePynbpuUE9VVNfonk8X674hfdWz\nQ0tJ7vBU7XLphQlrfTPQkv3P13sHYOveMt396SK9dNWJvuciLTJMM9J9Xy5V1po9evdnd6nXnwYf\nEfZ4u9+BwXXX9V2W4OW/O2+0OytxbvQqSbr05cCF2+/deIrO7XNIrMOzVRNjOY3d563cEdiVqbDc\nPdvrv44gkTaJkf6d/XjOZo1fkaNsv7sYheVVvo5Vsezl4F/Gt2xbgfp3a6PFW/N9kzX9u7bR6Ud2\niHvcscopLFfzzPT9spcIYdqGMUbj7jlbUu0/5C0y05WZkabx95yt7u2ba3NeqXIKy9WsSbquenO2\nDm6ZqY9vHqiZ63PVIjNDXdo217rdxZr7wPk6xKb13lm9O+imM3vFvbGEJD1/5fFhn3vg0r56amzo\n7eVmTdJ8C9uAVBdL6cELE9fqrWkbfLWIsTrzmSn1euvRTrhZyzLPQsy7Ry/Sf64+SQVlVWrt10Xo\n8ldm+BYf2bVZvDFML2pjjG/TmHV+t2OrbGbtIokWXJ/+MfTfFq/66tt7+38XauhxnXVi97aSpBl+\nJSrr9xTr7ekbNOJX/X2PeRe67si3v6i645OFKq2o1ns3nhr3WIJnPTcHlUfd8N48X6AZ/v1K3XBG\nr7DfB8uytHx7ofp3q73DefXb7hnwAYe10/zN+3TOUR21Ka9UPy7fpeKKan1002mSpIFP229/7Q1o\n/n9f/H+E3y7eERCmI86OmtCvd3mExbx2d1eCw3Ssp0R+aaX2llTq8BjXGvlf0EW78P4pzELgeGqm\nV2wvqHOYfmFifL2c7xq9SGcf1VFb8kp89fUh3986jSjwfLAsK+DC8sGvQ9ueTl+b+I7Iv3hlhjaN\nHBpw17M+Own9nJ2rM/yC+ZWjZmnupr06vGNLTbl3cL29TziE6Sgy0tP0/O+O18AjDpYk9Tm0lSTp\n6M6tdXTn1r6r8xrL0qFtmuk3J3WTJL101QlatbPINkhLUovMDD009Gj1PLhFwG2Lb+84I+CKb8ix\nh2r5jgJfOzEp8j9Qt559hC9MXz/oMH0wyz37/chlx+qBOuxmBuwvczfuDQiEkcQbpCU1eJCW3B1G\nIpm6Zo+Gvjw9JJxF6kHu/bxwvHfR3vBbuDp3Y3wbRER7/2D+QcW/z3a8m3wEW7OryFea5L/o+OJ/\nT1O1y9L1p/cM+Zx0vyDgHUtheZVvo51wIgXM7D2B3481frN0xiikw4gUPtw9M26NRoVZGOm9EKqs\ndmlWlJaT/qpdlj6atSlg0W2kuyJPjgm9o+E18sfVIbP0TfwW/wSHT7vyisVBu8ReHKG3ulQb4Ia+\nPEPb88u0aeTQgOd7DhujNONeI5QRpu1LpJ/fjvwy3RhmEXLw5lGSezfXLTbrSbwzrDmF5frrZ4v1\n6tUnKa+kUmtzinRpf/d6qMv+M12n9jxY41fs0iBPXrAT6U6Iv++W7NB3S3aoR/sWvsdclqXyqhrf\n7Hb27mJt2BPf31nJvd5iw54SNfNr4dvr/rFa8uhFatM8/lncH5bu0MmHtVPnNs3j+rxI34l9JZX6\netF23XhGTxljAi5SH/9+pR75ReAd/0Vb9umMIzvIsixNWJmjuZ51Exv2lGh7fpm6to1vbPGi8DYG\nvz25W9gfhLef9Fm9OwY83rZFZshfqHkPXhDwsTFG1ww8TMuGX+R77PjubfXSVbU7N155Sjcd1y2w\nVtvuivqqU7rr9T8E1mX7/6U9sUdb2/EDqebKN2bZzoo4SSwt/YKDdF3F+ktaqr9ZZP/Fht46fMuy\n9Nm8rXV63ezdxbaLUb2h5h9fLA15LniRa3WNS8cNr63Z/Hz+VvUcNsa3aMuyLH0+b2vExaDfB60t\niOVW+nXv2i+cCxekpdo7Fn94e07E44LVuCw9/O0K3yJCSRFrjSOV8SzdVhBSB+s/E/pS0I61dnc9\nIm3iZGf0XPd54u3GMHZZ6IWPy4rcmjJSV5VIJWDb8gPPF8uy9Oa0DRq3IrQbijewv/HTBs1cn6cv\nF27TBS/8pD9/vFCTV+Xoh6U7tHx7od79eaO2R+nYE/y31LIsDf9uhVbtLLT9e+n/13r1riL1fXhc\nwAXbJ34998cu26mpMfQEf/z7lbrkpek697msgMejLXoPd8fwzk8W2W78FWzyqsC1O5EuhB76drke\n/2Gl5m/ep9kb8gK69njLkAJfy92ystf9Y0M2GTpj5JSELjriwcx0HTXPTNe0f5yrTm2aRj22Y6um\nmvS3cwLqsI0xahVUz/PLE7qqeZN0vfvzRp3Xt5M+nh24QYX3BHz/xlO0I79cG/YU6+8X9wm4ypSk\nm87spfdnbvK8TyJfHQAnmLsxL6Ze2F4N0RLL+/47Csr1UJyhKl52vcSv8ev+8NPaPb5/+7ye84xv\nX0mVDm2Trqy1e/TPL5fq2C6JrUF57+dNIY89O261fs6OfWbZy9vxIt4FeztiaAl23vNZcY/HK1Ip\nRI0rvrsPdkFx0qocXe1Xh/7njxeGHCO5N026/9Kj7cdhWapxWVqyLV9HdDxI9/2v9kLr16/NtP0c\nSbrtowV667oBemrsKr113YCwHYek2t+5wQsBJemmD+LvW5xTWK7TnpqsawcepjvPO1Lvz9ykMct2\nas7954cca3fR7b8DrH+5jff716l1U91y1uG6+azDbd/f7o5KfRi/YlfE3TL977BL0o3vz9Okv52t\np8au1ulHHKyOrZrqlyd0lSTfRe7iLfm2a0Ru/2iBRl17su/jFTsK4trUTHL/XF2WFXAHJlGE6XrQ\n4+AW0Q/yOPIQ+5qwy4/vovl+7ZwuOvZQXXTsoZJquyj8/aKjNHFljq/UZHCEGq5jOrdWd7/bQ/5/\n+Uf8ql/UX3YXH9vJt412Y9LhoEzlFsfXmxRIdXbrJCK5YlT4kNFYjAgqadjt2/ymRE+OXaUjOroX\n960IWtxVF/W5+1/27mJ9MHOTWjYN/2s6lg47G+rQmz/Szofx1rt6O9nUN5fL0uPfr9AHszbr+G5t\ntCRK1xmvwrIqPfrtCs3dtFd9Hx6nyfeeE/bYGpelSStzfBdoddnW+7slO7TX00Hmo9mbdce5R0py\nz1jH2uXH/06E3exuTmGFRoxZpRFjVmnJIxepTYsmAcdHW2icKP+FoXaCL3Cl2lad3nPtp7V79NXC\n7b4JwLwwvcSD7yBMWJkTVw/pfSWVOtHTPSq4vCgRhOkU8fLvTwz7XHvP5g/nHHWI7jyvd9TXWjvi\nEl+LojevPVn3fblU3dq5y1SaZqTpmoGHRQ3TGWlpOr57Wy3fXlCnlj7J9Mktp+nqtwJvuR7e8SDl\nFsdXRwo0NvW1W6cTXfVmaMu4VLSzoFyPfpeabcAkxX3bPNwiyuBb/+GUVlZrY26Jju0SWPZ46lOT\nfb8jYw3SkntnVv8Ws5F2xH1j2ga9Ma12LUKktQvRVLssZfl9/k9ray9YEvld++GsyF3BNuQW68Qe\n7SS529xFmkyamZ2rwzu01Ofz7cu0KqI0MYh2LRBLO8mvFm4PeK1Im4Ul0lvbyxukJXe3nEPbNNO2\nfaW6/6tleu0PJ4VUDERDzbQDjPh1Pz3/u+MDVoFHkpmR5luscdGxh2rRIxepRWaG/nbhUfra025r\n1v21W6evfmKI3rvxlMAXMe7FkPOD6rzjce+FRyX8ufXhkFahpTen9WqfhJEAQOMye0PdJyVyCstj\nLpO47aMFGvryjIA7uF52bfpi4d8pJlkXmN7Nh3YXVej5OmwxH44l6dvF2/XCxLW6YtQsPfRN+EYE\nD3+7QpNW7dZ9X9ofc2+ECw6ptva/Pr1is/mO16lP2V+gxWvg05OVV1yhYV8u0/R1uTrv+Z/iXkRN\nmHaA1s2a6Lcnd6vz69x1fm8d46kP9F9126xJus7tc4h+f2p332PeXtbe207tW2YG7AwpSRcc3UmS\nfWiVpIOaBd74+OYO+765yx+7OOK4P775tIRuwzTPDL3x8ruTu9scGSiWVb/d2wce888hfWIfGAAg\nrhIb78LKK0bNinKks/gv5HxrevytcmNx96eLfbtlRitz3L6vfhdGpyK7zb1OHjHJd3G1p6hCq3bG\nV/5FmIaP9y/1H07roT+d427W365Fpgb36ahXrz5Jx3RprSZ+O0J6u4zc7jn2iV/1C3i9DgfVhuyV\nj1+sE7rXdhQZdc1JWjb8Im0aOVQHNc3QlQPCXyy0a5EZdewP2ixO6dSqqRY/cqHeuai2drzHwS0C\ngvk71w/Q4788NuDz3rzuZEVzSs/AGe7Lj+8S9XPsjPf0M49Xp9ZNI9b4xapLG/vWjXUVvLkFao26\n5qToBwE4IDwzLr71DvF6e/qG6Af5Gf69/Y6kB5p4S24I0wewH/5ypmYOqy33+OuFR+ms3h007JK+\nSvPUKaWnGb1/46m+Nn+Hd6hdQHnHuUfqh7+cqT+e2UtzHzg/YIv0awb20GXHddYzv+2v0bcMVIug\nWeIh/ToH1CQ9e0XtRjQjf1O7IUOzJmk6LGiB54S/BgbQnge30M1n9dKfBh+hz28b5Hs8Iz1NbVtk\nKt2m5mrmsPP03Z1n6PyjO+m6QT19j4++ZaCO7dJGI3/TXzec3lNf/sl+V7Unf9Vf39xxhv5xcR99\n+adB6tYucIzj7zlb91/SV7ecFX5HtE0jh6rPoa3UrEntX8Nu7ZrrtT+cpEUPXxj287q2ba45D1yg\nIzoepLYt4qvr6te1ta4bVPtzutbva4/k1yd2Dfh41DUnh7RsPKt3bcN8/zo3/5/fFfVwhyWa5393\nvC48plODv08iju3SWkP6dU72MAAcIMYuC231h+ju/jTyYspgLEA8gPXrGhiGurZt7ttxK5yPbzlN\nA0ZMUp9OrZSeZnyvEbw5jXeHsv87JXSG8oKjI+8kddWpPXTe0YeoaUZ6QAN578LK9DSjU3q20x/P\n6KV+XduoY6umMsboviF9fTu4RSu76NK2ubrYlHOcfFg73xi8No0cqivfmOXbAKNPp1ZqnpmuE7q3\nDZht/+L2QfrdqFm67ZzD1efQVr6uKw8OPSbktpL/1zX3wQu0Ja9Ux3ZpHdAr+OrTeuiTOVv058FH\nBHQJuPei2lr0SD1W1z15iXo/+KMkdx39rGHn6WDP3YLju7XVq1OzQxZ3/P7U7ho9d6t+cXwXfb9k\nh17+/Ykau3Snhv/iWB3VqZWmr9ujf1zcRyf2aKch/dzdZrxf27+uOF5lVTWqqK7R9n1l+mDWZr11\n3QD169ra14P0iV/28/VgPbdPx5CFPG1bNNHChy7U8Y9NiGtDlqy/D9ZgT8/UE3u01dGdW/s2/Ugl\n/j3kAad567oBuuXD+FvBAU5THOeGYA02M22MGWKMWWOMyTbGDLN5vqkx5jPP83OMMT0baiyoPx0O\naqq5D5yvr++wn7G96cxeGnh4+EV+y4ZfpNevsS+j+PPgI3x/PqRVs5CdmLwLK40x+uL203VJ/87q\n3r5FQH/tjPQ0bRo5VH8efGTA58578IKIJRXv3XiKzu97SEAZi79TPWUdD192jMbdc5btMaf0bK9N\nI4fq/ktCS05GXXOyhh7XWecc1VGdWjfVd3fW1o+3btZE/bq2Cdl04x8X9dE1A3vorvN7a82IIXrn\n+gGSpJM8K7Ml6QbPTnD+M7GD+3TUkkcuCuiduXbEJb4gLbk3Ipry98E6JWhB5vDLj9XfLzpK/7ri\nOG0aOVSXH99Fo649WW1aNNGfBh+hT24Z6FsZ7uX9eWdmpKlXh5bqe2hrnX90J61+YoguPKaTOrdp\nrk9vHaj7L+mr5pnp+vtFR2nCX8/2hfGBh7fXG9e6vz9vXzdAaWlGyx67WM/+9jgd362NHg3a6eqj\nm07VezeeosWPuGfv/zmkj3p2aKn/G+Cuhz+oWYavrdJRnSJvT3x897YBNfv+YfdvFx6lc7uHn284\n/YiDdXTn2HsUj73rLB15iPsCa9Lf3CU6Q4+rnaX2P/fmPXiBvr/zzKhlOBeFmYF/5erQ7kB2awEy\n66G/arweueyY6AehXvTvGtui9VhF+/sENBb+O0/GwtTXTlgBL2pMuqS1ki6UtE3SPEm/tyxrpd8x\nf5Z0nGVZtxtjrpL0a8uy/i/S6/bp08das6b+V7uiccvKytLgwYPr9Bo1LkvZu4t9s82pxLslr50x\nS2Mhj2AAACAASURBVHeqaUaaLohQ9lBd41J5tUs788vUu1P8X1+Ny9K2faU67OCWcX1eRXWNRvyw\nSned31sdwyxi9dqSV6rHf1ipV64+MWRzIq/yqhrtKihXzw4tfZsi3HRmLw3pd6hyiyrUvX0LZaQb\nvTBhrR4aeowKyqp8HXLe/3mjBh3RQX0ObaXFW/PVpnkT9erQUllZWTrnnHO0MbdE7Vpk+topndar\nvT69daBclnsDhCvfmKW7z++tkw9rp//O3qzbBx+hzXklcrnc5S/tWmaG3RjAO7P/w1/O1FvTN+jm\nMw/3jau8qkYvTlqnIf0O1fxNe/X29I3q17W1Jq3ardvOOVz3XdxX/5mSrRcnr/W1khr+i2N0wxm9\ntHDLPvU6uKX2lVbq/ZmbNPwXx+q4xybon0P6aEd+uU7o3laD+3RU34fHBYynfctMX3eEey88Sjec\n0VNPjV3l261u9C0DNaBnOzVJT9OPy3bqT56NItKMdOe5R+rM3h115RvuRWKjrjlJx3Zpo1emZOv+\nS/uqrWf9Q15xhe77cqkmrdqtkb/pr5ZNM9S/axvf3QXJXc7VuU0zjfppvV6dul4ndG+rxVvzNeyS\nvmqSnqbvFm/XS1edqHW7i3Ve30N0xANjJbkviMLdor1mYA/9d/YWnX1UR01bu0cvXHm8qmss/fPL\n2o0+lj92sT6Zs1lPjV2t7Ccv0VcLt+uwg1to4ZZ8lVXVqF+X1rr1owVq1iRNT/+mv/76WW2Hgxn3\nnaszn5kqyb2WpF/X1pqyerduOetwXfLSdN9xwy7pq3HLd2lx0I6DN5ze092H2PP9P6rTQepzaOuQ\nnRiDndijre46r7cGHXGwNueV6qFvlunyE7rq1yd21YUv/KSdBeXq3r65tu4t00c3napr35mrIzq2\nDNiqPZonf91PfzjtMNvFW17e76u/6wcdpq8Wbfd1rYjFmhFDtCm3VBe/OE3HdG6tjq2aBmxdvz/c\ncHpPTVu7J2DnPUn63cnd1LJphm3PZDQefx58hO675OgFlmUNiOX4hgrTgyQNtyzrYs/H90uSZVlP\n+x0z3nPMLGNMhqRdkjpaEQZEmEYi6iNMw3m25JWqS9tmvjaRiQg+d6av26PyKldITfaiLft0XLe2\ntvX50ewuKleaMQELdqMpr6pR04y0gIuo3OIKVVS7YupGE/xan8zZoitP6a7M9DRlZqTp/q+W6chD\nDtJNZwbW/FfXuAK+ny6XpU/nbdVvTuoacJGzdFu+vpi/TY9dfqxv/UWsZq7P9d2tkdwXi3uKK9S+\nRaa27C3V4R3tZ0eHfblUn87bqk0jh2p7fpnOGOkuLfr8tkE6pWc77SutUtvmTVRWVaMay9Lb0zbo\nrvN7KyM9TTmF5Xp+who9cOnRvsAfyaIt+3R059Zq1iRdlmWpsLxaW/JK1b9bGy3csk/bVi3W5Ref\nG/A5P2fnql2LTF9HJcm9g+GSrfmanp2r6wf1VJ9DW2lXQbnmbtqr47u1Ufd2LWSMtKe4Qi0yM9TM\n8zN/bsIa3Xh6T41fmaPD2rfQ2Ud1jOt77LV8e4GOPOQg5ZVUauHmfVq/p1jtWmTq0e9WaMJfz1a3\nds01bvkundqrvW9dSEFpla59d47+eXFfndm7g16dmq3l2wv0xK/6qcNBTVVcUa27Ri/SE7/q5zsX\nK6prVFRerSZpacpIN5q+bo9u/+9CvX3dANVYlnq0b6GeB7fU9vwybcotsb34L66oVkFZlV6Zkq3R\nc7fo/L6HqE2LJnrhSvfdpHU5RepwUFPd9+VSTViZo89uHaiOrZrqpcnrNHFljp7+TX898u0K9eva\nWj9n5+mkHm1VXuXS+zeeokmrdsuSpRO6t9V3S3bojZ82aOPTl6qi2qXXs9br4zmbNeaus5RTWK7j\nutWW9s1an6dJq3LUv2sbfTZvqzbkFmvMXWdpxA8rNW/TPt826d/ccYZmrc+Ty7LUulmG0tKMHvw6\ncK+HzPQ0tWqWob+dkK6rhp6riuoatcjM0N6SSrXITNez49Yop6hclx/fRef3PUTfL92hXxzXRXM3\n7VXPg1uqfctMjV+xSyf1aKeSympd+85c7Smq0ND+nTXGs037W9cN0Ofzt+qgphm6dtBhKq2o0RGH\ntFRpZY3at8hUQVmVLnpxms7u3UFzNu5VUXm12jRvooKyKt84D2nVVK9cfZLW7S5S2+aZemVqtr76\n0+n61/g1Msa97mfAYe01eXWO0o3R8xPXasixh+pXJ3bR0Z1ba/h3K1RWVeNrrfjgpUfrsINb6Iwj\nO+ij2Zs1tH9nXf7KDJ1xZAftyC/Twi35at0sQ/dccJQe/2Glbjv7cN17UR+9PWODxq/I0Qnd2ugD\nv17ba0YM0fgVOWrdLEOV1S4t316glk0z9PvTeui1qeu1aMs+zdm4V786oYtevOpEFZVXaWNuiW79\ncIEu6X+ozurdQTPW5enBoUcrIz0t6WH6CklDLMu62fPxtZJOsyzrTr9jlnuO2eb5eL3nmNyg17pV\n0q2S1LFjx5M///zzeh8vGrfi4mIddBC3JxE/zh0kgvMmuSLdrdsfny+5N2fJr7DUoXn0i/kqlyUj\n98Lthjh3LMuSpcCdkJMtv9ylVpkm4gSEZVmqckmZYcovvceU10iVNVLLJpE3eYnXueeeG3OYTvkF\niJZlvSnpTck9M80MI+LFzDQSxbmDRHDeIFGcO87UUKtPtkvy3x2jm+cx22M8ZR5tJOU10HgAAACA\netdQYXqepN7GmF7GmExJV0n6LuiY7yRd7/nzFZKmRKqXBgAAAFJNg5R5WJZVbYy5U9J4SemS3rUs\na4Ux5nFJ8y3L+k7SO5I+MsZkS9ord+AGAAAAHKPBaqYtyxoraWzQY4/4/blc0u8a6v0BAACAhsZ2\n4gAAAECCCNMAAABAggjTAAAAQIII0wAAAECCCNMAAABAggjTAAAAQIII0wAAAECCjJM2HTTGFEla\nk+xxwHE6SMpN9iDgSJw7SATnDRLFuZM6DrMsq2MsBzbYpi0NZI1lWQOSPQg4izFmPucNEsG5g0Rw\n3iBRnDvORJkHAAAAkCDCNAAAAJAgp4XpN5M9ADgS5w0SxbmDRHDeIFGcOw7kqAWIAAAAQCpx2sw0\nAAAAkDII0wAAAECCHBGmjTFDjDFrjDHZxphhyR4Pks8Y864xZrcxZrnfY+2NMRONMes8/23nedwY\nY172nD9LjTEn+X3O9Z7j1xljrk/G14L9xxjT3Rgz1Riz0hizwhhzt+dxzh2EZYxpZoyZa4xZ4jlv\nHvM83ssYM8dzfnxmjMn0PN7U83G25/mefq91v+fxNcaYi5PzFWF/M8akG2MWGWN+8HzMudOIpHyY\nNsakS3pV0iWSjpH0e2PMMckdFVLA+5KGBD02TNJky7J6S5rs+Vhynzu9Pf+7VdLrkjtASXpU0mmS\nTpX0qDdEodGqlnSvZVnHSBoo6Y7/b+/Ow+Qsy3yPf+/urJ2ELJ2QfSOEhCAkoLKJTETZFSKCg3pU\nPHhwndEzsquoqIOKx+WM48zhjCh6VMQISYAosrW4spnOnkAIZOns+9JJOt39nD/qTag0gXSKTldX\n9/dzXbm63rXuCg9dv7x1v09lv08cO3ote4BzUkoTgUnABRFxOvBN4LsppWOBzcDV2f5XA5uz9d/N\n9iMba1cCJ5D7/fXD7D1O7d9ngIV5y46ddqTNh2lyb1RLUkpLU0p1wN3ApUWuSUWWUnoC2NRk9aXA\nXdnju4Apeet/mnL+BvSJiMHA+cDDKaVNKaXNwMO8MqCrHUkprU4p/T17vJ3cm9tQHDt6Ddl//x3Z\nYufsTwLOAaZm65uOm33jaSrw9oiIbP3dKaU9KaUXgSXk3uPUjkXEMOBi4L+y5cCx066UQpgeCqzI\nW16ZrZOaGphSWp09XgMMzB6/2hhybHVg2cenJwNP4tjRIWQf01cD68j94+kFYEtKqT7bJX8M7B8f\n2fatQCWOm47qe8D1QGO2XIljp10phTAtHbaUm/PReR91UBHRE/gN8NmU0rb8bY4dHUxKqSGlNAkY\nRu6K4Pgil6QSEBHvBNallJ4tdi06ckohTNcAw/OWh2XrpKbWZh/Bk/1cl61/tTHk2OqAIqIzuSD9\n85TSvdlqx46aJaW0BXgcOINc20+nbFP+GNg/PrLtvYGNOG46orcAl0TES+TaVM8Bvo9jp10phTD9\nNDA2u/O1C7kG/BlFrklt0wxg36wKHwam563/UDYzw+nA1uwj/YeA8yKib3bz2HnZOrVTWe/hj4CF\nKaXv5G1y7OhVRcSAiOiTPe4OnEuu3/5x4PJst6bjZt94uhx4LPvEYwZwZTZjw2hyN7Y+1TqvQsWQ\nUroppTQspTSKXH55LKX0ARw77UqnQ+9SXCml+oj4NLk3qnLgzpTS/CKXpSKLiF8Ck4H+EbGS3MwK\n3wDuiYirgWXAe7PdZwIXkbthoxb4CEBKaVNEfJXcP9gAbk0pNb2pUe3LW4APAnOz/leAm3Hs6LUN\nBu7KZk8oA+5JKT0QEQuAuyPia8Ascv9QI/v5s4hYQu5G6SsBUkrzI+IeYAG5mWU+lVJqaOXXorbh\nBhw77YZfJy5JkiQVqBTaPCRJkqQ2yTAtSZIkFcgwLUmSJBXIMC1JkiQVyDAtSZIkFcgwLUmSJBXI\nMC1JkiQVyDAtSZIkFcgwLUmSJBXIMC1JkiQVyDAtSZIkFcgwLUmSJBXIMC1JkiQVyDAtSZIkFcgw\nLUmSJBXIMC1JkiQVyDAtSZIkFcgwLUmSJBXIMC1JkiQVyDAtSZIkFcgwLUmSJBXIMC1JkiQVyDAt\nSZIkFcgwLUmSJBXIMC1JkiQVyDAtSZIkFcgwLUmSJBXIMC1JkiQVyDAtSQWKiJci4h0tdK4uETE1\nO2eKiMktcV5J0pFlmJaktuNPwH8D1hS7kEOJiPJi1yBJbYFhWpIKEBE/A0YA90fEjoi4Plt/SUTM\nj4gtEVEVEcfnHfNSRNwUEQsiYnNE/DgiugGklOpSSt9LKf0JaGjG838kIhZGxPaIWBoRH2uy/dKI\nqI6IbRHxQkRckK3vlz3vqqyGadn6qyLiT03OkSLi2OzxTyLiPyJiZkTsBN4WERdHxKzsOVZExJeb\nHH9WRPwl+7tYkT3HmyNibX4Yj4jLImL2Yfz1S1KbYZiWpAKklD4ILAfelVLqmVL6VkQcB/wS+Cww\nAJhJLmx3yTv0A8D5wBjgOOALBZawDngncBTwEeC7EXEKQEScCvwUuA7oA5wNvJQd9zOgAjgBOBr4\n7mE85/uBrwO9yF1F3wl8KHuOi4FPRMSUrIaRwG+BfyP3dzEJqE4pPQ1sBM7LO+8Hs3olqeQYpiWp\n5fwj8GBK6eGU0l7g20B34My8fX6QUlqRUtpELpi+r5AnSik9mFJ6IeX8Afg98NZs89XAnVkdjSml\nmpTSoogYDFwIfDyltDmltDc7trmmp5T+nJ1zd0qpKqU0N1ueQ+4fEv+Q7ft+4JGU0i+z59mYUqrO\ntt1Frp2FiOhH7h8Xvyjk70GSis0wLUktZwiwbN9CSqkRWAEMzdtnRd7jZdkxhy0iLoyIv0XEpojY\nAlwE9M82DwdeOMhhw4FNKaXNhTwnB9ZORJwWEY9HxPqI2Ap8vBk1APw/4F0R0QN4L/DHlNLqAmuS\npKIyTEtS4VKT5VXAyH0LERHkQmVN3j7D8x6PyI45LBHRFfgNuSvfA1NKfci1lES2ywpybSRNrQD6\nRUSfg2zbSa79Y99zDDrIPk1f7y+AGcDwlFJv4D+bUQMppRrgr8Bl5Fo8fnaw/SSpFBimJalwa4Fj\n8pbvAS6OiLdHRGfgc8Ae4C95+3wqIoZl7Q2fB361b0NEdN13QyLQJSK6ZYG8qS5AV2A9UB8RF3Jg\nD/KPgI9kdZRFxNCIGJ9d/f0t8MOI6BsRnSPi7OyY2cAJETEpq+HLzXj9vchd6d6d9Wm/P2/bz4F3\nRMR7I6JTRFRGxKS87T8FrgdOBO5txnNJUptkmJakwt0GfCGbreLalNJicr3A/wZsAN5F7gbFurxj\nfkGuv3kpuTaIr+VtWwzsItcW8lD2eCRNpJS2A/9MLrxvJhdiZ+Rtf4rspkRgK/CHvPN8ENgLLCJ3\nE+Nns2OeA24FHgGeJ3eD4aF8Erg1IrYDt2T17KthObnWk88Bm4BqYGLesfdlNd2XUqptxnNJUpsU\nKTX91E6SdCRExEvAR1NKjxS7lrYgIl4APubfh6RS5pVpSVKri4j3kOvBfqzYtUjS69Gp2AVIkjqW\niKgCJgAfzGY8kaSSZZuHJEmSVCDbPCRJkqQClVSbR58+fdKxxx5b7DJUYnbu3EmPHj2KXYZKkGNH\nhXDcqFCOnbbj2Wef3ZBSGtCcfUsqTA8cOJBnnnmm2GWoxFRVVTF58uRil6ES5NhRIRw3KpRjp+2I\niGWH3ivHNg9JkiSpQIZpSZIkqUCGaUmSJKlAhmlJkiSpQIZpSZIkqUDNCtMRcUFELI6IJRFx40G2\nj4yIRyNiTkRURcSwbP3bIqI678/uiJiSbftJRLyYt21Sy740SZIk6cg65NR4EVEO/DtwLrASeDoi\nZqSUFuTt9m3gpymluyLiHOA2cl8T+zgwKTtPP2AJ8Pu8465LKU1tmZciSZIkta7mXJk+FViSUlqa\nUqoD7gYubbLPBOCx7PHjB9kOcDnw25RSbaHFSpIkSW1Jc760ZSiwIm95JXBak31mA5cB3wfeDfSK\niMqU0sa8fa4EvtPkuK9HxC3Ao8CNKaU9TZ88Iq4BrgEYMGAAVVVVzShZetmOHTscNyqIY0eFcNyo\nUI6d0tRS34B4LfCDiLgKeAKoARr2bYyIwcCJwEN5x9wErAG6AHcANwC3Nj1xSumObDvjxo1LfjOQ\nDpffKKVCOXZUCMeNCuXYKU3NCdM1wPC85WHZuv1SSqvIXZkmInoC70kpbcnb5b3AfSmlvXnHrM4e\n7omIH5ML5JIkSVLR1NU3Htb+zQnTTwNjI2I0uRB9JfD+/B0ioj+wKaXUSO6K851NzvG+bH3+MYNT\nSqsjIoApwLzDqlySJEk6TI2NiXXb97Bs406Wbapl+cba7Gdu+aRhfQ7rfIcM0yml+oj4NLkWjXLg\nzpTS/Ii4FXgmpTQDmAzcFhGJXJvHp/YdHxGjyF3Z/kOTU/88IgYAAVQDHz+syiVJkqSDqKtvpGbL\nrlxg3ljLso21LN+0M/tZy568q89lAUP7dmdkvx5cdOJgJg3rw88O47ma1TOdUpoJzGyy7pa8x1OB\ng05xl1J6idxNjE3Xn3MYdUqSJEn77dhTz7KNO/dfWc4PzKu27KIxvbxvt85ljOzXg1H9e/APxw1g\nZGUFIyp7MLJfBUP7dqdz+YET3P3jYdTRUjcgSpIkSS0mpcT6HXtyYblJK8byjbVs3Fl3wP59Kzoz\norIHp4zoy7tPHsqIfhWM6p8LzAN6dSXXWdzyDNOSJEkqivqGRlZt2c2yTfvaMV5uxVi+qZbauv2T\nwxEBQ3p3Z0S/Cs6dMJARlRWM7Ncju8pcwVHdOhflNRimJUmSdMTU1tWzfF8bxsba/cF5+aZaajbv\noj6vH6NLpzJG9KtgZL8KzhhTych+FYys7MGIygqG9e1O107lRXwlB2eYliRJUsFSSmzaWffyzBhZ\nYN7Xy7x++4HfyXdUt06MrOzBG4b25uITBzOyMheYR1ZWMLBXN8rKjkw7xpFimJYkSdJramhMrN66\na39AfmnfjX8ba1mxqZbte+oP2H/QUd0YUVnB5CY3+42srKBPRZcivYojwzAtSZIkdu9tYMWmg9/s\nt2JzLXsbXm7H6FweDO+b61V+86i+B4Tl4f0q6Na57bVjHCmGaUmSpA5iS23dgWF5/+Na1mzbfcC+\nPbt2YkS/CsYN6sW5JwzMTS2X3ew3uHd3ykusHeNIMUxLkiS1E42NibXbdx9ws99L+x5v3Mm23Qe2\nYwzo1ZWR/So489jKA2bGGNmvgn49uhyx6eTaE8O0JElSCdlT38DKzbv2B+QDvhJ7Uy11ed/uV14W\nDOubm05u4vAhjOyXmxljZGUFI/pVUNHFKPh6+TcoSZLUxmzbvfeVM2Nk08mt2rqLlPftft07lzOy\nsoJj+vfgnPFH56aWy+ZgHtKnG52afLufWpZhWpIkqZWllFi/fc/LX4O9cSdPLdzNd+f/meUbd7K5\ndu8B+1f26JJ3s9+w/Tf7jaisYEDPI/ftfjo0w7QkSdIRsLehkZrNuw56s9/yTbXs2vvyt/uVBfTr\nFowbWs4Fb8jmXu6XC8sj+lXQq0jf7qdDM0xLkiQVaOee+qz94sCwvGzTTlZt2U1D3rf7dd337X6V\nFZw1tv/+vuWRlT0Y2qc7f/nTE0yefHoRX40KYZiWJEl6FSklNu6sOyAw77vZb9nGWjbsOPDb/fpU\ndGZkvwomDe/LpRNfnhljZGUPju7VteS+3U+HZpiWJEkdWn1DI6u37n7FzX772jN21r3cjhEBg7Nv\n93v7+KP3z4yxb5aM3t1tx+hoDNOSJOmISilR35hoaEzsbWikviG3XN+Y97ihkb0N2T771zf9+fLx\nB+6XOz73M7d/7ly5n/WNjdlzH7jfzrp6VmyqZeXmXdTntWN0KS9jeL/ujKzswWmj++XCcmUFI/r1\nYFjf7h3q2/10aIZpSZLagJQSjSl301p9Y6Kh4VVCZRYE9zbkBcSmobQxL0g2CZX7A+e+UNnY5Fz7\nHh8QUF8ZVJs+Z/72pjXmB9XWEAGdy8ooLws6lQedy3OPO5cFncrL6JSt7965nBOG9ObCEwfvv9lv\nZGUPBh3VzW/3U7MZpiVJ7VpKiYWrt7NpZ91rh9LGvCB5QNg8SFDNC7r7r7ZmoXH9hl38cNFf2dt4\nsIDaJIDmXaHd29C6gROgc3lkIbOMTuVBeVkZnctzQbNT2b7Q+XL47FxWRqeyMrp1zguoB+ybt392\nrvLsHJ3LgvLyl5/r5f1eea4D9mtSQ/55O+c9V6e8ug3Cak2GaUlSu7R0/Q6mVa9iRnUNL22sLfg8\nncrygtu+cPcaQa8hQVkZ9OzcKTt2X0B9OTweEFCbXDU9IKCWv/K5Or+inpe3vyKUNq07r4bysnBu\nYqkFGKYlSe3Guu27eWD2aqZX1zB75VYi4MwxlXxy8rGM6t/jgDB8wNXNJldX94XSTgUEzqqqKiZP\nPuMIvUJJbY1hWpJU0nbsqeeheWuYVl3Dn5dsoDHBCUOO4vMXHc+7Jg5hUO9uxS5RUjtmmJYklZy9\nDY088dx67ptVwyML17J7byPD+nbnk5OPZcrJQzj26F7FLlFSB2GYliSVhJQSzy7bzLTqGh6cs5rN\ntXvpW9GZK944nCknD+GUEX3tAZbU6gzTkqQ27fm125lWXcP06lWs3LyLbp3LOHfCIKZMGsLZxw2g\nc3lZsUuU1IEZpiVJbc6arbuZMbuGabNWsWD1NsoCzho7gH859zjOO2EQPbv69iWpbfC3kSSpTdi2\ney+/m5u7kfCvSzeSEkwc3ocvvWsC7zxpCAN6dS12iZL0CoZpSVLR7Klv4PFF65leXcOji9ZRV9/I\nqMoK/vmcsUw5eSij+/codomS9JoM05KkVtXYmHjyxU1Mr65h5tzVbNtdT/+eXXj/qSOYcvJQJg7r\n7Y2EkkqGYVqS1CoWrt7GtOoa7q9exaqtu6noUs75JwxiyslDecuYSjp5I6GkEmSYliQdMTVbdjG9\nuobps1axeO12OpUFZx83gBsuHM+5EwZS0cW3IUmlzd9ikqQWtaW2jgfnrmb6rFU89dImAN44si9f\nvfQELj5pCP16dClyhZLUcgzTkqTXbffeBh5duI5p1TVULV7H3obEmAE9uPa847h00lCG96sodomS\ndEQYpiVJBWloTPz1hY1Mq67hd/PWsGNPPUf36sqHzxjFlJOHcsKQo7yRUFK7Z5iWJDVbSon5q7Zx\n36wa7p+9inXb99CzaycufEPuRsLTj6mkvMwALanjMExLkg5p+cZaplfXMK26hhfW76RzeTB53NFM\nmTSUtx9/NN06lxe7REkqCsO0JOmgNu7Yw4NzVzNtVg1/X74FgFNH9+Pqs47hohMH0afCGwklyTAt\nSdqvtq6ehxesZdqsGv74/AbqGxPjB/XihgvGc8mkIQzt073YJUpSm2KYlqQOrr6hkT8t2cD06lU8\nNH8NtXUNDO7djavfOpopk4Zy/OCjil2iJLVZhmlJ6oBSSlSv2ML06lU8MGcVG3bUcVS3Tlw6aQiX\nThrKqaP6UeaNhJJ0SIZpSepAlq7fwbTqVcyoruGljbV06VTG28cfzZSThzJ53AC6dvJGQkk6HIZp\nSWrn1m3fzQOzVzO9uobZK7cSAWccU8knJx/LBScO4qhunYtdoiSVLMO0JLVDO/bU89C8NUyrruHP\nSzbQmOCEIUfx+YuO510ThzCod7dilyhJ7YJhWpLaib0NjTzx3Hrum1XDIwvXsntvI8P6ducTk8cw\nZdJQxg7sVewSJandMUxLUglLKfHsss1Mq67hwTmr2Vy7l74Vnbn8jcOYMmkobxzZ16/0lqQjyDAt\nSSXo+bXbmVZdw/TqVazcvItuncs4d8IgpkwawlvHDqBLp7JilyhJHYJhWpJKxJqtu5kxu4Zps1ax\nYPU2ygLecmx//uc7juP8NwyiZ1d/pUtSa/M3ryS1Ydt27+V3c3M3Ev516UZSgonDenPLOyfwzomD\nObqXNxJKUjEZpiWpjdlT38Dji9YzvbqGRxeto66+kZGVFfzzOWO5dNIQjhnQs9glSpIyhmlJagMa\nGxNPvriJ6dU1zJy7mm276+nfswvvP3UEl04awqThfbyRUJLaIMO0JBXRwtXbmFZdw/3Vq1i1dTcV\nXco5/4RBXDppCGcd259O5d5IKEltmWFaklpZzZZdTK+uYfqsVSxeu53ysuAfjhvADReO59wJA6no\n4q9mSSoV/saWpFawpbaOmXPXMG1WDU+9tAmAU0b04dZLT+DiEwdT2bNrkSuUJBWiWWE6Ii4ATA4l\nKwAAIABJREFUvg+UA/+VUvpGk+0jgTuBAcAm4L+llFZGxNuA7+btOh64MqU0LSJGA3cDlcCzwAdT\nSnWv9wVJUluxe28Djy5cx7TqGqoWr2NvQ2LMgB587tzjuHTSUEZUVhS7REnS63TIMB0R5cC/A+cC\nK4GnI2JGSmlB3m7fBn6aUrorIs4BbiMXjh8HJmXn6QcsAX6fHfNN4Lsppbsj4j+Bq4H/aKHXJUlF\n0dCY+OsLG5lWXcPv5q1hx556ju7VlQ+dMYp3nzyUE4Yc5Y2EktSONOfK9KnAkpTSUoCIuBu4FMgP\n0xOAf8kePw5MO8h5Lgd+m1Kqjdw7yTnA+7NtdwFfxjAtqQSllJi/ahv3zarh/tmrWLd9Dz27duKC\nNwxiyqShnDGmkvIyA7QktUfNCdNDgRV5yyuB05rsMxu4jFwryLuBXhFRmVLamLfPlcB3sseVwJaU\nUn3eOYce7Mkj4hrgGoABAwZQVVXVjJKll+3YscNxo4Icauysq23kb6vr+euqelbvTJQHnDSgnMvH\ndGXSgHK6lG+mvmYzf6xpvZpVfP7OUaEcO6WppW5AvBb4QURcBTwB1AAN+zZGxGDgROChwz1xSukO\n4A6AcePGpcmTJ7dAuepIqqqqcNyoEAcbOxt37OHBuauZNquGvy/fAsCpo/rxT+cN5aITB9GnoksR\nKlVb4u8cFcqxU5qaE6ZrgOF5y8OydfullFaRuzJNRPQE3pNS2pK3y3uB+1JKe7PljUCfiOiUXZ1+\nxTklqa2oravn4QVrmTarhj8+v4H6xsS4gb24/oJxXDJxCMP6eiOhJHVUzQnTTwNjs9k3asi1a7w/\nf4eI6A9sSik1AjeRm9kj3/uy9QCklFJEPE6uj/pu4MPA9EJfhCS1tPqGRuasr2f6r6p5aP4aausa\nGNy7G1e/dTRTJg3l+MFHFbtESVIbcMgwnVKqj4hPk2vRKAfuTCnNj4hbgWdSSjOAycBtEZHItXl8\nat/xETGK3JXtPzQ59Q3A3RHxNWAW8KPX/Wok6XVIKVG9YgvTq1fxwJxVbNhRx1Hd1nLJxCFcOmko\np43uR5k3EkqS8jSrZzqlNBOY2WTdLXmPpwJTX+XYlzjIzYXZ7CCnHkatknREvLhhJ9Nm1TC9uoaX\nNtbSpVMZbx9/NMd23syn3/M2unYqL3aJkqQ2ym9AlNQhrdu+mwdmr2Z6dQ2zV24lAs44ppJPTj6W\n898wiN7dO1NVVWWQliS9JsO0pA5jx556Hpq3hmnVNfx5yQYaE0wYfBQ3XzSeSyYOZVDvbsUuUZJU\nYgzTktq1vQ2NPPHceu6bVcMjC9eye28jw/p25xOTxzBl0lDGDuxV7BIlSSXMMC2p3Ukp8eyyzUyr\nruHBOavZXLuXPhWdec8pw3j3yUN548i+fqW3JKlFGKYltSsz567mX2cuZOXmXXTtVMa5EwYyZdJQ\nzj5uAF06lRW7PElSO2OYltRuvLRhJ/9yTzWj+/fkf11xHOe/YRA9u/prTpJ05PguI6ldaGxMXP+b\nOXQuK+POq97E4N7di12SJKkD8DNPSe3Cz/62jKde3MQX3znBIC1JajWGaUklb/nGWr7x20WcfdwA\nrnjTsGKXI0nqQAzTkkparr1jNuVlwTcuO9FZOiRJrcowLamk/fzJZfxt6Sa+cPHxDOlje4ckqXUZ\npiWVrBWbarntt4t469j+/OObhxe7HElSB2SYllSSGhsT10+dQ1kE33jPSbZ3SJKKwjAtqST94qnl\n/HXpRm6+6HiG2t4hSSoSw7SkkrNiUy23zVzIWcf2532n2t4hSSoew7SkkpJS4sZ75wBwm7N3SJKK\nzDAtqaT88qkV/HnJRm666HiG96sodjmSpA7OMC2pZKzcXMvXH1zAmWMqef+pI4pdjiRJhmlJpSGl\nxE33ziUB33zPSZSV2d4hSSo+w7SkkvCrp1fwx+c3cNOF423vkCS1GYZpSW1ezZZdfO3BhZx+TD8+\ncNrIYpcjSdJ+hmlJbdq+9o6GxsS33jPR9g5JUptimJbUpv36mZU88dx6brxwPCMqbe+QJLUthmlJ\nbdbqrbv46gMLOHV0Pz54uu0dkqS2xzAtqU3a196xt7GR2y939g5JUttkmJbUJk19diVVi9dzwwXj\nGVnZo9jlSJJ0UIZpSW3Omq27ufWBBZw6qh8fPmNUscuRJOlVGaYltSkpJW6+by57Gxr5pu0dkqQ2\nzjAtqU259+81PLZoHdedP57R/W3vkCS1bYZpSW3G2m27+cr983nTyL5cdeaoYpcjSdIhGaYltQkp\nJW6+dy576hv51uUnUW57hySpBBimJbUJ06preHTROq47fxzHDOhZ7HIkSWoWw7Skolu3bTdfnrGA\nU0b04SNvGV3sciRJajbDtKSiys3eMY9dexu4/YqJtndIkkqKYVpSUc2YvYpHFq7l2vOOY4ztHZKk\nEmOYllQ067bv5ksz5nPyiD5cfdYxxS5HkqTDZpiWVBQpJb44bR61dQ3c7uwdkqQSZZiWVBQPzFnN\nQ/PX8i/nHsexR/cqdjmSJBXEMC2p1W3YsYdbps9j4vA+fPQsZ++QJJUuw7SkVnfL9Hns3NPAty8/\niU7l/hqSJJUu38UktaoH56xm5tw1fPbcsYwdaHuHJKm0GaYltZqNO/bwxenzOGlYb655q7N3SJJK\nn2FaUqu5ZcZ8duyu5/bLJ9reIUlqF3w3k9QqZs5dzYNzVvOZd4xl3CDbOyRJ7YNhWtIRt2lnHV+c\nNo8Th/bmY2fb3iFJaj86FbsASe3fl2bMZ9vuvfz8itNs75AktSu+q0k6on43bzX3z17FP58zlvGD\njip2OZIktSjDtKQjZvPOOr4wbR4nDDmKj08eU+xyJElqcbZ5SDpivnz/fLbU7uVnV59GZ9s7JEnt\nkO9uko6Ih+avYXr1Kv7pnLEcP9j2DklS+2SYltTittTW8fn75jFh8FF88m22d0iS2i/bPCS1uK/c\nv4AttXXc9d/fbHuHJKlda9a7XERcEBGLI2JJRNx4kO0jI+LRiJgTEVURMSxv24iI+H1ELIyIBREx\nKlv/k4h4MSKqsz+TWupFSSqehxes5b5ZNXzqbcdywpDexS5HkqQj6pBhOiLKgX8HLgQmAO+LiAlN\ndvs28NOU0knArcBtedt+CtyeUjoeOBVYl7ftupTSpOxP9et4HZLagC21ddx831zGD+rFp952bLHL\nkSTpiGvOlelTgSUppaUppTrgbuDSJvtMAB7LHj++b3sWujullB4GSCntSCnVtkjlktqcWx9YwKad\ndXz7iol06WR7hySp/WtOz/RQYEXe8krgtCb7zAYuA74PvBvoFRGVwHHAloi4FxgNPALcmFJqyI77\nekTcAjyard/T9Mkj4hrgGoABAwZQVVXVzJcm5ezYscNx0wqq19Vz79/3cMmYzmx4fhZVzxe7otfP\nsaNCOG5UKMdOaWqpGxCvBX4QEVcBTwA1QEN2/rcCJwPLgV8BVwE/Am4C1gBdgDuAG8i1iBwgpXRH\ntp1x48alyZMnt1DJ6iiqqqpw3BxZW2v3csP3/sD4Qb349kfOajdXpR07KoTjRoVy7JSm5rzj1QDD\n85aHZev2SymtSildllI6Gfh8tm4LuavY1VmLSD0wDTgl27465ewBfkyunURSCfrqgwvYsKOO2y+3\nvUOS1LE0513vaWBsRIyOiC7AlcCM/B0ion9E7DvXTcCdecf2iYgB2fI5wILsmMHZzwCmAPNezwuR\nVByPL1rH1GdX8ol/GMOJw5y9Q5LUsRwyTGdXlD8NPAQsBO5JKc2PiFsj4pJst8nA4oh4DhgIfD07\ntoFcC8ijETEXCOD/Zsf8PFs3F+gPfK3FXpWkVrF1115uuncuxw3syT+93dk7JEkdT7N6plNKM4GZ\nTdbdkvd4KjD1VY59GDjpIOvPOaxKJbU5X39wAet37OGOD72Rrp3Ki12OJEmtzuZGSQWpWryOe55Z\nycfOPoaThvUpdjmSJBWFYVrSYdu2O9feMfbonnzmHWOLXY4kSUVjmJZ02P71wYWs3bab26+YaHuH\nJKlDM0xLOixPPLeeu59ewTVnj2HScNs7JEkdm2FaUrNt372XG38zhzEDevBZ2zskSWqxb0CU1AH8\n68xFrNm2m6mfOJNunW3vkCTJK9OSmuVPz2/gl08t53+89RhOGdG32OVIktQmGKYlHdKOPfXc8Js5\nHNO/B//z3OOKXY4kSW2GbR6SDum2mQtZtXUXUz9+hu0dkiTl8cq0pNf05yUb+PmTy7n6LaN548h+\nxS5HkqQ2xTAt6VXt2FPP9VPnMLp/Dz533rhilyNJUptjm4ekV/XN3y5i1dZd3POxM+jexfYOSZKa\n8sq0pIP6ywsb+NnflvGRM0fz5lG2d0iSdDCGaUmvsDObvWNkZQXXnW97hyRJr8Y2D0mv8K3fLWLl\n5l386hrbOyRJei1emZZ0gL8t3chdf13Gh88Yxamjbe+QJOm1GKYl7Vdbl5u9Y0S/Cq6/wPYOSZIO\nxTYPSft963eLWb6plruvOZ2KLv56kCTpULwyLQmAJ5du5Cd/eYkPnzGS04+pLHY5kiSVBMO0JHbV\nNXD9b+YwvF93rr9gfLHLkSSpZPg5riRuf2gxyzbW8ov/cRo9uvprQZKk5vLKtNTBPf3SJn78lxf5\n4OkjOXNM/2KXI0lSSTFMSx3YrroGrp86h6F9unPjhbZ3SJJ0uPw8V+rA/tfvF/Pihp384qO2d0iS\nVAivTEsd1LPLNvGjP7/IB04bwZnH2t4hSVIhDNNSB7R7bwPX/XoOQ3p356aLji92OZIklSw/15U6\noO88/BxLN+zk/119Gj1t75AkqWBemZY6mGeXbea//riU9506grPG2t4hSdLrYZiWOpDdexu4bups\nBh3VjZsvcvYOSZJeLz/flTqQ7z7yHEvX7+Sn//1UenXrXOxyJEkqeV6ZljqIWcs383+fWMqVbx7O\n2ccNKHY5kiS1C4ZpqQPItXfMYeBR3bj5YmfvkCSppdjmIXUA33/0eZas28FPPvJmjrK9Q5KkFuOV\naamdm71iC//nDy/w3jcNY/K4o4tdjiRJ7YphWmrH9tQ3cO2vZ3N0r258/uIJxS5HkqR2xzYPqR37\n348+z/PrdvDjq95M7+62d0iS1NK8Mi21U3NWbuE//7CUy984jLeNt71DkqQjwTAttUN76hu47tdz\n6N+zC1+0vUOSpCPGNg+pHfrBY0tYvHY7d171JnpX2N4hSdKR4pVpqZ2ZV7OVH1a9wGWnDOWc8QOL\nXY4kSe2aYVpqR+rqG7n217Op7NGFL73zhGKXI0lSu2ebh9SO/ODxJSxas53/+pDtHZIktQavTEvt\nxLyarfzw8SW8++ShvGOC7R2SJLUGw7TUDtTVN3Ld1Dn0qejCl97l7B2SJLUW2zykduCHVUtYuHob\nd3zwjfSp6FLsciRJ6jC8Mi2VuAWrtvGDx5Zw6aQhnHfCoGKXI0lSh2KYlkrY3obc7B19Kjrz5Xc5\ne4ckSa3NNg+phP1H1QssWL2N//xvb6RvD9s7JElqbV6ZlkrUwtXb+LfHnuddE4dwwRts75AkqRgM\n01IJ2tvQyHVTZ3NUt8585RLbOyRJKhbbPKQSdMcTS5lXs43/+MAp9LO9Q5KkovHKtFRiFq/Zzvce\neY6LTxrMhScOLnY5kiR1aM0K0xFxQUQsjoglEXHjQbaPjIhHI2JORFRFxLC8bSMi4vcRsTAiFkTE\nqGz96Ih4MjvnryLCy2vSIdRn7R29unXmVts7JEkqukOG6YgoB/4duBCYALwvIpp+xdq3gZ+mlE4C\nbgVuy9v2U+D2lNLxwKnAumz9N4HvppSOBTYDV7+eFyJ1BHf8cSlzVm7lq5e+gcqeXYtdjiRJHV5z\nrkyfCixJKS1NKdUBdwOXNtlnAvBY9vjxfduz0N0ppfQwQEppR0qpNiICOAeYmh1zFzDldb0SqZ17\nfu12vvfw81x04iAuPsn2DkmS2oLm3IA4FFiRt7wSOK3JPrOBy4DvA+8GekVEJXAcsCUi7gVGA48A\nNwJ9gS0ppfq8cw492JNHxDXANQADBgygqqqqGSVLL9uxY0fJj5uGxsTXn9xNl7JGLui/reRfT6lo\nD2NHrc9xo0I5dkpTS83mcS3wg4i4CngCqAEasvO/FTgZWA78CrgKmN7cE6eU7gDuABg3blyaPHly\nC5WsjqKqqopSHzf/+YcXWLp1Ef/2vpN518QhxS6nw2gPY0etz3GjQjl2SlNz2jxqgOF5y8Oydful\nlFallC5LKZ0MfD5bt4XcFefqrEWkHpgGnAJsBPpERKdXO6eknCXrtvOdh5/jghMG8U7bOyRJalOa\nE6afBsZms290Aa4EZuTvEBH9I2LfuW4C7sw7tk9EDMiWzwEWpJQSud7qy7P1H+YwrlZLHUVDY+La\nX8+hoks5X53yBnK3G0iSpLbikGE6u6L8aeAhYCFwT0ppfkTcGhGXZLtNBhZHxHPAQODr2bEN5FpA\nHo2IuUAA/zc75gbgXyJiCVAJ/KjFXpXUTvzoT0upXrGFr1xyAgN6OXuHJEltTbN6plNKM4GZTdbd\nkvd4Ki/PzNH02IeBkw6yfim5mUIkHcSSdTv49u+f47wJA7nEPmlJktokvwFRaoMaGhPXT51N987l\nfO3dtndIktRWtdRsHpJa0I///CJ/X76F7/3jJI7u1a3Y5UiSpFfhlWmpjVm6fge3P7SYdxw/kEsn\n2d4hSVJbZpiW2pBce8ccunYq419t75Akqc2zzUNqQ37yl5d4ZtlmvvPeiRx9lO0dkiS1dV6ZltqI\nFzfs5PaHFvH28Ufz7pOHFrscSZLUDIZpqQ1ozGbv6FJexr9edqLtHZIklQjDtNQG3PXXl3j6pc3c\n8q4TGGh7hyRJJcMwLRXZSxt28s3fLeJt4wbwnlNs75AkqZQYpqUiamxMXP+bOXQuL+O2y06yvUOS\npBJjmJaK6Gd/W8ZTL27ii++cwKDetndIklRqDNNSkSzfWMs3fruIfzhuAFe8cVixy5EkSQUwTEtF\nkGvvmE2nsuA2Z++QJKlkGaalIvj5k8v429JNfOGdxzOkT/dilyNJkgpkmJZa2YpNtdz220W8dWx/\n3vum4cUuR5IkvQ6GaakV5b6cZQ5lEXzjPc7eIUlSqTNMS63oF08t569LN/L5i49nqO0dkiSVPMO0\n1EpWbKrltpkLOevY/lz5Zts7JElqDwzTUitIKXHjvXMA+MZ7nL1DkqT2wjAttYJfPrWCPy/ZyM0X\nH8+wvhXFLkeSJLUQw7R0hK3cXMvXH1zAmWMqef+pI4pdjiRJakGGaekISilx071zScA3nb1DkqR2\nxzAtHUG/enoFf3x+AzdddDzD+9neIUlSe2OYlo6Qmi27+NqDCznjmEo+YHuHJEntkmFaOgL2tXc0\npsS3Lj+JsjLbOyRJao8M09IR8OtnVvLEc+u54YLxtndIktSOGaalFrZ66y6++sACTh3djw+ePrLY\n5UiSpCPIMC21oH3tHXsbG7nd9g5Jkto9w7TUgqY+u5Kqxbn2jpGVPYpdjiRJOsIM01ILWbN1N7c+\nsIBTR/Xjw2eMKnY5kiSpFRimpRaQUuLm++ayt6GRb9reIUlSh2GYllrAvX+v4bFF67ju/PGM7m97\nhyRJHYVhWnqd1m7bzVfun8+bRvblqjNHFbscSZLUigzT0uuQUuLme+eyp76Rb11+EuW2d0iS1KEY\npqXXYVp1DY8uWsd154/jmAE9i12OJElqZYZpqUDrtu3myzMWcMqIPnzkLaOLXY4kSSoCw7RUgNzs\nHfPYtbeB26+YaHuHJEkdlGFaKsCM2at4ZOFarj3vOMbY3iFJUodlmJYO07rtu/nSjPmcPKIPV591\nTLHLkSRJRWSYlg5DSokv3DeP2roGbnf2DkmSOjzDtHQY7p+zmt8vWMu/nHscxx7dq9jlSJKkIjNM\nS820fvsevjR9HhOH9+GjZzl7hyRJMkxLzZJS4ovT5rFzTwPfvvwkOpX7v44kSTJMS83y4NzV/G7+\nGj577ljGDrS9Q5Ik5RimpUPYsGMPt0yfz0nDenPNW529Q5IkvcwwLR3Cl6bPZ8fuem6/fKLtHZIk\n6QAmA+k1PDhnNQ/OXc1n3jGWcYNs75AkSQcyTEuvYuOOPdwyfR4nDu3Nx862vUOSJL1Sp2IXILVV\nX5oxn2279/LzK06zvUOSJB2UCUE6iN/OXc0Dc1bzz+eMZfygo4pdjiRJaqMM01ITm3bW8cXp8zhh\nyFF8fPKYYpcjSZLaMNs8pCa+PGM+W2r38rOrT6Oz7R2SJOk1NCspRMQFEbE4IpZExI0H2T4yIh6N\niDkRURURw/K2NUREdfZnRt76n0TEi3nbJrXMS5IK97t5a5gxexX/dM5Yjh9se4ckSXpth7wyHRHl\nwL8D5wIrgacjYkZKaUHebt8GfppSuisizgFuAz6YbduVUnq1oHxdSmlq4eVLLWfzzjq+MG0eEwYf\nxSffZnuHJEk6tOZcmT4VWJJSWppSqgPuBi5tss8E4LHs8eMH2S61eV+5fz5bauu4/YqTbO+QJEnN\n0pye6aHAirzllcBpTfaZDVwGfB94N9ArIipTShuBbhHxDFAPfCOlNC3vuK9HxC3Ao8CNKaU9TZ88\nIq4BrgEYMGAAVVVVzXph0j47duw45Lj5+9p6plXv4dIxnVn/3Cyqnmud2tS2NWfsSE05blQox05p\naqkbEK8FfhARVwFPADVAQ7ZtZEqpJiKOAR6LiLkppReAm4A1QBfgDuAG4NamJ04p3ZFtZ9y4cWny\n5MktVLI6iqqqKl5r3GypreO67z7B+EG9uP0jZ9Glk1ellXOosSMdjONGhXLslKbmpIYaYHje8rBs\n3X4ppVUppctSSicDn8/Wbcl+1mQ/lwJVwMnZ8uqUswf4Mbl2EqnV3Xr/AjbtrOPbV0w0SEuSpMPS\nnOTwNDA2IkZHRBfgSmBG/g4R0T8i9p3rJuDObH3fiOi6bx/gLcCCbHlw9jOAKcC81/9ypMPzyIK1\n3Durhk9NHsMbhvYudjmSJKnEHLLNI6VUHxGfBh4CyoE7U0rzI+JW4JmU0gxgMnBbRCRybR6fyg4/\nHvg/EdFILrh/I28WkJ9HxAAggGrg4y34uqRD2lq7l5vvm8v4Qb349Dlji12OJEkqQc3qmU4pzQRm\nNll3S97jqcArprhLKf0FOPFVznnOYVUqtbBbH1jAxp11/OjDb7a9Q5IkFcQEoQ7psUVr+c3fV/KJ\nfxjDicNs75AkSYUxTKvD2bprLzffO4/jBvbkn95+bLHLkSRJJaylpsaTSsbXH1zA+h17uONDb6Rr\np/JilyNJkkqYV6bVoVQtXsc9z6zkY2cfw0nD+hS7HEmSVOIM0+owtu3ey033zmXs0T35zDucvUOS\nJL1+hml1GP/64ELWbtvN7VdMtL1DkiS1CMO0OoQnnlvP3U+v4JqzxzBpuO0dkiSpZRim1e7tqk/c\n+Js5jBnQg8/a3iFJklqQs3mo3fvVojrWbKtn6ifOpFtn2zskSVLL8cq02rU/Pb+BqpX1/I+3HsMp\nI/oWuxxJktTOGKbVbu3YU88Nv5nDoB7B/zz3uGKXI0mS2iHDtNqt22YuZNXWXXz0DV1t75AkSUeE\nYVrt0p+XbODnTy7no2eN5ti+BmlJknRkGKbV7uzYU8/1U+dwTP8efO68ccUuR5IktWPO5qF255u/\nXcSqrbv49cfOsL1DkiQdUV6ZVrvylxc28LO/LeO/v2U0bxrVr9jlSJKkds4wrXZjZzZ7x6jKCq61\nvUOSJLUC2zzUbnzrd4tYuXkXv7rmDLp3sb1DkiQdeV6ZVrvwt6Ubueuvy7jqzFGcOtr2DkmS1DoM\n0yp5tXW52TtGVlZw3fm2d0iSpNZjm4dK3rd+t5jlm2r51TWnU9HFIS1JklqPV6ZV0p5cupGf/OUl\nrjpzFKcdU1nsciRJUgdjmFbJ2lXXwPW/mcOIfhVcf4HtHZIkqfX5mbhK1uOL17F8Uy2/+KjtHZIk\nqThMICpZF504mMc+N5nR/XsUuxRJktRB2eahkmaQliRJxWSYliRJkgpkmJYkSZIKZJiWJEmSCmSY\nliRJkgpkmJYkSZIKZJiWJEmSCmSYliRJkgpkmJYkSZIKZJiWJEmSCmSYliRJkgpkmJYkSZIKFCml\nYtfQbBGxHVhc7DpUcvoDG4pdhEqSY0eFcNyoUI6dtmNkSmlAc3bsdKQraWGLU0pvKnYRKi0R8Yzj\nRoVw7KgQjhsVyrFTmmzzkCRJkgpkmJYkSZIKVGph+o5iF6CS5LhRoRw7KoTjRoVy7JSgkroBUZIk\nSWpLSu3KtCRJktRmGKYlSZKkApVEmI6ICyJicUQsiYgbi12Pii8i7oyIdRExL29dv4h4OCKez372\nzdZHRPzvbPzMiYhT8o75cLb/8xHx4WK8FrWeiBgeEY9HxIKImB8Rn8nWO3b0qiKiW0Q8FRGzs3Hz\nlWz96Ih4Mhsfv4qILtn6rtnykmz7qLxz3ZStXxwR5xfnFam1RUR5RMyKiAeyZcdOO9Lmw3RElAP/\nDlwITADeFxETiluV2oCfABc0WXcj8GhKaSzwaLYMubEzNvtzDfAfkAtQwJeA04BTgS/tC1Fqt+qB\nz6WUJgCnA5/Kfp84dvRa9gDnpJQmApOACyLidOCbwHdTSscCm4Grs/2vBjZn67+b7Uc21q4ETiD3\n++uH2Xuc2r/PAAvzlh077UibD9Pk3qiWpJSWppTqgLuBS4tck4ospfQEsKnJ6kuBu7LHdwFT8tb/\nNOX8DegTEYOB84GHU0qbUkqbgYd5ZUBXO5JSWp1S+nv2eDu5N7ehOHb0GrL//juyxc7ZnwScA0zN\n1jcdN/vG01Tg7RER2fq7U0p7UkovAkvIvcepHYuIYcDFwH9ly4Fjp10phTA9FFiRt7wyWyc1NTCl\ntDp7vAYYmD1+tTHk2OrAso9PTwaexLGjQ8g+pq8G1pH7x9MLwJaUUn22S/4Y2D8+su1p/wA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BXtSdYiBgBgAAAFKQwwwAAIA+jxxmAAAAICcCZnQkcsKQF3UHeVBvkBd1pxgImAEAAIAU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\n/asHs0GgHL8/CFw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/iEnfuST33tuzM3czZ/Ys2MiSw1xr/4sWZc/rv/lmf/AWFz/wXbBA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\ncQU88ABs5m8qSVKBjGRIajrPP5+tt3zllXDYYUVXI0lqBWaYJZXGqlV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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -317,13 +324,6 @@ "plt.grid(True)" ] }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## 4. Draw the performance curve" - ] - }, { "cell_type": "code", "execution_count": null, diff --git a/notebooks/neural_networks/rnn.ipynb b/notebooks/neural_networks/rnn.ipynb index 177ae70..4d8be46 100644 --- a/notebooks/neural_networks/rnn.ipynb +++ b/notebooks/neural_networks/rnn.ipynb @@ -60,7 +60,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 2, "metadata": {}, "outputs": [ { @@ -80,6 +80,9 @@ "# Get and store MNIST into RDD of Sample, please edit the \"mnist_path\" accordingly.\n", "mnist_path = \"datasets/mnist\"\n", "(train_data, test_data) = get_mnist(sc, mnist_path)\n", + "\n", + "train_data = train_data.map(lambda s: Sample.from_ndarray(np.resize(s.features.to_ndarray(), (28, 28)), s.label.to_ndarray()))\n", + "test_data = test_data.map(lambda s: Sample.from_ndarray(np.resize(s.features.to_ndarray(), (28, 28)), s.label.to_ndarray()))\n", "print train_data.count()\n", "print test_data.count()" ] @@ -100,7 +103,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 3, "metadata": { "collapsed": true }, @@ -117,7 +120,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 4, "metadata": {}, "outputs": [ { @@ -156,7 +159,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 5, "metadata": {}, "outputs": [ { @@ -172,7 +175,7 @@ "creating: createTrainSummary\n", "creating: createSeveralIteration\n", "creating: createValidationSummary\n", - "saving logs to rnn-20171020-153153\n" + "saving logs to rnn-20170720-153348\n" ] } ], @@ -210,7 +213,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 6, "metadata": {}, "outputs": [ { @@ -218,8 +221,8 @@ "output_type": "stream", "text": [ "Optimization Done.\n", - "CPU times: user 11.8 ms, sys: 6.27 ms, total: 18.1 ms\n", - "Wall time: 2min 31s\n" + "CPU times: user 16 ms, sys: 0 ns, total: 16 ms\n", + "Wall time: 3min 42s\n" ] } ], @@ -232,7 +235,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 7, "metadata": { "collapsed": true }, @@ -246,28 +249,26 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "('Extracting', 'datasets/mnist/t10k-images-idx3-ubyte.gz')\n", - "('Extracting', 'datasets/mnist/t10k-labels-idx1-ubyte.gz')\n", "Ground Truth labels:\n", - "7, 2, 1, 0, 4, 1, 4, 9\n", + "7.0, 2.0, 1.0, 0.0, 4.0, 1.0, 4.0, 9.0\n", "Predicted labels:\n", "7, 2, 1, 0, 4, 1, 4, 9\n", - "CPU times: user 68.2 ms, sys: 3.46 ms, total: 71.7 ms\n", - "Wall time: 1.14 s\n" + "CPU times: user 32 ms, sys: 4 ms, total: 36 ms\n", + "Wall time: 687 ms\n" ] }, { "data": { - "image/png": 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4XC70ej1er5fBwcEDv9AIhEIhZmZmePDgAfn5+TQ1NXHx4kU8Hg9TU1M/OCF9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\nEhIShwhJtCUkJCQOEZJoS0hISBwi/h+VT5MPioEPEgAAAABJRU5ErkJggg==\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -276,11 +277,10 @@ ], "source": [ "%%time\n", - "(test_images, test_labels) = mnist.read_data_sets(mnist_path, \"test\")\n", "predictions = trained_model.predict(test_data)\n", - "imshow(np.column_stack([np.array(s).reshape(28,28) for s in test_images[0:8]]),cmap='gray'); axis('off')\n", + "imshow(np.column_stack([np.array(s.features.to_ndarray()).reshape(28,28) for s in test_data.take(8)]),cmap='gray'); axis('off')\n", "print 'Ground Truth labels:'\n", - "print ', '.join(str(s) for s in test_labels[0:8])\n", + "print ', '.join(str(map_groundtruth_label(s.label.to_ndarray())) for s in test_data.take(8))\n", "print 'Predicted labels:'\n", "print ', '.join(str(map_predict_label(s)) for s in predictions.take(8))" ] @@ -294,14 +294,14 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 9, "metadata": {}, "outputs": [ { "data": { - "image/png": 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Ga+tdPr2jcuwSrJnfrjmA/YrydgeKKzF9UWhqTssB/P1frsPTP24OyTrDTe6Z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\noU3GdryK2nq8t2QPVuwuwixPYB3sxPa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9mw2W063slLKTmfnIGDCTpndvGoGZfz0j6HKf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\nb+pKLQVma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I4EiX/ey6q3f/ssvKqTERERERkV3ZqRSZVCImlWL33YGhQ73lHFSZiIiIiAqo0qkUFbd0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fdn5qzMnAdMBMb3umZz4FqAzOxqOD8WmJyZz2Tm08BkYNxABC4NlOuvhx/+EH71K1h22aqjkSRJ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\nSocAAAAASUVORK5CYII=\n", "text/plain": [ - "" + "" ] }, "metadata": {}, diff --git a/notebooks/neural_networks/utils.py b/notebooks/neural_networks/utils.py index 2b36ef3..38dc0ee 100644 --- a/notebooks/neural_networks/utils.py +++ b/notebooks/neural_networks/utils.py @@ -12,33 +12,13 @@ def get_mnist(sc, mnist_path): rdd_train_labels = sc.parallelize(train_labels) rdd_test_images = sc.parallelize(test_images) rdd_test_labels = sc.parallelize(test_labels) + rdd_train_sample = rdd_train_images.zip(rdd_train_labels).map(lambda (features, label): - common.Sample.from_ndarray(np.resize( - (features - training_mean) / training_std,(28,28)), + common.Sample.from_ndarray( + (features - training_mean) / training_std, label + 1)) rdd_test_sample = rdd_test_images.zip(rdd_test_labels).map(lambda (features, label): - common.Sample.from_ndarray(np.resize( - (features - training_mean) / training_std,(28,28)), + common.Sample.from_ndarray( + (features - training_mean) / training_std, label + 1)) return (rdd_train_sample, rdd_test_sample) -def get_mnist_autoencoder(sc, mnist_path): - # target is start from 0, - (train_images, train_labels) = mnist.read_data_sets(mnist_path, "train") - (test_images, test_labels) = mnist.read_data_sets(mnist_path, "test") - training_mean = np.mean(train_images) - training_std = np.std(train_images) - rdd_train_images = sc.parallelize(train_images) - rdd_train_labels = sc.parallelize(train_labels) - rdd_test_images = sc.parallelize(test_images) - rdd_test_labels = sc.parallelize(test_labels) - rdd_train_sample = rdd_train_images.zip(rdd_train_labels).map(lambda (features, label): - common.Sample.from_ndarray(np.resize( - (features - training_mean) / training_std,(28,28)), - np.resize( - (features - training_mean) / training_std,(28,28)))) - rdd_test_sample = rdd_test_images.zip(rdd_test_labels).map(lambda (features, label): - common.Sample.from_ndarray(np.resize( - (features - training_mean) / training_std,(28,28)), - np.resize( - (features - training_mean) / training_std,(28,28)))) - return (rdd_train_sample, rdd_test_sample) \ No newline at end of file diff --git a/start_notebook.sh b/start_notebook.sh index cc65dd6..1e11d5b 100755 --- a/start_notebook.sh +++ b/start_notebook.sh @@ -12,8 +12,9 @@ if [ -z "${SPARK_HOME}" ]; then fi #setup pathes +export PORT="12345" export PYSPARK_DRIVER_PYTHON=jupyter -export PYSPARK_DRIVER_PYTHON_OPTS="notebook --notebook-dir=./ --ip=* --no-browser --NotebookApp.token=''" +export PYSPARK_DRIVER_PYTHON_OPTS="notebook --notebook-dir=${NOTEBOOK_DIR} --ip=* --port=${PORT} --no-browser --NotebookApp.token='' --allow-root" export BIGDL_JAR_NAME=`ls ${BIGDL_HOME}/lib/ | grep jar-with-dependencies.jar` export BIGDL_JAR="${BIGDL_HOME}/lib/$BIGDL_JAR_NAME" export BIGDL_PY_ZIP_NAME=`ls ${BIGDL_HOME}/lib/ | grep python-api.zip` From 138253767895d723811af0f9ff5c105fdc26baca Mon Sep 17 00:00:00 2001 From: lopelopelope Date: Tue, 24 Oct 2017 09:44:54 +0800 Subject: [PATCH 03/18] remove changes on start_notebook.sh --- start_notebook.sh | 3 +-- 1 file changed, 1 insertion(+), 2 deletions(-) diff --git a/start_notebook.sh b/start_notebook.sh index 1e11d5b..cc65dd6 100755 --- a/start_notebook.sh +++ b/start_notebook.sh @@ -12,9 +12,8 @@ if [ -z "${SPARK_HOME}" ]; then fi #setup pathes -export PORT="12345" export PYSPARK_DRIVER_PYTHON=jupyter -export PYSPARK_DRIVER_PYTHON_OPTS="notebook --notebook-dir=${NOTEBOOK_DIR} --ip=* --port=${PORT} --no-browser --NotebookApp.token='' --allow-root" +export PYSPARK_DRIVER_PYTHON_OPTS="notebook --notebook-dir=./ --ip=* --no-browser --NotebookApp.token=''" export BIGDL_JAR_NAME=`ls ${BIGDL_HOME}/lib/ | grep jar-with-dependencies.jar` export BIGDL_JAR="${BIGDL_HOME}/lib/$BIGDL_JAR_NAME" export BIGDL_PY_ZIP_NAME=`ls ${BIGDL_HOME}/lib/ | grep python-api.zip` From 07ede2e9c7271b3882cf0358ec3df4b34512722a Mon Sep 17 00:00:00 2001 From: lopelopelope Date: Wed, 25 Oct 2017 11:28:25 +0800 Subject: [PATCH 04/18] 0.3.0 notebook work --- notebooks/neural_networks/autoencoder.ipynb | 47 +++++++++++-------- notebooks/neural_networks/birnn.ipynb | 34 +++++++++----- notebooks/neural_networks/cnn.ipynb | 34 +++++++------- .../deep_feed_forward_neural_network.ipynb | 43 ++++++++++------- .../introduction_to_mnist.ipynb | 2 +- .../neural_networks/logistic_regression.ipynb | 8 ++-- notebooks/neural_networks/lstm.ipynb | 40 ++++++++-------- notebooks/neural_networks/rnn.ipynb | 28 +++++------ 8 files changed, 131 insertions(+), 105 deletions(-) diff --git a/notebooks/neural_networks/autoencoder.ipynb b/notebooks/neural_networks/autoencoder.ipynb index 03ac14b..ffb0b83 100644 --- a/notebooks/neural_networks/autoencoder.ipynb +++ b/notebooks/neural_networks/autoencoder.ipynb @@ -9,7 +9,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 29, "metadata": {}, "outputs": [ { @@ -40,7 +40,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 30, "metadata": {}, "outputs": [ { @@ -61,9 +61,9 @@ "mnist_path = \"datasets/mnist\"\n", "(train_data, test_data) = get_mnist(sc, mnist_path)\n", "train_data = train_data.map(lambda sample:\n", - " Sample.from_ndarray(np.resize(sample.features.to_ndarray(), (28*28,)), np.resize(sample.features.to_ndarray(), (28*28,))))\n", + " Sample.from_ndarray(np.resize(sample.features[0].to_ndarray(), (28*28,)), np.resize(sample.features[0].to_ndarray(), (28*28,))))\n", "test_data = test_data.map(lambda sample:\n", - " Sample.from_ndarray(np.resize(sample.features.to_ndarray(), (28*28,)), np.resize(sample.features.to_ndarray(), (28*28,))))\n", + " Sample.from_ndarray(np.resize(sample.features[0].to_ndarray(), (28*28,)), np.resize(sample.features[0].to_ndarray(), (28*28,))))\n", "\n", "print train_data.count()\n", "print test_data.count()" @@ -71,7 +71,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 31, "metadata": { "collapsed": true }, @@ -90,7 +90,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 32, "metadata": {}, "outputs": [ { @@ -125,7 +125,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 33, "metadata": {}, "outputs": [ { @@ -137,7 +137,7 @@ "creating: createMaxEpoch\n", "creating: createOptimizer\n", "creating: createTrainSummary\n", - "saving logs to autoencoder-20171024-085650\n" + "saving logs to autoencoder-20171025-111944\n" ] } ], @@ -164,7 +164,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 34, "metadata": {}, "outputs": [ { @@ -172,8 +172,8 @@ "output_type": "stream", "text": [ "Optimization Done.\n", - "CPU times: user 2.72 ms, sys: 1.5 ms, total: 4.22 ms\n", - "Wall time: 24.6 s\n" + "CPU times: user 6.75 ms, sys: 2.54 ms, total: 9.3 ms\n", + "Wall time: 34.5 s\n" ] } ], @@ -186,24 +186,24 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 35, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 7, + "execution_count": 35, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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9AgAAAGkw8wsAAIC6V3Xhl5lfJDFThTSoG/iiZuCLmglXVYZfZn4BAAAwE6pu5ve975WO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\n8stvUn747euzX4STpNmzZ3a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4ombgi5oJF+E3AC7wus6vFN95bSLJL7zNnWt3XUjO/EoT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eL17Z6jkhJ/hzfX+d17b79YltiDOL+HH07Xt7fXtqR2Yw9SPq+3l9utqLCxBxW/iqIoyqQkE8Xv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\nyckGUDjs7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QPJ4PxtFQPhinCMYAAABoHu8H43BuiYl0ps0rAQAAQCfzfjAOOcGYijEAAACax/PBOEIw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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -223,7 +223,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 36, "metadata": {}, "outputs": [ { @@ -236,9 +236,9 @@ }, { "data": { - "image/png": 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OtXyp5G30s/dLTla9cp6iz1+hx+6mIZrIL59dQ2c0n4BfM0ke18obx+fNSuDj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p0H6SQbubI5/5x1iSJh5ym8ZfcC8NnwClSsZ/80OBb1dxVz1wgC0rPQZ6ZTdeUwm3ynsSFJ5ADt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\nfcgJ6HziD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Wv277qKiQZ+fOSDStzig8UR5qXx4vD4xHtvWj0bgFgH8TrtO5d7Osq7jnCnFbetYF9sLJ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\n9fhKX/zzZF8A5g9/3hdA6W9maaefjz9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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -254,6 +254,15 @@ " a[1][i].imshow(np.reshape(examples[i], (28, 28)))" ] }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [] + }, { "cell_type": "code", "execution_count": null, diff --git a/notebooks/neural_networks/birnn.ipynb b/notebooks/neural_networks/birnn.ipynb index 08fcd52..ae2fdf5 100644 --- a/notebooks/neural_networks/birnn.ipynb +++ b/notebooks/neural_networks/birnn.ipynb @@ -81,8 +81,8 @@ "mnist_path = \"datasets/mnist\"\n", "(train_data, test_data) = get_mnist(sc, mnist_path)\n", "\n", - "train_data = train_data.map(lambda s: Sample.from_ndarray(np.resize(s.features.to_ndarray(), (28, 28)), s.label.to_ndarray()))\n", - "test_data = test_data.map(lambda s: Sample.from_ndarray(np.resize(s.features.to_ndarray(), (28, 28)), s.label.to_ndarray()))\n", + "train_data = train_data.map(lambda s: Sample.from_ndarray(np.resize(s.features[0].to_ndarray(), (28, 28)), s.label.to_ndarray()))\n", + "test_data = test_data.map(lambda s: Sample.from_ndarray(np.resize(s.features[0].to_ndarray(), (28, 28)), s.label.to_ndarray()))\n", "print train_data.count()\n", "print test_data.count()" ] @@ -175,7 +175,7 @@ "creating: createTrainSummary\n", "creating: createSeveralIteration\n", "creating: createValidationSummary\n", - "saving logs to rnn-20171024-085831\n" + "saving logs to rnn-20171025-111001\n" ] } ], @@ -212,9 +212,19 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 7, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Optimization Done.\n", + "CPU times: user 44.9 ms, sys: 20 ms, total: 64.9 ms\n", + "Wall time: 10min 17s\n" + ] + } + ], "source": [ "%%time\n", "# Boot training process\n", @@ -224,7 +234,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 9, "metadata": { "collapsed": true }, @@ -238,7 +248,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 11, "metadata": {}, "outputs": [ { @@ -249,15 +259,15 @@ "7.0, 2.0, 1.0, 0.0, 4.0, 1.0, 4.0, 9.0\n", "Predicted labels:\n", "7, 2, 1, 0, 4, 1, 4, 9\n", - "CPU times: user 48 ms, sys: 0 ns, total: 48 ms\n", - "Wall time: 6.35 s\n" + "CPU times: user 42 ms, sys: 3.64 ms, total: 45.6 ms\n", + "Wall time: 2.96 s\n" ] }, { "data": { - "image/png": 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+ "image/png": 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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -267,7 +277,7 @@ "source": [ "%%time\n", "predictions = trained_model.predict(test_data)\n", - "imshow(np.column_stack([np.array(s.features.to_ndarray()).reshape(28,28) for s in test_data.take(8)]),cmap='gray'); axis('off')\n", + "imshow(np.column_stack([np.array(s.features[0].to_ndarray()).reshape(28,28) for s in test_data.take(8)]),cmap='gray'); axis('off')\n", "print 'Ground Truth labels:'\n", "print ', '.join(str(map_groundtruth_label(s.label.to_ndarray())) for s in test_data.take(8))\n", "print 'Predicted labels:'\n", diff --git a/notebooks/neural_networks/cnn.ipynb b/notebooks/neural_networks/cnn.ipynb index ac3c6cf..3e043d0 100644 --- a/notebooks/neural_networks/cnn.ipynb +++ b/notebooks/neural_networks/cnn.ipynb @@ -170,7 +170,7 @@ "creating: createTrainSummary\n", "creating: createSeveralIteration\n", "creating: createValidationSummary\n", - "saving logs to lenet-20171024-090918\n" + "saving logs to lenet-20171025-111559\n" ] } ], @@ -221,8 +221,8 @@ "output_type": "stream", "text": [ "Optimization Done.\n", - "CPU times: user 30.3 ms, sys: 12.8 ms, total: 43.1 ms\n", - "Wall time: 8min 57s\n" + "CPU times: user 18 ms, sys: 6.83 ms, total: 24.8 ms\n", + "Wall time: 3min 18s\n" ] } ], @@ -288,7 +288,7 @@ "data": { "image/png": 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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -299,7 +299,7 @@ "# label-1 to restore the original label.\n", "print \"Ground Truth labels:\" \n", "print ', '.join([str(map_groundtruth_label(s.label.to_ndarray())) for s in train_data.take(8)])\n", - "imshow(np.column_stack([np.array(s.features.to_ndarray()).reshape(28,28) for s in train_data.take(8)]),cmap='gray'); axis('off')" + "imshow(np.column_stack([np.array(s.features[0].to_ndarray()).reshape(28,28) for s in train_data.take(8)]),cmap='gray'); axis('off')" ] }, { @@ -311,7 +311,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 8, "metadata": {}, "outputs": [ { @@ -322,15 +322,15 @@ "7.0, 2.0, 1.0, 0.0, 4.0, 1.0, 4.0, 9.0\n", "Predicted labels:\n", "7, 2, 1, 0, 4, 1, 4, 9\n", - "CPU times: user 45.3 ms, sys: 3.3 ms, total: 48.6 ms\n", - "Wall time: 909 ms\n" + "CPU times: user 91 ms, sys: 49.9 ms, total: 141 ms\n", + "Wall time: 492 ms\n" ] }, { "data": { "image/png": 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h4eHmJA1wvSJDD75aQS+B27t3b7MOz7Bhw276uOTkZGbOnBnQtt0qfQIEsK66RX823aty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\ngC6EEDYhAV0IIWxCAroQQtjE/wFIye0NfFiqDQAAAABJRU5ErkJggg==\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -340,11 +340,9 @@ "source": [ "%%time\n", "predictions = trained_model.predict(test_data)\n", - "imshow(np.column_stack([np.array(s.features.to_ndarray()).reshape(28,28) for s in test_data.take(8)]),cmap='gray'); axis('off')\n", + "imshow(np.column_stack([np.array(s.features[0].to_ndarray()).reshape(28,28) for s in test_data.take(8)]),cmap='gray'); axis('off')\n", "print 'Ground Truth labels:'\n", "print ', '.join(str(map_groundtruth_label(s.label.to_ndarray())) for s in test_data.take(8))\n", - "#print 'Ground Truth:'\n", - "#print '\\t'.join([str(s.label) for s in ground_truth])\n", "print 'Predicted labels:'\n", "print ', '.join(str(map_predict_label(s)) for s in predictions.take(8))" ] @@ -437,9 +435,9 @@ "outputs": [ { "data": { - "image/png": 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uFB8Aa/WTfruuAk7L2/c4Hwa+u3dXxywnG6u/SfMjbgD4GcArut7zpRRXp3Gh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\nPoCv4HfG1hl4HpNe7+3ArP2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J6Tra4jt2bKHXjAOrxi48Q/NJy7Jlh1Xj8bgnPCn4pref2bKUbi1F3OIZz1XG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A5FdtGeN2LT2YYrLzztIuu8Rxj48/Pm5btSpiFPfcI33pS5E1HjhQevBBae+9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\nnblz59KdnswYjweOy8wJjfXRQGbmyct4/mrArMwcuZTHTgeuyMyLuxw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tAnNMuBuA+tb2EI9ERERERE4EtgvMqjCLiIiISE+yXWCO8XZWmFtUYRYRERGR4892gVkV\nZhERERHpSbYLzOphFhEREZGeZLvArAqziIiIiPQk2wXmMJeTMJdDPcwiIiIi0iNsF5ghuHlJ/V4V\nZn/A4tKHlrFoe0UIRyUiIiIifZEtA3NMuGufHubyhlY+zqliTX5NCEclIiIiIn2RLQNztNe9Tw9z\nSV0rAC3t/lANSURERET6KFsG5hiva58e5tLOwNzqU2AWERERkWOrW4HZGPOoMabcGLPxcx43xph7\njTE7jTHrjTGTu3O+PWK8bhr2aslQhVlEREREjpfuVpgfA+Yd5PH5wIjOP9cD93fzfMCeHuZPWzJK\n61oAaGkPHIuXFxERERHp0q3AbFnWYqD6IIecD/zbCloGxBljUrtzTtjTw/xphbl4T4VZLRkiIiIi\ncowd7x7mAUDBXrcLO+/rlhivi9b2AL6OYEW5q4dZLRkiIiIicoy5Qj0AAGPM9QRbNkhKSmLhwoUH\nPb60IFhdfuO9RcSGGXLLmoP3V1Yf8rlyfDQ2Nuq9tyHNmz1p3uxJ82Y/mjN7Oh7zdrwDcxEwaK/b\nAzvv24dlWQ8BDwFkZmZa2dnZB33RxvXFPLFlDaMmTGV4chR1b78BgCc8iuzsk4/R0OVILFy4kEPN\nm/Q+mjd70rzZk+bNfjRn9nQ85u14t2S8ClzVuVrGDKDOsqyS7r5oQmQYAFWNbVQ1ttERsAC1ZIiI\niIjIsdetCrMx5mkgG0g0xhQCdwBuAMuyHgAWAGcDO4Fm4JrunG+PxCgPAJVNPiI7+5cTIj1aVk5E\nREREjrluBWbLsi49xOMWcFN3znEgCVGfVpg9zmCRfEhiJDsrGo/1qURERETkBGfLnf7iwt04DFQ3\n+brWYB6SGKll5URERETkmOsVq2QcKYfDEB8ZRmWjD58/gMfpYEC/cNo6AvgDFk6HCfUQRURERKSP\nsGVghmDPclVjG82+DlJivUR4nEDwwr/IMNv+WiIiIiLSy9g2WSZEeahq8uFsNqTGegl3BwNziwKz\niIiIiBxDtuxhhuCFf1WNbZTUt5Aa68W7JzCrj1lEREREjiHblmITIj1UNLTR7rdIiQ0nfK+WDBER\nERGRY8W2gTkxykNTZzX5sy0ZIiIiIiLHiq1bMvZI2TswqyVDRERERI4h2wbmrNQYwlwOzh6XQnZm\nEl6PKswiIiIicuzZtiVjwqA4tv1qftftPRVm9TCLiIiIyLFk2wrzZ6mHWURERESOh74TmPe0ZPgC\nIR6JiIiIiPQlfSYwe1VhFhEREZHjoM8EZvUwi4iIiMjx0GcCs9tpcDqMlpUTERERkWOqzwRmYwzh\nbidNvo5QD0VERERE+pA+E5gBkmPCKKltDfUwRERERKQP6VOBOSMhkrzq5lAPQ0RERET6kD4VmNMT\nIsirasKyrFAPRURERET6iL4VmOMjaPb5qWz0hXooIiIiItJH9K3AnBgJQF5VU4hHIiIiIiJ9Rd8K\nzPERAORVqY9ZRERERI6NPhWYB/aLwGFUYRYRERGRY6dPBWaPy0FaXLhWyhARERGRY6ZPBWaAAXHh\nFNe2hHoYIiIiItJH9LnAnBYXTrE2LxERERGRY6TPBebUWC9l9a34A1qLWURERES6r+8F5rhwOgIW\nlY1toR6KiIiIiPQBfS8wx3gBKKlTW4aIiIiIdF/fC8xxnYFZF/6JiIiIyDHQ5wJzWmw4AMWqMIuI\niIjIMdDnAnNchBuv26EKs4iIiIgcE30uMBtjSIsNZ2NxHbsrteOfiIiIiHRPnwvMAMOTo1iWU83c\nPy7kpidXE9AScyIiIiJylFyhHsDx8NdLJrGjvIFX1hbzzw93c96EVOaNTQ31sERERETEhvpkhTnc\n42T8wDhunz+KoUmR/OXdHaoyi4iIiMhR6ZOBeQ+X08FN2cPZWtrA0l1VoR6OiIiIiNhQnw7MAOeM\nTyU+0sMTy/JCPRQRERERsaE+H5i9bicXTx3IO1vKtF22iIiIiByxPh+YAU4dmYQ/YLGttCHUQxER\nERERmzkhAvPQxCgAcrQus4iIiIgcoRMiMPePCSPc7WR3hQKziIiIiByZEyIwG2PISIwkt0qBWURE\nRESOzAkRmAGGJkZqq2wREREROWInTGAekhhJfnUz7f5AqIciIiIiIjZywgTmjMRI/AGLgurmUA9F\nRERERGzkhAnMo1KiAViZWxPikYiIiIiInZwwgXlMWgyD4sN5bX1xqIciIiIiIjZywgRmYwznjU9j\n6a4q7fgnIiIiIofthAnMAOeOT8MfsHh/a3mohyIiIiIiNnFCBeZRKdHEeF2szlMfs4iIiIgcnm4F\nZmPMPGPMNmPMTmPMjw/w+NXGmApjzNrOP9d153zd5XAYJqf3Y3W+ArOIiIiIHJ6jDszGGCdwHzAf\nyAIuNcZkHeDQZy3Lmtj555GjPd+xMnlwP3aUN1Lf2h7qoYiIiIiIDXSnwjwd2GlZVo5lWT7gGeD8\nYzOs42fy4H5YFqzJrw31UERERETEBoxlWUf3RGMuAuZZlnVd5+0rgZMsy/r2XsdcDfwGqAC2A9+z\nLKvgAK91PXA9QFJS0pTnnnvuqMZ0OFo6LL73QTMxYYYfTvWSHHFCtXEfN42NjURFRYV6GHKENG/2\npHmzJ82b/WjO7OlI5m3u3LmrLMuaeqjjXN0e1cG9BjxtWVabMeYG4HHgtM8eZFnWQ8BDAJmZmVZ2\ndvZxHVTKyBquevQT3iqP5p9XTzuu5zpRLFy4kOM9b3Lsad7sSfNmT5o3+9Gc2dPxmLfulFeLgEF7\n3R7YeV8Xy7KqLMvas+jxI8CUbpzvmJk0uB/Xzh7Ce1vL2VneCEBDazu5lU0hHpmIiIiI9DbdCcwr\ngBHGmCHGGA9wCfDq3gcYY1L3uvlFYEs3zndMXTkzHY/LwZn3LOJHL6zn169vYf5fl1ClTU1ERERE\nZC9HHZgty+oAvg28RTAIP2dZ1iZjzF3GmC92HnaLMWaTMWYdcAtwdXcHfKwkRoVx32WTmTk0gZfW\nFLJgQwkt7X4e/Wh3qIcmIiIiIr1It3qYLctaACz4zH0/3+vn24Hbu3OO4+nMrP6kxHg57+8f0u7v\noH9MGI8vzeOrUwcT7XVx7eMriA13U9fSzk3Zwzkjq3+ohywiIiIiPeyEXyJi7IAYhiRG4nU7ePza\n6Tgdhm/8eyVvbSplTX4tBdXNbC9t4MnleaEeqoiIiIiEwAkfmI0x3HFeFnedP5ZRKTH8/qLxbCtr\n4E/vbCc+0sM73zuVL08eyPLd1fg6AqEeroiIiIj0sBM+MANkZybzlanBBT/OGN2f1FgvFQ1tzBqW\ngMNhmDMikWafnzXaUltERETkhKPA/BlOh+HLkwcAMGd4IgAzhibgMPDhzspQDk1EREREQkCB+QCu\nnJHB/LEpfGFMCgCx4W7GDohlZe7+FeYdZQ08uGiX2jVERERE+qjjvdOfLaXEern/in33WJk0KI7n\nVxXiD1g4HQaARdsruOZfnxCwID0hknljU0IxXBERERE5jlRhPkyT0/vR7POzrbSB1nY/vo4Ajy/N\nJSk6jEiPkw93VoR6iCIiIiJyHKjCfJgmDeoHwNn3LgEgOTqMqiYf1508hB1ljXy4o5JAwMLRWX0W\nERERkb5BFebDNCg+vOvny04ajD9g4Q9YfGnSAOYMTyS3qpmsO97k8aW5fLK7mt2VTSEcrYiIiIgc\nK6owHyZjDD87ZzTtfosbs4dxzawM1hTUMiolhkiPi38s3ElkmItfvLaJgAUuh+FrszK45fQRxIa7\nQz18ERERETlKCsxH4LqTh3b9PKJ/NCP6RwMwKD6ClT87k9pmH1f/awWTB/ejpb2DRz/azQfbynn5\nxtnERig0i4iIiNiRAvMxFBfh4b83ze66fd6ENL726Cdc9+8V/PkrExkUH0F9azsxXoVnEREREbtQ\nD/NxNGtYIn+8eAKbius5594l3PfBTsbf+Ta//N9mXl9fQmu7P9RDFBEREZFDUGA+zs6fOIBXvz2H\nto4Af3hrGwmRHv754W5uemo1Ty3PD/XwREREROQQFJh7wPDkKG49K5PoMBfP3jCDRbdmMywpkg+2\nlYd6aCIiIiJyCOph7iHXnTyUK2emE+ZyAnDaqGQeX5pHU1sHkWGaBhEREZHeShXmHrQnLAPMzUzG\n5w+wdFdVCEckIiIiIoeiwBwiUzPiifG6WLChJNRDEREREZGDUGAOEY/LwXkT0nhjYwkNre2hHo6I\niIiIfA4F5hC6aMpAWtsDvLquuOu+dn+AO17ZyKl/+IDGtg4sy2J1fg0tvk+XoFtfWMvGorpQDFlE\nRETkhKOrzUJo4qA4JgyM5fdvbqO9I8CO8kYWba+gsKYFgBW7q9lR3sDdC7YyIC6cR6+eRmZKND94\nbh1et5PXbp5zWOfJrWyi2ecnKy3meP46IiIiIn2SKswhZIzhr5dMIhCwuPO1zfxvfQnpCRHcd9lk\nPE4H/1i4k7sXbOXUkUnUNvt4bOluqhrb2FHeyPayBjr8gYO+fmu7n+omH5c+vIxvPbmqh34rERER\nkb5FFeYQy0iM5JVvz6bdbzGyfxTGGAD+syyXZTnVJEZ5eOCKKXzv2bUs3FbBqSOTAGjrCJBb1czw\n5KgDvm67P8DZf11CblUTASt4X22zj7gIT4/8XiIiIiJ9hQJzLzA0af/QO3tYIstyqrnu5KGEe5xk\nZybx5qZSnlj26e6AP3x+HVtL6xmdGsMfLppARUMbC7eXs7m4nv4xXnIqm/hCVn+ivW5eXF3Iitwa\nUmO9jB0Q25O/noiIiIitKTD3UhdOGUh5QxtXzkgH4NTMYGX5w52VTB4cx7rCOtYW1DIqJZrdlU2c\n8edFALidhoTIMJbsqGRUSjQPXjmF+pYOXlxdyHefWUOTz89fL5nI+RMHdJ3LsizufHUT04bEc+74\ntJ7/ZUVERER6MQXmXiotLpxfXjC263ZqbDjfO2MkJXUtXDx1ELe/tJ7tZY389JzRpMWF89LqQsYN\niGPOiEScxvCnt7cxf1wKxhhiI9xkJESQW9VMmMvBrc+vJ9Lj4oys/gAs313N4x/nsbmkXoFZRERE\n5DMUmG3kO2eM6Pp5WkY8DmOYPSwRh8Nw61mj9jn2Z+dm7XN73MA48qubefHGWfz0vxu5/j8rmZYR\nz13nj+Xe93YAsK6gjhafn3CPExEREREJUmC2qV98cQwdAQuHwxzW8d89YwTnjU9l7IBYnvj6dB5e\nnMNTn+Rzzr1L6AhYzM1M4oNtFazJr2HW8MTjPHoRERER+9Cycjblcjrwug+/EjwsKYovjEkBINrr\n5vtfyOSZ62eSlRbDnedlce+lk3AYWJZTxce7qnh2Rf4+z/cHLP79cS7VTb597rcsa59NVQBK61q5\n4pHlbC6uP7pfTkRERKQXUYX5BDY8OYpXv/3p5ifTMuK5f9Eu7lu4C3/AImDBpdMHA/DK2iJ+/som\n8qua+dm5WZTUtVBQ3cJv39jCmoJaJiQ6OeUUC79lcdNTq1mVV8NzKwu484tjDjmOysY24iM8h10t\nFxEREelJCszS5f4rpnDXa5vw+QM0tHbw05c3sCqvhp3ljRTVBncffGlNEbfOy+TyR5aTU9GE1+3g\nnHGp/G99CR/tquT5lYWsygsuX/fO5jLuOC8LYwy+jgAOE6yM721LST3n/u1D+keH8cjXpmk3QhER\nEel11JIhXeIjPfzlkkn84/IpPHDFFE4blcwLqwpp8QV3DLxuzhCqm3w8uCiHnIomrp6VwZvfOYU/\nXjyBCBd8+6k1vLqumNvmZfKd00dQVNvCW5vKKG9o5YL7PuKG/+y/2+BTy/NxOQzVzT6eW1lwRON9\nZ3MZ28sajtWvLyIiInJAqjDLAUWGuXjoyqmUN7SREuul3R/AaQzvbinjL+9uB+Drc4YwKD4CgJlp\nLt7Lb+eGU4Zy46nDqGhsw+kwfPOJT0PyjvIGmn0dvL6+hHve2c6k9H4s3lbB2eNSKa5tYU1+zWGP\nL6+qiW8+sYrskUn88+ppBz32411VZKXGEBvhPop3QkRERE50qjDL53I4DCmxXgDcTgcOh+HG7GEE\nLBiWFNkVlgEuHOHh/ssn8+P5ozDGkBzt5dVvz+aBK6Zw1cx0LjtpMO1+i2dXFHDHq5sIcztZmVtN\no6+DK2YcNE9yAAAgAElEQVQMZnJ6PzYV19Pa7ueBRbt4/hDV5r+/vxN/wOKT3Gr+8u52fvbfDQc8\nrqbJx+WPLOP3b209dm+MiIiInFBUYZYj8qVJA3lkyW6+OGHfDU4i3Ibscan73DcmLZYxabHMG5tC\na7ufF1cV8ovXNhPtdfHkdSeRGuulvrWD2HA3VY0+OgIW1z62gqW7qkiODsMfsHh6RQGXTBvEJdMG\nYUzwosCSuhZeWlPEoPhwCqpbuPe9HQQsOHd8GkU1LaQnRDA1Ix6AtYW1BCz43/oSfn5eFmGu/VcW\nqWtu59cLNnPbvFEkRoUdp3eue3aWN1BU28qpI5NCPRQREZETjirMckQ8Lgdvf+8Ubj59xKEP3ovX\n7WTmsAQ8TgcPXjGFtLjw4C6E4cE2iUmD+wGwdFcVQxIjKW9o49evb2FrST23v7SBn7+yiRafn2U5\nVTy4KAfLsvjzVyYCELDAYeCSh5bxg+fXcdEDH/PQ4l0ArMmvBaCupZ3T/riI3yzYst/YXl1XxHMr\nC3lq+adL6bW2+/nJyxu467XNWJZ15G8UUNvsO/RBh+mPb23nm/9Zha8jcMxeU0RERA6PKsxyxPZU\neo/U7y8cT21LOyP7R+/3WFJ0GN8/cyRpceHMGZ7IjN+8R0NbB7+/aDy7yht5cHEOz60soK0zMM4f\nm8K0jHjSEyLwOB3MHp7I/9YXc+8lk3hyeT53L9jK7spmdlU0MiI5itYOP6V1rTy2NJeThsazeHsl\nw5KjuHz6YN7eXAbAcysLWJ1fwznjUnl2RQEr84I91f0i3Pt8QMitbOLax1dwzawMrpyZccDf9R8L\nd/KHt7bxp4sn8OXJA4/q/drbxuI6Wtr9rC2oZfqQYPW8rrldfdkiIiI9QIFZekxyjJfkGO/nPn7L\nXqF0VEo0uyubmD82hWivm2kZ8by8tog5wxPZUFTHtbOHAHDfZZPxuh0MTYziJ2ePxuNyMG1IPAPj\nw3lwUQ4AX5k6kLvOH8uOskbO+/uHXPvYSjxOBz5/gKU7K/l4VxWD4yPIr26msKaFhdsqAPjbpZN4\nY2MJ/1i4i/goD/e+t4O3vnsKv/zfZnIqmvi/Vzbhdjq4pHOt6vyqZh5cvIv86maW5VThdTn54fPr\nWJVXQ2NbB984eShjB8RSVt+K02G62j+Ka1t4d0sZF08Z1LUteSBg8bs3t5KVFkP2yGQKa4LL+n20\ns5LpQ+JZllPFZQ8v48nrZjBzWMIxnqkj9+bGUmYNTyDGqwAvIiJ9jwKz9Eo/mj+KioY2ojsD2BlZ\n/Tkjqz8Al+513NgBsV0/ezo3PnE7Hdw+fzQjk6P5wfPrOGN0f7xuJ+MGxjIlvR95Vc28dvNsXlpd\nxJ/f2Y4/YPG7C8fzwqpCzh2fylOf5HPKiETOm5BGQpSHBRtKueu1zbR1BPjWk6tZuquK2+Zl8uGO\nSn79+hbmjkomNtzNVY8up7S+lfT4SAb1i+Dxa6dz3wc7eXJ5PsbApuJ6Xr9lDpc9vAy308EfLprA\nf9cW8eq6Yioa2nhkyW5OG5VMVloMm4vreWxpLgBfnToo+Ps5HSzdVcn3zhzJfR/sJGAFN5QZNzCW\nCLfzgBu/+AMW+dXNDEmMPA6zFLSpuI5vPrGK8yak8bdLJx2384iIiISKArP0SnMzk7v9GhdOGci5\nE1L3udDv0aungQWxEW5umjucK05Kp6CmmbEDYrsqtXNHfXru6RnxJER6qGryEelxsnRXFRMGxXHd\nnKGcPTaVs/6ymO89u5YhiZHkVjXz5HUnMXt4Ytfzf3vheH5yzmhW5dZwzWMruOnJNeyqaAqO7/6l\nAAxJjOTWszJ5fmUBz64ooKU9uNX4FyekUVbfyrOdK4ZcOGUAz60sZMGGEpbsqCTC4+T1DSW8tq6Y\nKK+LyYP7ceXMdKLCXBTVtHBGVn+++8xaXt9Qwq+/NJbVebV8vKuS00f359Z5mXhdTvyBYH+2ZVnU\ntbQTF+E55Pvq6wiwMrea3KpmLpk2iPe3lAPw2rpivjJ1ICePOLwLE6sa24jyug54IWaHP7DfJjd2\n8t6WMiYP7ke/yEO/nyIi0vspMEuf9tkwtuciw67bEW5iI2L5PC6ng3PGp/LiqkIevHIqf3t/B3+8\neAIel4OMxEh+dcFYbn1hPUt3VXHN7Ix9wvIeMV43c0clc/7ENF5ZW0yYy8Gg+AjK6lp59eY5XdXf\nr0wdhD9gUVDdjM8fYERyFDmVTZx1z2ISojzccvoIXlxVxE1PrSYxKozbzsrkthfXkxLjZdLgOFbk\nVvPJ7mrcTgflDa3MG5vCgg2lJEeH8dOXN+JxOZg1LIEnlufxwqpCLCxcBLjFtYuqJh+PfZTLizfO\noqKhjcc/zuW2s0bx7Ip8VufXctlJg7loykB+/foWnlqej88f7CVPjPLw7tZyxqTFUN7QxtOf5HcF\n5qU7K6lobOP8iQP2eT/aOvy0tgc448+LyM5M5p6vTuTZFfmsLajj5tOG8+bGUv7y7nZevmk2w5Ki\n9nnuB1vLCVgWp4/uv8/9lmXx8a4qNhXXc/6kNJKj9239KW9oZUNh3X7Pe3NjKZMGx9H/IK1Ce+RW\nNpES68Xr3j/g7y2nopGvP76Sq2amc9f5Yw/5usdbuz+Ay2GO+toDERFRYBY5pB/PH8U3Th7KoPgI\n5ozYNxBfPHUQFsEgftaYlIO+zs/PzWLJjkqyRybxk3NG0+Lz77OWNYDTYcjYq31iWFIUd3xxDO0d\nAVJjw/nKtIE8sSyfX10whuzMZDaX1HPx1IGMSYtlXUEt59/3EQBhLgcLNpRy+UmD+fqcIfzitc3c\nfNpwpmbEs7GojudWFuAwhlXbC7h7wVYcJrjayJfvX9q1Esea/FrqWtpJjArj929uZfH2Ct7YWMrF\nUwZy+uhk7l6wld++uZWciia+f+ZISutbeWVNEYU1zdz3wU6e/iRYGQ93O/nCmODSgg8tzuFv7+9g\nWFIUNc3tvLymiMQoDw8v2Q3AMyuCK5VYVnAXyJ+ePZrX1hfjdBjOzOrPT1/eQH1rBz+eP4qNRXXc\nPn80UV4X//wwh7sXBNfazqls4sfzRlHR2MrzKwupafaxvrCOraUNPHLV1K7WnlfWFvGdZ9YyLaMf\nz90wE2MMz68sYE1BLb86f+w+LS6FNc2cec8istJi+fe10/f74LW3NzaWAsGK+8/OycLjcvCHt7by\nye5qHrpy6kGrzlWNbRhjiD/CynRpXSubS+o4bdS+Hwia2jqY99fFnDc+jdvmjep8by0a2jqOuN+8\n3R/A3Vn131BYR3pixBG/xqq8GsJcjn1aqURE7MAc7ZJZx0tmZqa1bdu2UA9DjtDChQvJzs4O9TB6\nvcrGNiI9rq6L+45Ua7ufdQW1nDT0wBf6/eaNLfg6AgxPjuK/a4p47JrpRIZ9/ufi997/gH/lRLCh\nqI7fXTiOf32Uy3kT0nA6DLe/tIHZwxO45bQRfPWhZQD84MyRXSuGPLU8n5+8vIGMhAie+sYMtpc1\ncPW/VhDmcuAPWHxtVgaf7K4mr6qJX31pHL9+fTNl9W2M7B/F9rJGZg9PYENhHfWtHZw6Mok7zsvq\n6ucuq29lZV4NU9PjeXdLcBWTaRn9WJG7726QHpejK+CfPS6FMJeTNzeW4nE5qGtpB8DlMPgti9QY\nL20dAb48eQD9Ij38/f2dRHicVDb6+P6ZI5k5LIHLH1mOryPAnedlcc74NNYX1pKdmczv39rKw4tz\ncDoMo1JiuO7kISRGhTFrWAIrcmvYVdHI6aOSeX9rOY98uJvSulYa2zr4ydmjmDcmlTPuWYSvI8D4\ngbG88M1ZeFz7t5u0tvv5wj2LqWny8ZsLx3Hu+OBa51tK6rnthfX86oKxTBgUx4bCOgq3rmb+GXOB\nYEX78keWU1LXyvfOGMl3zvj04tnfvrGVBxbtYkBcOB/+aC6WBTc+uYrlu6v54AfZh90yct8HO3lg\n0S5ev/lkfH4/Z/x5MekJEfzza1MZnrz/qjcHUtfSzsm/e5+YcDeLbp2L02H2CeGfp9nXQX1LR9cm\nSp/10c5K0hMi2FbagK8jwPzPrAf/eVbl1VBS19L1PvcE/TtpP5ozezqSeTPGrLIsa+qhjlOFWaQH\ndXdjFK/b+blhGeD2+aO7fr78pPRDvp7TYXj82uk0tAb7l+eNDYaNQMDCaQzZmUkkRYdx8ohEHMbw\nrbnDu5576fRBZKZEM2FgLC6ng4QoDzFeFxEeF49fO53MlGjyqpo4994PueXpNaQnRPDUdScxc1gC\nr64rZuawBKqbfLR3WIwdEIMxhu+eMRKAZTlVvLtlGYu2l/OTs0eRU9HEMyuCFevzJ6ZRXNvCzaeN\n4L0tZcRFeIiP9PDVaYPYWd7Iy2uK8Lod3P2lcYxOjSba66K0ro3EaA8/e3kjj3+ch68jwElD4rnn\nqxO5/aUN/Pmd7fBO8JuCiQPjuPO1zdz52mYAvpDVn2U5Vcwbm8KFkwdy4xOr+c4za4HgcogVDW0A\nGBOsjAfnYRTPrQxW73//5jY6AhY/mjeK3725lTte3UhStJeVudWcOjKJaK+bjcV1lNS2kF/dTGb/\naG55eg2FNS2kx0fwytpiNhTVccN/VnHqyCSeXVlAVoKDs06z2FJaz9ceXYFlWcwbk8I9724nNdbL\noPgINhTV8vCSHJKjwyiqbWFzST3PrSjgrU3BDyDfe24tLT4/d395HBEeJ3Ut7QxLiuLnr2xieHIU\n501I5a1NZSzdWdlVNf/fhmJqmny4HIamtg6ufWwlr908h9hwN29sKOGdzWVkpkTz3tZyvj13OBMG\nxuHzB3h+VQFr82upb+2gvrWDtzeVsrawludXFvLijbNIj4/grU2lrMyrYWC/cDISI5k0KI7YcDfX\nPraC9YV1PHr1NCYMjCPMFdx1tLrJR2NrB1c9+glj0mLYXdFEk6+DZ66fSWNbO/e+t5N7vjqxq+XJ\nsiwqG30sy6liZP9ovvNM8D0Oczk5eUQiy3KqqGsJfutx+/zRZKbs+0Hgvg92siK3ml+eP5bXN5Tw\ntZkZ+33w/c+yPJKiPv3v6EhsKKzjk9xqrpgxuKuVLBCwOPveJVw8dRBfnzPksF9rZW41HpeD8QPj\n6PAHqG7yHXSFou4IBIJ/D7NSY4DgLqzzx6UyPDnqEM8Mnc3F9fzw+XU8ds20Q74vHQGLZTlVzDjI\nv7t7WJZFs89/0CKF2JcqzHJM6FO4PR3uvPkDFg5z6DW4d5Y30i/CTcJeHwze3VzGw0ty+OPFE/Zr\nQTmY0rpW+kW6CXM5yalo5LQ/LWJUSjRvfveUgz7v8aW5TBocx/iBcQd83NcRoLg2uCOkMQbLslid\nX0tuZROTBseRGB3GK2uKqG1up7GtgwcX5zAoPpxHrppGZko0m4rraG33d/VMz81MJjHawytri7l0\n+mAaWjs4ZWQilgUrc2u4970dDEmM5HcXjeeHz6/jhVWFGAPp8RHkVjUDEB3morndz7njU/nNl8dx\n6cPLWVdQ2zXmeWNSWFtQS2l9K1PT+7Eyr4YxaTFsLW0gMcrDk9fNICMhgsseWc4nu6u7nnfqyCTu\n/OIY5v5xIf1jwiirb+O6OUMorGnhzU3BEBztddHQ2gFAaqyXkrrgsofJ0WGU1LWSGBXGhZMH8HFO\nFb6OABUNbUzLiOcbpwzhqw8uI8zlIDszWF3fc8FqVJiLxraO/d77c8alsqGojsa2Dqqbghv7jEiO\nYtzAWF5aXdS13COA1+1gSno/PtpZRXSYi4bO14vwOJk1LJH3tpaREOmhsvHTDYJSOsNPuMfJ7som\nYrwuEqLCaPYFz9fuD/7/LszloK0jQHykh8a2DlJivORXN3e9zuTBcbzwzVmszq9hfWEdZfWtPLg4\nZ5/3a8LAWH40bxQzhyVgWcF13H/80gYiPE5uPSuTNzaU4nQYrpyZzpIdlfSPCWPHrlx+8OVZDN2r\nNz8QsPjdW1u7lsGcMCiOX18wlrEDYlmVV8OF9y9l3IBYXrt5DgAF1c3UNPu6/n5XNbaxYEMJ501I\nw+EwtLUHOO1PC4kNd/PsDTO5+anVrCmo5fwJadx1wVhivG78AYstJfWkJ0QQ7XXzt/d2UNbQyq8u\nGNc1rrc3lfLbN7dy7vg0mts6yEyJ5osT0/a7LuRfH+3mF69t5v/OzWLG0HjOufdDzhjdn7PHpfDo\nR7vp8FvMH5vKFTMG43Y5utp4tpc1cM8727l0+mBO2WsH07qWdioa2hiaGMmiHRXsLGvkypnp+107\nYFkWlsUBVwfaW4vPj8Ox7/Usv39zK/9YuIvb5mXyrezhB3k2/Ohf7/DsNh9Pf2MGWakxvLquiDOy\n+pMaG77fsa+sLeLW59fzzA0zmNy5Gdfn8XUE2FXRyOjODxp2EQhYh3zPj0ZZfSv/+TiPb2YPI+oz\nHzjWFtRiWVbXBmeH43hUmBWY5ZhQYLYnO83b397bwdCkKM4Zf+TVu+7IrWxiUHwEzmPwP4m2Dj8b\ni+oZkhhJfKSHwppmjDGkxnjxdbYnOB0GX0eAnMpGPthawStri/j316eTHO2lrcOPx+ngloffoSwQ\nTVZaDDefNrzrA0pFQxuPfrSbqen9SIoOY0xaLE6H4brHV7CtrIGrZw3h2tkZlNS18sraYiYOiuMX\nr23iC1n96Rfp4Y9vbWPW8ERW5dXQ4vPz769PZ2p6P4wxPLR4F3cv2IrTYXjyupOYMTSBpbsq+d/6\nEl5cVUiYy8FT35hBbXM7k9PjeHNjKbXN7bR1BDh9dDJx4W5iI9xsKWngT29vI2BZfH3OEL7/3Dpq\nm9v5xslD+PH80VQ0tJFb1cR/1xTx7pYyRiRH85dLJvLWplKafX42FtXx+oYS5gxPZMmOSq6ckc6y\nnCpG9I/iW9nD+fI/luLzB/juGSPIqWjCArwuBwlRYSRHh5ES6+WHz6+jX4SHl741i9++sZWVedXc\ndtYoEqPCyKtq4scvbeC0Ucks3FZO50IynDQkHo/LwZIdlVw7ewgvri6krqWd8yaksaGwltyqZiYM\njGVLSQM+f4CR/aMob2ijtrkdr9tBa3sAA10rw8RHuvnK1EGsya/l9Q0lXDp9MNOH9OOu1zZT29LO\ng1dMYU1BLfcvDO5a+pOzR/H+1nJW5NbgMLDo1rnkVTVz3eMraPL5GZoYSXFdC05jaPIFP7gkRHpo\nbfdz3oQ0XlhVyNCkSL6QlcJLqwsprmslJcbLry4Yy7efXk1re4Czx6WwOq8Wp8NQVNtCYlQYlY1t\nOB0Gf8BiekY8D145hQ93VrKuoJbBCRE8vCSHopoWjDGcNiqZdzaXdX3bMjo1hrhwNx/nVAHBpTF/\n/aWxRHvd3PL0Gnz+AF63g0unDyYrNYZpGfF884lV5FQ0kZ2Z1LWp1E/PHs03ThkKQE2Tj3CPk5uf\nXkNpXStPXz8Dh4H86mZGpcRQ2djGz17eSFVTGyePSOKJZXkMT47iyetOYlVeDR/vquL9beWsya9l\nRHIUb38v+AF80fYKRvSPZkDcp0HYsixm/PINypotJg2OI6eiibqWdkalRPPSt2Zxy9NryKls4oZT\nhnLO+DSu+dcnrMitISMhggXfOZlPdlezuaSebaUNnDQkgUunD+r6kH7TU6tZsKGUB6+cwlljUiis\naSY1Nnyff2fqWtopqG5meHIU+dXNvLymiG9lD+tabvVAKhraWL67ijOz+vPJ7mqmZcTz/MoC3tta\nzlemDuLscan4Axb+gHXA1rA99i6SWJbF2oJaHlyUw0c7K7nnqxMprW/lgkkDiApz8e7mMpKiw1iT\nX4PDYbjqMxt6BQIWedXNZHQWKSoa2ghzBz881TT5KKhp5olleTy3spCvzUznF3tdLF3X3M4pf/iA\n1nY/L3xzFuMGBq9/aPH5eXF1IU6HYd6YFH780nq+NGlA17c7CszSa9kpeMmnNG/2dLzmrbGtgwi3\nk50VjfgD1j7Vr6rGNu5esJUrZgzer9JTVt+KryNwRN8g7NHi87O5pJ7Jg+P2+wbDsqwDfqvR4vN3\nVZEH9gvHH7BwOgxup4OX1xSyaFsFf/rKxM/9kLO1tB6nMYw4wK6jgYDF3Qu28K+luUzPiOfeSycR\nE+7C4wz2xW8qrmf28ERa2/3c8852Hlycw5DESG4+bTjzx6byytoiimpbuOX0EZTWtfLeljIunjoI\nl9Pw6tuLeLM8mogwF6V1LV09+T89ezTXnTwEYwz1re1c9vAyimpaiPC48AcsSutbARiWFMmsYYk8\n/Uk+c0YEP9ikxHi5ZvYQ7nx1E5MGx1HR2MapI5P43/oSKhraeOjKKXxhTAof7qjk9pfXU1DdwvSM\neM6flMbDi3O6vuXY0150ysgk+kW4GTcglitmpFNc20JKrJc3NpRy6wvruj5A7KnSA/zhovH87s2t\nVDb6GJoYSX51M8OSovjvTbMJ9zhZlVfN8t3VLNpWwfLOb0AmDIzlDxdP4PaXNrC5uL7r2wmHgX4R\nwaU8r5mdwY6yRjaX1HPJtEHEhrv52/s7cTkNtc3BaxRGJEdR3eSjqsnHv66Zxp/f3s6O8gaGJ0ex\nsai+a5w3zR3Gfz7Oo77z25S0WC/Fda388vwxLNtdzevrS+gfE8b9V0yhvL6Vdr+F2+ngm0+sIiMh\n+G1QWqyXG+cO545XNjJuYBzrCmq7lh2Ni3BT29zOmVn9eXdLGWPTYtlQVAfQ9VhKjJfBCREkdq7v\nHxvuxhgYNyCWJTsqOXlEIudPHEBLu5/G1g4e/Wg3FQ1tuJ0Gg8HnDzBhYCyNbR0kRIVxybRBXDBx\nAG9vLmVlbg3xUR5eWFlITmVT1zn3fDsT6XHidBhuOX0E//xwN/Ut7Vw+I52s1BgeXJxDXLiblFgv\nTodhTFoMjyzZzdgBMdx32WT+75VNPP1JPhEeJ3Hhborrgn8fL5oykBtOGcpZf1nc9ffC7TR89KPT\niI/0sK6wlseX5rFkRwU1ze3cctpwLjspnXPuXYLX7eTH84NtaoU1LTgdhmivq+t98lsWbe1+YiPc\nFNYEP7xZFvzn69MZnhzFN/69smuTsT2/a1qsl39ePY3cyibyd2zmhi+fftB/e/ZQYJYepeBlT5o3\ne9K8HX9l9a3ER3oOeVHiuoJaRvaPPqwLefeeN8uyWLi9ApfD7Ld2+a6KRi5/OLgR0u8uHMcf394e\nXHf9lpOJCnNx2wvreG5lIUMTI/n316czsF8EdS3txHhdXR8wPthaTkldK5edNLjrdS3Lor6lg9iI\nYIWysKaZC+77iBHJ0fzygjFsL2tk/tiUz229Wp5Txer8WoYkRvKFrP4s2l7Byrxqvn9mJk99ks//\n/XcjPzhzJCePTGJgv/D9rtnwdQR4d0sZxbUtfGXaoK72DMuy2FhUz6q8aoYnR5MQ5eHdzWXcmD2M\njcX1XHj/UgKdLRijUqJp9vkZmhTJ2eNSefqTfJKjw1hXUEd5QyvGGB6+agpzM5NZsqOSjIRIvvPs\nGtbk1xIX4SbS46KotoUHrpjCw0tyWJVXg8fp4OrZGTy/soCaziC+R0qE4ckbT+Hu17fww7MyGZ0a\nw4OLdvGbN7aSEOlhyY/msqm4np+9vJHdVU0suW0uDy/O4ZEPdzNzaAIPf20qEW4n//xwN5uK61iW\n8//s3Xmc3WV99//XZ/ZkskySmYSQhOwEgrKJLLIYUBFccL3d6oK1xVa5a1ut1dab9qa3t9Wfrdqi\nbalSt9sixaqoKKAwkiCyyaIBkklCIAlZZjJJJjOT2a/fH+c7YTLAZEJm5pwz83o+Hnmc73bmfCYf\nSN75zvW9rmb2tHfxoVXLeO3Jc/mr//4tO1o6OHvJTH7w4NMHhyQBrJgzlSsuWMKGxlZaO3qYW1PF\n5362jlMX1NDe1cP6na0H/6HT/wD0lMoyfu/s47j9sV1cdsqx3ProTt5z9kJOXziDS790J929iTMW\nzmD+jEn84KGngdw/OqZNKmfHvg46unvZ3dbFzOoKmtu6eNG8afxuWwuXv2wRf/aq42nt7OGrqzfR\n3tnLd+/fwoKZk9jb1s2l2UPX377nyYMr56aUC7MXrZhNc3sXqxuaWDBjErv2d1JZVsKe9m5mVVdw\n0rzp3PdEMzddeS4/+90Onmpup6w0NxVm/eO7eOXKObz3nIW8+6v3sr+jm2Wzp/Dw1n38nze+iKry\nUv7ixoc5ZX4NDw0YxjZ/SrDmU6857P+TYGDWGPMv8OJk34qTfStOR9K3lBKdPX1UlZfy+I4WplaV\nHxwu0NLRzf2bm7lged1RL/Cz70A3pSXxrHGjR6q7t49v/Gozbzl9/ogv2LOvvZvJlaU8ubuN+TMm\nU1lWQl/ikJ8g3PTw0/zZdx/is285mbe+ZP4h7+/s6WX9jlbmz5jEfZub+eLPG7jxj8+htCS44f6t\nXLC8loWzqmlq7eSuDU1MrSqjua2bx7a38JLKnbzmVRce8vVSSlxz+wZOmDuNV2XTVHZ099LU2sn8\nGZPp6O7l+nuf4rJT5z1risiunj56+vqYXPHs3+/+B1mrKkqYVF7KlMqyZ/3jZWdLB7On5u62/uS3\n27np4ac54ZipfOQVy2nv7qU04nkfOlzT0ERJCZyzZBYRwS/XN7KmoZE/e9XxB+vp60s88NQels+e\nwn//ZhvfvHszc6dP4psfOPOQfzx29vTytzet5ae/28GfXLSc388eSv3jbz/AbY/u5N1nL+SEbNz7\n5IoyWjq6+f3/uI++lLjyomW8aN50ntzdzolzp1FdUUpLR8+Q03UCPL33AH9+w0P85qm9fOZNL+Yt\nWZ+3NLdzbM0k/vjbDzC5opQPnLeEhx58gPe8/qIhv14/A7PGlH+BFyf7VpzsW3Gyb6OrrbNnxGeo\nsGdHpq2zh30Hujm25tkPRY6ElBKtnT1DjuOG0RnDfFT/NI2ISyJiXURsiIhPPMf5yoj4bnb+nohY\ndDSfJ0mS9Fyczi3/qivLRi0sQ+4hxMOF5dHyggNzRJQCXwYuBVYC74yIlYMu+wCwJ6W0DPgC8NkX\n+vFVwI4AACAASURBVHmSJElSPhzNHeYzgQ0ppU0ppS7geuANg655A/CNbPtG4BVxuIlcJUmSpAJy\nND+/mAdsGbC/FTjr+a5JKfVExD5gFtA08KKIuAK4AqCuro76+vqjKEv50Nraat+KkH0rTvatONm3\n4mPPitNo9K0gBvyklK4FroXcQ38OsC8+PhhRnOxbcbJvxcm+FR97VpxGo29HMyRjG7BgwP787Nhz\nXhMRZcB0YPdRfKYkSZI0po4mMN8HLI+IxRFRAbwDuGnQNTcB78u23wrcngptHjtJkiRpCC94SEY2\nJvlK4BagFLgupbQ2Iq4G7k8p3QR8DfhWRGwAmsmFakmSJKloHNUY5pTSzcDNg45dNWC7A/gfR/MZ\nkiRJUj4d3ZqakiRJ0jhnYJYkSZKGYGCWJEmShhCFNmlFROwH1uW7Dh2xWgYtSKOiYN+Kk30rTvat\n+Niz4nQkfVuYUqo73EUFsXDJIOtSSmfkuwgdmYi4374VH/tWnOxbcbJvxceeFafR6JtDMiRJkqQh\nGJglSZKkIRRiYL423wXoBbFvxcm+FSf7VpzsW/GxZ8VpxPtWcA/9SZIkSYWkEO8wS5IkSQXDwCxJ\nkiQNoaACc0RcEhHrImJDRHwi3/XoGRFxXUTsiojfDTg2MyJui4iG7HVGdjwi4p+yPj4SEafnr/KJ\nKyIWRMQdEfFoRKyNiI9kx+1bAYuIqoi4NyIezvr2v7PjiyPinqw/342Iiux4Zba/ITu/KJ/1T3QR\nURoRD0bEj7N9+1bgImJzRPw2Ih6KiPuzY/45WcAioiYiboyIxyPisYg4Z7R7VjCBOSJKgS8DlwIr\ngXdGxMr8VqUBvg5cMujYJ4BfpJSWA7/I9iHXw+XZryuAfxmjGnWoHuCjKaWVwNnAh7P/p+xbYesE\nLkopnQKcClwSEWcDnwW+kFJaBuwBPpBd/wFgT3b8C9l1yp+PAI8N2LdvxeHClNKpA+bu9c/JwvYl\n4GcppROAU8j9PzeqPSuYwAycCWxIKW1KKXUB1wNvyHNNyqSU7gSaBx1+A/CNbPsbwBsHHP9myvk1\nUBMRc8emUvVLKW1PKf0m295P7g+Uedi3gpb9/rdmu+XZrwRcBNyYHR/ct/5+3gi8IiJijMrVABEx\nH3gt8NVsP7Bvxco/JwtUREwHLgC+BpBS6kop7WWUe1ZIgXkesGXA/tbsmArXnJTS9mx7BzAn27aX\nBSb7ce9pwD3Yt4KX/Vj/IWAXcBuwEdibUurJLhnYm4N9y87vA2aNbcXKfBH4ONCX7c/CvhWDBNwa\nEQ9ExBXZMf+cLFyLgUbgP7LhT1+NiGpGuWeFFJhVxFJufkLnKCxAETEF+B7wpymlloHn7FthSin1\nppROBeaT++nbCXkuSYcREa8DdqWUHsh3LTpi56WUTif3o/sPR8QFA0/652TBKQNOB/4lpXQa0MYz\nwy+A0elZIQXmbcCCAfvzs2MqXDv7f6yRve7KjtvLAhER5eTC8v9LKf13dti+FYnsx4x3AOeQ+zFi\nWXZqYG8O9i07Px3YPcalCs4FLouIzeSGFF5EbpylfStwKaVt2esu4Pvk/pHqn5OFayuwNaV0T7Z/\nI7kAPao9K6TAfB+wPHuiuAJ4B3BTnmvS0G4C3pdtvw/44YDj782eTD0b2DfgxyQaI9l4yK8Bj6WU\n/nHAKftWwCKiLiJqsu1JwKvIjT+/A3hrdtngvvX3863A7ckVqcZcSumTKaX5KaVF5P7+uj2l9HvY\nt4IWEdURMbV/G7gY+B3+OVmwUko7gC0RsSI79ArgUUa5ZwW10l9EvIbcGLBS4LqU0qfzXJIyEfGf\nwCqgFtgJ/A3wA+AG4DjgSeBtKaXmLKhdQ25WjXbg/Sml+/NR90QWEecBq4Hf8syYyr8iN47ZvhWo\niDiZ3AMrpeRuatyQUro6IpaQu3M5E3gQeHdKqTMiqoBvkRuj3gy8I6W0KT/VCyAiVgEfSym9zr4V\ntqw/3892y4DvpJQ+HRGz8M/JghURp5J7uLYC2AS8n+zPS0apZwUVmCVJkqRCU0hDMiRJkqSCY2CW\nJEmShmBgliRJkoZgYJYkSZKGYGCWJEmShmBgliRJkoZgYJYkSZKGYGCWJEmShmBgliRJkoZgYJYk\nSZKGYGCWJEmShmBgliRJkoZgYJYkSZKGYGCWJEmShmBgliRJkoZgYJYkSZKGYGCWJEmShmBgliRJ\nkoZgYJYkSZKGYGCWJEmShmBgliRJkoZgYJYkSZKGYGCWJEmShmBgliRJkoZgYJYkSZKGYGCWJEmS\nhmBgliRJkoZgYJYkSZKGYGCWpMOIiM0R8coR+loVEXFj9jVTRKwaia8rSRo9BmZJGntrgHcDO/Jd\nyOFERGm+a5CkfDMwS9IQIuJbwHHAjyKiNSI+nh2/LCLWRsTeiKiPiBMHvGdzRHwyIh6NiD0R8R8R\nUQWQUupKKX0xpbQG6B3G578/Ih6LiP0RsSkiPjjo/Bsi4qGIaImIjRFxSXZ8Zva5T2c1/CA7fnlE\nrBn0NVJELMu2vx4R/xIRN0dEG3BhRLw2Ih7MPmNLRPztoPefFxG/yn4vtmSf8dKI2DkwcEfEmyPi\n4SP47ZekgmBglqQhpJTeAzwFvD6lNCWl9LmIOB74T+BPgTrgZnKBumLAW38PeDWwFDge+NQLLGEX\n8DpgGvB+4AsRcTpARJwJfBP4C6AGuADYnL3vW8Bk4CRgNvCFI/jMdwGfBqaSuxveBrw3+4zXAn8c\nEW/MalgI/BT4Z3K/F6cCD6WU7gN2AxcP+LrvyeqVpKJiYJakI/d24CcppdtSSt3A54FJwMsGXHNN\nSmlLSqmZXPh85wv5oJTST1JKG1POL4FbgfOz0x8Arsvq6EspbUspPR4Rc4FLgT9KKe1JKXVn7x2u\nH6aU7sq+ZkdKqT6l9Nts/xFy/1h4eXbtu4Cfp5T+M/uc3Smlh7Jz3yA39ISImEnuHxDfeSG/D5KU\nTwZmSTpyxwJP9u+klPqALcC8AddsGbD9ZPaeIxYRl0bEryOiOSL2Aq8BarPTC4CNz/G2BUBzSmnP\nC/lMDq2diDgrIu6IiMaI2Af80TBqAPg28PqIqAbeBqxOKW1/gTVJUt4YmCXp8NKg/aeBhf07ERHk\nguO2AdcsGLB9XPaeIxIRlcD3yN3BnpNSqiE3/COyS7aQG/Ix2BZgZkTUPMe5NnJDNfo/45jnuGbw\n9/sd4CZgQUppOvCvw6iBlNI24G7gzeSGY3zrua6TpEJnYJakw9sJLBmwfwPw2oh4RUSUAx8FOoFf\nDbjmwxExPxuK8NfAd/tPRERl/0OAQEVEVGWhe7AKoBJoBHoi4lIOHRP8NeD9WR0lETEvIk7I7uL+\nFPhKRMyIiPKIuCB7z8PASRFxalbD3w7j+59K7o51RzZu+l0Dzv0/4JUR8baIKIuIWRFx6oDz3wQ+\nDrwY+O9hfJYkFRwDsyQd3meAT2WzQHwspbSO3NjcfwaagNeTeyiwa8B7vkNuvPEmckMW/s+Ac+uA\nA+SGcNySbS9kkJTSfuBPyAX0PeSC6k0Dzt9L9iAgsA/45YCv8x6gG3ic3IODf5q9Zz1wNfBzoIHc\nQ32H8yHg6ojYD1yV1dNfw1Pkhol8FGgGHgJOGfDe72c1fT+l1D6Mz5KkghMpDf7JmyTpaETEZuAP\nUko/z3cthSAiNgIf9PdDUrHyDrMkadRExFvIjYm+Pd+1SNILVZbvAiRJ41NE1AMrgfdkM4lIUlFy\nSIYkSZI0BIdkSJIkSUMouCEZNTU1admyZfkuQ0eora2N6urqfJehI2TfipN9K072rfjYs+J0JH17\n4IEHmlJKdYe7ruAC85w5c7j//vvzXYaOUH19PatWrcp3GTpC9q042bfiZN+Kjz0rTkfSt4h48vBX\nOSRDkiRJGpKBWZIkSRqCgVmSJEkagoFZkiRJGoKBWZIkSRqCgVmSJEkagoFZkiRJGoKBWZIkSRqC\ngVmSJEkagoFZkiRJGoKBWZIkSeNGT18a8a9ZNuJfUZIkSRolbZ09bN1zgK172tm298DB7dzrAaaX\n9vDKi0b2Mw3MkiRJKhj7O7pzQbj5mSA8MBjvae8+5PqKshLmz5jE/BmTedG86UTLjhGvycAsSZKk\nMdPS0c3W5v4Q3P6sO8T7DhwaiCsHBOKT509n/ozJzJ8xiXkzJjF/xiRqqyspKYmD19fX7x7xmg3M\nkiRJeZRSIiXoS4m+7LV/P5G99vWfz12T+l/J3pON242AkojsFzBoP7LX/mMRz35PRAxZ7+HsO9B9\nSADeuqedbQO2Wzp6Drl+UnnpwQB82nE1BwNx/+us6oqjruloGZglSVJR6ujuZU97F/s7eujq6aO7\nt4/u3kRPbx9dvX309Ca6B2139yW6s2t7+tLB9/Vv9/T10d2Tu3bb9g6u3/IAPX19dPXm3jd4uzv7\nuj29g8NsFnb7hhGGR/4ZtaM2MFTnQvehIbtkQPCOg8egvbOX/Z2HBuLJFaUHA/AZi2Ywr2bSgFA8\niZkFEIgPx8AsSZLyqqe3j30HutnT3s3e9q6Dr3vbu9mT7e870MWettx+7touOrr7RuTzy0qC8tIS\nykqDiuy1vLSEns4+9qRWyktLsl+545MqSqgo7X9P7nhZSVBakoVHGHRHNwuXJc+EzSO55pCAmn1G\nSUAwMLTmvpfEM3ef+0M6g/bTgDvV/YF98HsGX8PzhP5nrs+9Jzd8YuCQicnMmFxe8IH4cAzMkiRp\nRKSU2N/Zw94s2O49kAXgtv7tAQE4e+2/Q/x8SkuCmknl1EwuZ8bkiuzBrnJmTC6nZnIFMyZXMLWq\njMqykoPBtj/wVjzPdvnB1xLKSuKQ8a8D1dfXs2rVy0frt0tFxMAsSVIRSSmxp72bnS0dNLV20t3b\nR28f9PblhhX0Zr8Gbj+z/9zXDr7+SK7t6u07eDd474FueoeYA3dqVRkzJlcwY3I50ydXsKi2mhmT\nK6iZXE7NpHJmVFdkIbicmkkV1FSXM7WyrOjvTqr4GZglSSoQ+zu62dnSya6WDnbu72BnSyc79nWw\nK9ve2dLBrpZOunpHZigCQHlpbihBaeRey0pLKIlnhhiUlT5zbvB+WUkJlWUlrDhmKjWTK3KhNwvA\nB4Nwf0CeVE5ZqeulqTgNKzBHxCXAl4BS4Ksppb8fdH4hcB1QBzQD704pbc3OfQ54LblVBW8DPpJS\nIQ5vlyRpdHR099LY3sd9m5vZ2dJxMBTvaOk4GIJ3tnTQ1tX7rPdOqSxj9rRKjplWxUsXzWT2tErm\nTK1izrQq6qZWUlGWDSuILMyWxHPsl+RC7oCxtqXx/EMRJB3qsIE5IkqBLwOvArYC90XETSmlRwdc\n9nngmymlb0TERcBngPdExMuAc4GTs+vWAC8H6kfuW5AkKT96evtoau1iZxZ+d7U8cyd4R38Q3t/B\n3v6FFu68++B7K8pKmJOF3xOPncaqFbNz+9OqDgbk2dOqmFLpD4OlfBvO/4VnAhtSSpsAIuJ64A3A\nwMC8EvjzbPsO4AfZdgKqgAoggHJg59GXLUnS0evs6WV/Rw+tHT3s7+hhf0c3Ldnr/gHH9nf0sL8z\n99p/vuVAD7vbOp81JVhpSVA3pZI50yo5btZkzlw8kznTKtnz9GYuOPNUjplWxZxplUyfVPwzB0gT\nxXAC8zxgy4D9rcBZg655GHgzuWEbbwKmRsSslNLdEXEHsJ1cYL4mpfTY4A+IiCuAKwDq6uqor68/\n0u9Dedba2mrfipB9K072LaerN3GgBw70JNp7Ege6yb325I63dw/Y7j8+4Jr2HugZxlDgylKYVBZM\nKsu9Ti4LZpXDgpqgZk45NZVBTVUwI3udVpHNXUsP0Jr9gtaaTtLTa9n+dO4vRRU+/18rTqPRt5H6\nOc/HgGsi4nLgTmAb0BsRy4ATgfnZdbdFxPkppdUD35xSuha4FmDFihVp1apVI1SWxkpu6p1V+S5D\nR8i+Fafx3re+vsTuti527Otg+74D7GjpYPu+DrbvPcD2fbmhDjv2ddA5jLRbXVHK1KpyplaVMbW6\njLr+7apyplWVHdw+9LWMadn2lMqyEXtQbbz3bTyyZ8VpNPo2nMC8DVgwYH9+duyglNLT5O4wExFT\ngLeklPZGxB8Cv04ptWbnfgqcAxwSmCVJE0NvX6KptTMXfPflAnD/r/79nS0ddPceOs6hvDSYM62K\nudOrOHl+DRevrKQmm393alUZUysPDb3TqsqZUlVGqQ+1SRoBwwnM9wHLI2IxuaD8DuBdAy+IiFqg\nOaXUB3yS3IwZAE8BfxgRnyE3JOPlwBdHqHZJUgHp6e1j1/7OLAAfyO4Qdzxzp3hfBzv3dz5rnt6K\nshLmTq/imGlVnLFwBsdMn5Tbn17FsdMnccz0KmZVVzijg6S8OWxgTin1RMSVwC3kppW7LqW0NiKu\nBu5PKd0ErAI+ExGJ3JCMD2dvvxG4CPgtuQcAf5ZS+tHIfxuSpBeqL1t8orO7j87eXjq7+w7u5157\nD9nv6O6lcX/nM2G4JXd3uHF/J4PXrKgqLzkYes9eOisLwpOYO62KuTVVzJ0+aVwsmytpfBvWGOaU\n0s3AzYOOXTVg+0Zy4Xjw+3qBDx5ljZI0YXX29LK7tYum1s6Drw8/2U3DnZvo7Omlq6ePzgG/cvvP\nHD+4f0gAPjQIDx7+MFzVFaXMrcndDT5+dt0zYXh6FoanTWLaJFdpk1T8nNxRksZQSomWjh52t3bS\n1NqVvea2B4bi3W251/0dPc/9hR7LTTgUARWludXWKspKqSzr3y7JtkuZXFHGjOxYxSHnS593v/I5\njleUllBZntuvnVLB1KryMfydk6T8MTBL0lHq6e2jua3rmdDb1knT/i6a2jqfdXd4d2vXcy5rHAEz\nJldQO6WCWdWVvGjedGZVV1A3tZJZ1RXMmlJ58NxDD9zDRS8/n4rSEspLwzu4kjTKDMySNISunj6e\nam5jY2Mbmxrb2NnSkd0RfiYE7+lfxW2QitKSXMjNwu6KY6ZSm23XTqlk1oDXmZMrhj192aaKcPU3\nSRpD/okracJLKdHc1pWF4lY2NbWxcVfu9anm9kNmdZhaVUZdFnKXzZ7CWUtmZqG3krqD4Th3fmql\n43claTwwMEuaMPrvFm/Y1camplY2NbaxsTH3uu/AM3eJK8tKWFxbzYlzp/K6k+eypK6aJbVTWFJX\n7bhdSZqADMySxpWUcqvE9d8h3tT4TDDesufAIXeL50yrZEntFF5/ytyDgXhp3RSOrZnkgheSpIMM\nzJKKUmdPL0/tbmdjY+vB8cW5u8WttAyYWaL/bvFJx07nslOOZUldLhgvrvVusSRpeAzMkgpWSomd\nLZ1samplc1P7wfHFmxpbeaq5/ZBFMo6ZVsWSumouO/VYltZNyQXj2mrm1UxyhThJ0lExMEvKq/4H\n7p5oauOJpjY2727LttvZ3NTGge7eg9dWlpWwpG4KJ83L3S1eOnsKS2qnsLiu2lkjJEmjxr9hJI2J\nlo5uNje1HQzGTzS1sbmpjU1NbYcszlFWEhw3czKLaqt52dJZLKqtZkltNYtqq5k7rcq7xZKkMWdg\nljRiDnT1DrhD/EwofqKpjd1tXQevi4Bjp09iSV01bzx1Hotrqw/+mjdjEuXDnI9YkqSxYGCWdERy\nU7O1PxOGd7fxRGNuKMX2fR2HXDt7aiWLa6t51co5LM7uEi+urea4mZOpKi/N03cgSdKRMTBLel4p\nJR7Zuo/bHt3JI9v2sbmpja17Dn3YbsbkchbVVnPO0lksnlXN4rpqFs3KhWPHFUuSxgP/NpN0iO7e\nPu59oplb1u7g1rU72dHSQWlJcMIxUzl5/nTeeOqxB+8UL66tpmZyRb5LliRpVBmYJdHe1cOd6xu5\nde1OfvH4LvYd6KaqvIQLltfxFyet4KITZjOj2mAsSZqYDMzSBNXc1sXqrd18+xv3s7qhkc6ePmom\nl/PKE+dw8UlzuGB5HZMqHGcsSZKBWZpAtu5p59a1O7n10R3c+0QzfQmOnb6Pd555HBefNIczF82k\nzBkqJEk6hIFZGsdSSqzf2Zobj/zoDn63rQWA4+dM4cMXLmPWga2877KLiHBuY0mSno+BWRpnevsS\nDz61h1sf3ckta3fw5O52IuD042bwyUtP4OKTjmFxbTUA9fXbDcuSJB2GgVkaBzp7evnVxt3cunYH\ntz26i6bWTspLg5ctreWDFyzllStnM3tqVb7LlCSpKBmYpSK1v6ObO9Y1cuvaHdSva6S1s4cplWWs\nWlHHxScdw4Ur6phaVZ7vMiVJKnoGZqmI7Nrfwc8f3cUta3fwq41NdPcmaqdU8PpT5nLxScfwsqWz\nqCxzZgtJkkaSgVkqYCklNjW18fNHd3Lrozv5zVN7SAkWzprM+89dzMUr53DacTMoLXEcsiRJo8XA\nLBWY9q4e7t64m/p1jdSv38WW5gMAvGjeNP7slcfz6pOO4fg5U3xYT5KkMWJglvKs/y7yHY/v4pfr\nG7nniWa6evqYVF7KuctmccUFS7lwRR3zZ0zOd6mSJE1IBmYpD9q7evjVht3Ur8+F5P67yMtmT+G9\nZy9k1YrZvHTxDMcjS5JUAAzM0hhIKbGxsY36ddld5E3NdPX2Mbmi9ODUby8/vo4FM72LLElSoTEw\nS6Nk4F3k+nWNbN2Tu4u8fPYU3vey3F3kMxZ5F1mSpEJnYJZGSO4ucmvuYb11jdz7xKF3kf/o5UtZ\n5VhkSZKKjoFZOgptnT38auNu6tfl7iJv2+tdZEmSxhsDs3QEUkps2NV6cMq3+57YQ1dvH9UVpbxs\nWS0funApq1bMZl7NpHyXKkmSRoiBWTqMts4e7trQRP36Rn454C7y8XOmcPm5i1h1fB1nLJpJRVlJ\nniuVJEmjwcAsPY8Nu/bzxZ83cMvaHXT3JqorSjl3WS0fvnAZL19R511kSZImCAOzNMjmpja+9IsG\nfvjQNiaVl/KesxfxypWzOWOhd5ElSZqIDMxSZktzO/98ewPf+802ykuDPzx/CR98+VJmVlfkuzRJ\nkpRHBmZNeNv3HeCa2zdww/1biAjee85C/njVUmZPrcp3aZIkqQAYmDVh7drfwVfu2Mh37n2KlBJv\nf+kCPnzhMuZOd2yyJEl6hoFZE87u1k7+7c5NfPPuzXT3Jt56+nyuvGiZy1JLkqTnZGDWhLG3vYt/\nX72Jr9+1mQPdvbzx1Hn8ySuWs6i2Ot+lSZKkAjaswBwRlwBfAkqBr6aU/n7Q+YXAdUAd0Ay8O6W0\nNTt3HPBVYAGQgNeklDaP1DcgHU5LRzfXrXmCr61+gv2dPbzu5Ln86SuXs2z21HyXJkmSisBhA3NE\nlAJfBl4FbAXui4ibUkqPDrjs88A3U0rfiIiLgM8A78nOfRP4dErptoiYAvSN6HcgPY+2zh6+/qvN\nXHvnJvYd6ObilXP4s1cdz4lzp+W7NEmSVESGc4f5TGBDSmkTQERcD7wBGBiYVwJ/nm3fAfwgu3Yl\nUJZSug0gpdQ6QnVLz6uju5dv3f0k//rLjexu6+LCFXX8+atW8OL50/NdmiRJKkKRUhr6goi3Apek\nlP4g238PcFZK6coB13wHuCel9KWIeDPwPaAWOB/4A6ALWAz8HPhESql30GdcAVwBUFdX95Ibbrhh\nhL49jZXW1lamTJmS1xq6+xK/3NLDjzZ1s68zcdKsEt60rIJlM0rzWlchK4S+6cjZt+Jk34qPPStO\nR9K3Cy+88IGU0hmHu26kHvr7GHBNRFwO3AlsA3qzr38+cBrwFPBd4HLgawPfnFK6FrgWYMWKFWnV\nqlUjVJbGSn19PfnqW3dvH/91/1auub2Bp/d1cebimXz0Vcdz1pJZeamnmOSzb3rh7Ftxsm/Fx54V\np9Ho23AC8zZyD+z1m58dOyil9DTwZoBsnPJbUkp7I2Ir8NCA4Rw/AM5mUGCWXoie3j6+/+A2/un2\nBrY0H+C042r43FtP4dxls4iIfJcnSZLGieEE5vuA5RGxmFxQfgfwroEXREQt0JxS6gM+SW7GjP73\n1kREXUqpEbgIuH+kitfE1NuX+PEjT/OlnzewqamNF82bxv++/CQuXDHboCxJkkbcYQNzSqknIq4E\nbiE3rdx1KaW1EXE1cH9K6SZgFfCZiEjkhmR8OHtvb0R8DPhF5JLMA8C/j863ovGury/xs7U7+MJt\n62nY1cqKOVP513e/hFefNMegLEmSRs2wxjCnlG4Gbh507KoB2zcCNz7Pe28DTj6KGjXBpZT4+WO7\n+Mfb1vPY9haW1lXzz+88jde+eC4lJQZlSZI0ulzpTwUrpcQv1zfyhdvW8/DWfSycNZl/fNspvOHU\neZQalCVJ0hgxMKsgNbV28vEbH+H2x3cxr2YSn33Li3nz6fMpLy3Jd2mSJGmCMTCr4NSv28XH/usR\nWjq6+dRrT+Q95yykssy5lCVJUn4YmFUwOnt6+exP13HdXU9w/JwpfPsPzuSEY1zGWpIk5ZeBWQWh\nYed+/uT6h3hsewvvO2chn3zNiVSVe1dZkiTln4FZeZVS4v/d8xR/9+NHqa4s42vvO4NXnDgn32VJ\nkiQdZGBW3jS3dfGX33uE2x7dyfnLa/mHt53C7KlV+S5LkiTpEAZm5cWahib+/IaH2Nuee7Dv989d\n7JzKkiSpIBmYNaa6evr4h1vX8W93bmJpXTX/8f6XctKx0/NdliRJ0vMyMGvMbGxs5SPXP8jvtrXw\nrrOO43+9diWTKnywT5IkFTYDs0ZdSonv3reF//2jR6ksL+Hf3vMSXn3SMfkuS5IkaVgMzBpVe9u7\n+OR//5af/m4HL1s6i39826kcM90H+yRJUvEwMGvU3L1xN39+w0M07u/kk5eewB+ev8QH+yRJUtEx\nMGvEdff28cWfr+cr9RtZNKua73/oXF483wf7JElScTIwa0RtbmrjI999iIe37OXtZyzgqtevpLrS\n/8wkSVLxMsloRKSUuPGBrfzND39HaUnwld87nde8eG6+y5IkSTpqBmYdtX0HuvmXhzu5d8fDgjxD\nrwAAG3NJREFUnLV4Jl94+6kcWzMp32VJkiSNCAOzjsp9m5v50+sfYvu+Xv7i1Sv4o5cvpdQH+yRJ\n0jhiYNYL0tPbxz/dvoFrbm9g/ozJ/PVZVXzgwmX5LkuSJGnEleS7ABWfLc3tvO3f7uafftHAm06b\nz80fOZ+lNa7YJ0mSxifvMOuI/PChbXzq+78D4J/eeRqXnXJsniuSJEkaXQZmDcv+jm6u+uFavv/g\nNs5YOIMvvP1UFsycnO+yJEmSRp2BWYf1m6f28JHrH2TbngP86SuXc+WFyygrdTSPJEmaGAzMel69\nfYmv3LGBL/6igbnTq/ivPzqHlyycme+yJEmSxpSBWc9pV0sHV37nQe7d3MwbTj2Wv3vji5hWVZ7v\nsiRJksacgVnP6ePfe4TfbtvHF95+Cm86bX6+y5EkScobB6LqWe5Yt4v6dY189OLjDcuSJGnCMzDr\nEN29fXz6J4+xaNZk3nvOonyXI0mSlHcGZh3iO/c8xYZdrfz1a1dSUeZ/HpIkSSYiHbS3vYsv/Hw9\n5y6bxStPnJ3vciRJkgqCgVkHfekXDbQc6OZTr11JROS7HEmSpIJgYBYAGxtb+dbdT/L2lx7HiXOn\n5bscSZKkgmFgFgD/9yePUVVeykcvPj7fpUiSJBUUA7O4c30jv3h8F//zomXUTqnMdzmSJEkFxcA8\nwfX09vF/fvIox82czOXnLsp3OZIkSQXHwDzB/ed9W1i/s5W/es2JVJaV5rscSZKkgmNgnsD2Hejm\nC7et56zFM3n1SXPyXY4kSVJBMjBPYNfc3sCe9i7+1+ucRk6SJOn5GJgnqCea2vj6rzbztpcs4EXz\npue7HEmSpII1rMAcEZdExLqI2BARn3iO8wsj4hcR8UhE1EfE/EHnp0XE1oi4ZqQK19H5vzc/RkVp\nCR99tdPISZIkDeWwgTkiSoEvA5cCK4F3RsTKQZd9HvhmSulk4GrgM4PO/x1w59GXq5Fw14Ymbnt0\nJx++aBmzp1bluxxJkqSCNpw7zGcCG1JKm1JKXcD1wBsGXbMSuD3bvmPg+Yh4CTAHuPXoy9XR6u1L\n/N2PH2X+jEn8/rmL812OJElSwSsbxjXzgC0D9rcCZw265mHgzcCXgDcBUyNiFrAH+Afg3cArn+8D\nIuIK4AqAuro66uvrh1m+jlT9lm4e39HFh06t5Nd3rR6xr9va2mrfipB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"text/plain": [ - "" + "" ] }, "metadata": {}, diff --git a/notebooks/neural_networks/deep_feed_forward_neural_network.ipynb b/notebooks/neural_networks/deep_feed_forward_neural_network.ipynb index 5fb7da2..b58b2df 100644 --- a/notebooks/neural_networks/deep_feed_forward_neural_network.ipynb +++ b/notebooks/neural_networks/deep_feed_forward_neural_network.ipynb @@ -16,7 +16,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 1, "metadata": {}, "outputs": [ { @@ -51,7 +51,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 2, "metadata": {}, "outputs": [ { @@ -78,7 +78,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 3, "metadata": { "collapsed": true }, @@ -98,7 +98,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 4, "metadata": {}, "outputs": [ { @@ -139,7 +139,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 5, "metadata": {}, "outputs": [ { @@ -156,7 +156,7 @@ "creating: createTrainSummary\n", "creating: createSeveralIteration\n", "creating: createValidationSummary\n", - "saving logs to multilayer_perceptron-20171024-090658\n" + "saving logs to multilayer_perceptron-20171025-111450\n" ] } ], @@ -191,7 +191,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 6, "metadata": {}, "outputs": [ { @@ -199,8 +199,8 @@ "output_type": "stream", "text": [ "Optimization Done.\n", - "CPU times: user 4.54 ms, sys: 2.2 ms, total: 6.74 ms\n", - "Wall time: 47.6 s\n" + "CPU times: user 8.11 ms, sys: 3.14 ms, total: 11.2 ms\n", + "Wall time: 55.7 s\n" ] } ], @@ -213,7 +213,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 7, "metadata": { "collapsed": true }, @@ -238,15 +238,15 @@ "7.0, 2.0, 1.0, 0.0, 4.0, 1.0, 4.0, 9.0\n", "Predicted labels:\n", "7, 2, 1, 0, 4, 1, 4, 9\n", - "CPU times: user 61.9 ms, sys: 4.28 ms, total: 66.2 ms\n", - "Wall time: 499 ms\n" + "CPU times: user 117 ms, sys: 6.76 ms, total: 124 ms\n", + "Wall time: 938 ms\n" ] }, { "data": { "image/png": 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h4eHmJA1wvSJDD75aQS+B27t3b7MOz7Bhw276uOTkZGbOnBnQtt0qfQIEsK66RX823aty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\ngC6EEDYhAV0IIWxCAroQQtjE/wFIye0NfFiqDQAAAABJRU5ErkJggg==\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -256,7 +256,7 @@ "source": [ "%%time\n", "predictions = trained_model.predict(test_data)\n", - "imshow(np.column_stack([np.array(s.features.to_ndarray()).reshape(28,28) for s in test_data.take(8)]),cmap='gray'); axis('off')\n", + "imshow(np.column_stack([np.array(s.features[0].to_ndarray()).reshape(28,28) for s in test_data.take(8)]),cmap='gray'); axis('off')\n", "print 'Ground Truth labels:'\n", "print ', '.join(str(map_groundtruth_label(s.label.to_ndarray())) for s in test_data.take(8))\n", "print 'Predicted labels:'\n", @@ -265,14 +265,14 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 10, "metadata": {}, "outputs": [ { "data": { - "image/png": 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cx9FKURpqz9QALUEdIVfUEJJAHaUjp1YKM3tQ0lBJvcxsqqTLJXWS5O7+R0lHmNmpklZI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\n42G7MLd///vf5+1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Qf/fd8bi//CWC/OTJMfs9bVrMMG+/vbTBBtEq8tRT0abRuXME0912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\nxplNmwbXXw9HH527ksZnHktlsI9UL3tIZbCP8nAwzuzb34ZjjoHVV89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OGjCBOSrMhWVBee2+bRmtFeYhESFUqyVDRERERDppwATmr7bH3rcto6KuEbfTRmSoU2Pl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\nJEnq8C+SVVamKWIhPQAAAABJRU5ErkJggg==\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -296,6 +296,15 @@ "plt.grid(True)" ] }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [] + }, { "cell_type": "code", "execution_count": null, diff --git a/notebooks/neural_networks/introduction_to_mnist.ipynb b/notebooks/neural_networks/introduction_to_mnist.ipynb index d99a8d6..ec68827 100644 --- a/notebooks/neural_networks/introduction_to_mnist.ipynb +++ b/notebooks/neural_networks/introduction_to_mnist.ipynb @@ -106,7 +106,7 @@ "data": { "image/png": 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HWvyZmZlUFIVXr17lkiVLOHjwYA4ePJgAeP/99/Orr76ioiisrKxkZWWlNrnK39+f06dP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\nHxebd0nIMiF9AAAAAElFTkSuQmCC\n", "text/plain": [ - "" + "" ] }, "metadata": {}, diff --git a/notebooks/neural_networks/logistic_regression.ipynb b/notebooks/neural_networks/logistic_regression.ipynb index 674f3f6..c8e3a69 100644 --- a/notebooks/neural_networks/logistic_regression.ipynb +++ b/notebooks/neural_networks/logistic_regression.ipynb @@ -164,8 +164,8 @@ "output_type": "stream", "text": [ "Optimization Done.\n", - "CPU times: user 3.23 ms, sys: 1.74 ms, total: 4.96 ms\n", - "Wall time: 26.4 s\n" + "CPU times: user 4.83 ms, sys: 1.92 ms, total: 6.75 ms\n", + "Wall time: 20 s\n" ] } ], @@ -209,7 +209,7 @@ "data": { "image/png": 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h4eHmJA1wvSJDD75aQS+B27t3b7MOz7Bhw276uOTkZGbOnBnQtt0qfQIEsK66RX823aty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\ngC6EEDYhAV0IIWxCAroQQtjE/wFIye0NfFiqDQAAAABJRU5ErkJggg==\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -219,7 +219,7 @@ "source": [ "# Prediction\n", "predictions = trained_model.predict(test_data)\n", - "imshow(np.column_stack([np.array(s.features.to_ndarray()).reshape(28,28) for s in test_data.take(8)]),cmap='gray'); axis('off')\n", + "imshow(np.column_stack([np.array(s.features[0].to_ndarray()).reshape(28,28) for s in test_data.take(8)]),cmap='gray'); axis('off')\n", "print 'Ground Truth labels:'\n", "print ', '.join(str(map_groundtruth_label(s.label.to_ndarray())) for s in test_data.take(8))\n", "print 'Predicted labels:'\n", diff --git a/notebooks/neural_networks/lstm.ipynb b/notebooks/neural_networks/lstm.ipynb index 1a427b7..52947fb 100644 --- a/notebooks/neural_networks/lstm.ipynb +++ b/notebooks/neural_networks/lstm.ipynb @@ -60,7 +60,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 3, "metadata": {}, "outputs": [ { @@ -81,8 +81,8 @@ "mnist_path = \"datasets/mnist\"\n", "(train_data, test_data) = get_mnist(sc, mnist_path)\n", "\n", - "train_data = train_data.map(lambda s: Sample.from_ndarray(np.resize(s.features.to_ndarray(), (28, 28)), s.label.to_ndarray()))\n", - "test_data = test_data.map(lambda s: Sample.from_ndarray(np.resize(s.features.to_ndarray(), (28, 28)), s.label.to_ndarray()))\n", + "train_data = train_data.map(lambda s: Sample.from_ndarray(np.resize(s.features[0].to_ndarray(), (28, 28)), s.label.to_ndarray()))\n", + "test_data = test_data.map(lambda s: Sample.from_ndarray(np.resize(s.features[0].to_ndarray(), (28, 28)), s.label.to_ndarray()))\n", "print train_data.count()\n", "print test_data.count()" ] @@ -103,7 +103,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 4, "metadata": { "collapsed": true }, @@ -120,7 +120,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 5, "metadata": {}, "outputs": [ { @@ -158,7 +158,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 6, "metadata": {}, "outputs": [ { @@ -174,7 +174,7 @@ "creating: createTrainSummary\n", "creating: createSeveralIteration\n", "creating: createValidationSummary\n", - "saving logs to rnn-20170720-151955\n" + "saving logs to rnn-20171025-111307\n" ] } ], @@ -212,7 +212,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 7, "metadata": {}, "outputs": [ { @@ -220,8 +220,8 @@ "output_type": "stream", "text": [ "Optimization Done.\n", - "CPU times: user 40 ms, sys: 12 ms, total: 52 ms\n", - "Wall time: 11min 4s\n" + "CPU times: user 36.4 ms, sys: 15.7 ms, total: 52.1 ms\n", + "Wall time: 7min 21s\n" ] } ], @@ -234,7 +234,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 8, "metadata": { "collapsed": true }, @@ -248,7 +248,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 10, "metadata": {}, "outputs": [ { @@ -259,15 +259,15 @@ "7.0, 2.0, 1.0, 0.0, 4.0, 1.0, 4.0, 9.0\n", "Predicted labels:\n", "7, 2, 1, 0, 4, 1, 4, 9\n", - "CPU times: user 40 ms, sys: 0 ns, total: 40 ms\n", - "Wall time: 3.23 s\n" + "CPU times: user 42.8 ms, sys: 3.78 ms, total: 46.6 ms\n", + "Wall time: 1.34 s\n" ] }, { "data": { - "image/png": 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+ "image/png": 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h4eHmJA1wvSJDD75aQS+B27t3b7MOz7Bhw276uOTkZGbOnBnQtt0qfQIEsK66RX823aty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\ngC6EEDYhAV0IIWxCAroQQtjE/wFIye0NfFiqDQAAAABJRU5ErkJggg==\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -277,7 +277,7 @@ "source": [ "%%time\n", "predictions = trained_model.predict(test_data)\n", - "imshow(np.column_stack([np.array(s.features.to_ndarray()).reshape(28,28) for s in test_data.take(8)]),cmap='gray'); axis('off')\n", + "imshow(np.column_stack([np.array(s.features[0].to_ndarray()).reshape(28,28) for s in test_data.take(8)]),cmap='gray'); axis('off')\n", "print 'Ground Truth labels:'\n", "print ', '.join(str(map_groundtruth_label(s.label.to_ndarray())) for s in test_data.take(8))\n", "print 'Predicted labels:'\n", @@ -293,14 +293,14 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 11, "metadata": {}, "outputs": [ { "data": { - "image/png": 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BXtSdYiBgBgAAAFKQwwwAAIA+jxxmAAAAICcCZnQkcsKQF3UHeVBvkBd1pxgImAEAAIAU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\n/asHs0GgHL8/CFw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/iEnfuST33tuzM3czZ/Ys2MiSw1xr/4sWZc/rv/lmf/AWFz/wXbBA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JTpmq5rFWUh/H/T0DjzWJVXhaB2keAAAASKdMBdNfSvpdoKrHcZLKrLVRKR5NNX3V1qgp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\nE4JgW7dV1YVeu7G8xvXqZEW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0FK7IxQqmnX9r8Xo3I/eXPNP41Rwnj8+GBnk6x2oET2Kc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"text/plain": [ - "" + "" ] }, "metadata": {}, diff --git a/notebooks/neural_networks/rnn.ipynb b/notebooks/neural_networks/rnn.ipynb index 4d8be46..54fe79f 100644 --- a/notebooks/neural_networks/rnn.ipynb +++ b/notebooks/neural_networks/rnn.ipynb @@ -81,8 +81,8 @@ "mnist_path = \"datasets/mnist\"\n", "(train_data, test_data) = get_mnist(sc, mnist_path)\n", "\n", - "train_data = train_data.map(lambda s: Sample.from_ndarray(np.resize(s.features.to_ndarray(), (28, 28)), s.label.to_ndarray()))\n", - "test_data = test_data.map(lambda s: Sample.from_ndarray(np.resize(s.features.to_ndarray(), (28, 28)), s.label.to_ndarray()))\n", + "train_data = train_data.map(lambda s: Sample.from_ndarray(np.resize(s.features[0].to_ndarray(), (28, 28)), s.label.to_ndarray()))\n", + "test_data = test_data.map(lambda s: Sample.from_ndarray(np.resize(s.features[0].to_ndarray(), (28, 28)), s.label.to_ndarray()))\n", "print train_data.count()\n", "print test_data.count()" ] @@ -175,7 +175,7 @@ "creating: createTrainSummary\n", "creating: createSeveralIteration\n", "creating: createValidationSummary\n", - "saving logs to rnn-20170720-153348\n" + "saving logs to rnn-20171025-111346\n" ] } ], @@ -221,8 +221,8 @@ "output_type": "stream", "text": [ "Optimization Done.\n", - "CPU times: user 16 ms, sys: 0 ns, total: 16 ms\n", - "Wall time: 3min 42s\n" + "CPU times: user 25.8 ms, sys: 9.95 ms, total: 35.7 ms\n", + "Wall time: 4min 52s\n" ] } ], @@ -249,7 +249,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 9, "metadata": {}, "outputs": [ { @@ -260,15 +260,15 @@ "7.0, 2.0, 1.0, 0.0, 4.0, 1.0, 4.0, 9.0\n", "Predicted labels:\n", "7, 2, 1, 0, 4, 1, 4, 9\n", - "CPU times: user 32 ms, sys: 4 ms, total: 36 ms\n", - "Wall time: 687 ms\n" + "CPU times: user 41.9 ms, sys: 3.35 ms, total: 45.3 ms\n", + "Wall time: 503 ms\n" ] }, { "data": { - "image/png": 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+ "image/png": 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h4eHmJA1wvSJDD75aQS+B27t3b7MOz7Bhw276uOTkZGbOnBnQtt0qfQIEsK66RX823aty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\ngC6EEDYhAV0IIWxCAroQQtjE/wFIye0NfFiqDQAAAABJRU5ErkJggg==\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -278,7 +278,7 @@ "source": [ "%%time\n", "predictions = trained_model.predict(test_data)\n", - "imshow(np.column_stack([np.array(s.features.to_ndarray()).reshape(28,28) for s in test_data.take(8)]),cmap='gray'); axis('off')\n", + "imshow(np.column_stack([np.array(s.features[0].to_ndarray()).reshape(28,28) for s in test_data.take(8)]),cmap='gray'); axis('off')\n", "print 'Ground Truth labels:'\n", "print ', '.join(str(map_groundtruth_label(s.label.to_ndarray())) for s in test_data.take(8))\n", "print 'Predicted labels:'\n", @@ -294,14 +294,14 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 10, "metadata": {}, "outputs": [ { "data": { - "image/png": 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I4EiX/ey6q3f/ssvKqTERERERkV3ZqRSZVCImlWL33YGhQ73lHFSZiIiIiAqo0qkUFbd0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/cPNpjtafNG0xbvlwFathEBEREZEjSRswZ/bv5OpxewvLI9wSIiIiIqrPkjZgBoAmjZw3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\nU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GbcNEoO3oefXtiLZi5MIkmStkNtrjCXAPNSSgtSShuAscA5W+yTgM1TDewNvFltfI+I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\nliRJkmpgYJYkSZJqYGCWJEmSavD/YJ0rhXSC0q8AAAAASUVORK5CYII=\n", "text/plain": [ - "" + "" ] }, "metadata": {}, From fc76e3fff83b859060682af9331910d5d8a73a1a Mon Sep 17 00:00:00 2001 From: lopelopelope Date: Wed, 25 Oct 2017 13:21:55 +0800 Subject: [PATCH 05/18] Fix docs --- README.md | 6 ++++-- 1 file changed, 4 insertions(+), 2 deletions(-) diff --git a/README.md b/README.md index a642e2d..2dda817 100644 --- a/README.md +++ b/README.md @@ -23,11 +23,11 @@ Step-by-step Deep Leaning Tutorials on Apache Spark using [BigDL](https://github + JDK 8 + Apache Spark 2.1.0 + Jupyter Notebook 4.1 -+ BigDL 0.2.0 ++ BigDL 0.3.0 + [Setup env on Mac OS](https://github.com/intel-analytics/BigDL-Tutorials/blob/master/SetupMac.md) / [Setup env on Linux](https://github.com/intel-analytics/BigDL-Tutorials/blob/master/SetupLinux.md) ### Start Jupyter Server -* Download BigDL 0.2.0([linux64](https://repo1.maven.org/maven2/com/intel/analytics/bigdl/dist-spark-2.1.1-scala-2.11.8-linux64/0.2.0/dist-spark-2.1.1-scala-2.11.8-linux64-0.2.0-dist.zip), [mac](https://oss.sonatype.org/content/groups/public/com/intel/analytics/bigdl/dist-spark-2.1.1-scala-2.11.8-mac/0.2.0/dist-spark-2.1.1-scala-2.11.8-mac-0.2.0-dist.zip)) and unzip file. +* Download BigDL 0.3.0 and unzip file. * Run ```export BIGDL_HOME=where is your unzipped bigdl folder``` * Run ```export SPARK_HOME=where is your unpacked spark folder``` * Run ```./start_notebook.sh``` @@ -36,3 +36,5 @@ Step-by-step Deep Leaning Tutorials on Apache Spark using [BigDL](https://github * Open a browser - Suggest Chrome or Firefox or Safari * Access notebook client at address http://localhost:8888, open the example ipynb files and execute. +## Note +* This notebook is for BigDL 0.3.0. Please refer branch-0.2 if you need to use BigDL 0.2.0. From 51ec2d1e37be3a3b4558e9a8bf83ad45c647f014 Mon Sep 17 00:00:00 2001 From: lopelopelope Date: Mon, 30 Oct 2017 11:03:45 +0800 Subject: [PATCH 06/18] unsaved changes --- notebooks/neural_networks/autoencoder.ipynb | 34 ++++++++++----------- 1 file changed, 17 insertions(+), 17 deletions(-) diff --git a/notebooks/neural_networks/autoencoder.ipynb b/notebooks/neural_networks/autoencoder.ipynb index ffb0b83..f931e85 100644 --- a/notebooks/neural_networks/autoencoder.ipynb +++ b/notebooks/neural_networks/autoencoder.ipynb @@ -9,7 +9,7 @@ }, { "cell_type": "code", - "execution_count": 29, + "execution_count": 1, "metadata": {}, "outputs": [ { @@ -40,7 +40,7 @@ }, { "cell_type": "code", - "execution_count": 30, + "execution_count": 2, "metadata": {}, "outputs": [ { @@ -71,7 +71,7 @@ }, { "cell_type": "code", - "execution_count": 31, + "execution_count": 3, "metadata": { "collapsed": true }, @@ -90,7 +90,7 @@ }, { "cell_type": "code", - "execution_count": 32, + "execution_count": 4, "metadata": {}, "outputs": [ { @@ -125,7 +125,7 @@ }, { "cell_type": "code", - "execution_count": 33, + "execution_count": 5, "metadata": {}, "outputs": [ { @@ -137,7 +137,7 @@ "creating: createMaxEpoch\n", "creating: createOptimizer\n", "creating: createTrainSummary\n", - "saving logs to autoencoder-20171025-111944\n" + "saving logs to autoencoder-20171030-092631\n" ] } ], @@ -164,7 +164,7 @@ }, { "cell_type": "code", - "execution_count": 34, + "execution_count": 6, "metadata": {}, "outputs": [ { @@ -172,8 +172,8 @@ "output_type": "stream", "text": [ "Optimization Done.\n", - "CPU times: user 6.75 ms, sys: 2.54 ms, total: 9.3 ms\n", - "Wall time: 34.5 s\n" + "CPU times: user 5.9 ms, sys: 2.81 ms, total: 8.72 ms\n", + "Wall time: 25 s\n" ] } ], @@ -186,24 +186,24 @@ }, { "cell_type": "code", - "execution_count": 35, + "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 35, + "execution_count": 7, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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QPJ4PxtFQPhinCMYAAABoHu8H43BuiYl0ps0rAQAAQCfzfjAOOcGYijEAAACax/PBOEIw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AAIBO5vtgfNqKBYqGjTZsP+T1UgAAANDBfB+Mu2Jhnbl6QL99lmAMAACA1vF9MJakM48d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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -223,7 +223,7 @@ }, { "cell_type": "code", - "execution_count": 36, + "execution_count": 8, "metadata": {}, "outputs": [ { @@ -236,9 +236,9 @@ }, { "data": { - "image/png": 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YNgPwz0uSGvTP6a/6th1/say3FDepZnVfdultzGYyaTTwbetID+rTiIVMp4B8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\ngZGRGJAx1uUDIyM1kDFcg6n1QOsyf7eytjkCpVQ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3r8YqUw9Sx4ZbZwD+fFFCg/487RX/sRMukv2WPJNql/dll97OTCaTThP/sS70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\nrNcPvHM+AB1SJFDCEZnrg2CnJRnXKwu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Q5DMyJo6MWmuTAd1gMBgMBoMhHIwDusFgMBgM\nBkMYmMGUwWAwGAwGQxiYwZTBYDAYDAZDGJjBlMFgMBgMBkMYmMGUwWAwGAwGQxiYwZTBYDAYDAZD\nGJjBlMFgMBgMBkMYmMGUwWAwGAwGQxj8Px5HJSdy24JLAAAAAElFTkSuQmCC\n", "text/plain": [ - "" + "" ] }, "metadata": {}, From 8ffb80c44ab0615a8ca0984ec70c457ed55a9926 Mon Sep 17 00:00:00 2001 From: lopelopelope Date: Mon, 30 Oct 2017 16:13:10 +0800 Subject: [PATCH 07/18] change README address for 0.3.0 download --- README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/README.md b/README.md index 2dda817..4bb2a9a 100644 --- a/README.md +++ b/README.md @@ -27,7 +27,7 @@ Step-by-step Deep Leaning Tutorials on Apache Spark using [BigDL](https://github + [Setup env on Mac OS](https://github.com/intel-analytics/BigDL-Tutorials/blob/master/SetupMac.md) / [Setup env on Linux](https://github.com/intel-analytics/BigDL-Tutorials/blob/master/SetupLinux.md) ### Start Jupyter Server -* Download BigDL 0.3.0 and unzip file. +* Download BigDL 0.3.0([linux64](https://repo1.maven.org/maven2/com/intel/analytics/bigdl/dist-spark-2.2.0-scala-2.11.8-linux64/0.3.0/dist-spark-2.2.0-scala-2.11.8-linux64-0.3.0-dist.zip ), [mac](https://repo1.maven.org/maven2/com/intel/analytics/bigdl/dist-spark-2.2.0-scala-2.11.8-linux64/0.3.0/dist-spark-2.2.0-scala-2.11.8-linux64-0.3.0-dist.zip)) and unzip file. * Run ```export BIGDL_HOME=where is your unzipped bigdl folder``` * Run ```export SPARK_HOME=where is your unpacked spark folder``` * Run ```./start_notebook.sh``` From 7e080d71f8811709495ba7bb7a64b922ba248bfc Mon Sep 17 00:00:00 2001 From: lopelopelope Date: Mon, 30 Oct 2017 16:22:05 +0800 Subject: [PATCH 08/18] change README --- README.md | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/README.md b/README.md index 4bb2a9a..97f82cc 100644 --- a/README.md +++ b/README.md @@ -21,13 +21,13 @@ Step-by-step Deep Leaning Tutorials on Apache Spark using [BigDL](https://github ### Environment + Python 2.7 + JDK 8 -+ Apache Spark 2.1.0 ++ Apache Spark 2.2.0 + Jupyter Notebook 4.1 + BigDL 0.3.0 + [Setup env on Mac OS](https://github.com/intel-analytics/BigDL-Tutorials/blob/master/SetupMac.md) / [Setup env on Linux](https://github.com/intel-analytics/BigDL-Tutorials/blob/master/SetupLinux.md) ### Start Jupyter Server -* Download BigDL 0.3.0([linux64](https://repo1.maven.org/maven2/com/intel/analytics/bigdl/dist-spark-2.2.0-scala-2.11.8-linux64/0.3.0/dist-spark-2.2.0-scala-2.11.8-linux64-0.3.0-dist.zip ), [mac](https://repo1.maven.org/maven2/com/intel/analytics/bigdl/dist-spark-2.2.0-scala-2.11.8-linux64/0.3.0/dist-spark-2.2.0-scala-2.11.8-linux64-0.3.0-dist.zip)) and unzip file. +* Download BigDL 0.3.0([linux or mac](https://repo1.maven.org/maven2/com/intel/analytics/bigdl/dist-spark-2.2.0-scala-2.11.8-linux64/0.3.0/dist-spark-2.2.0-scala-2.11.8-linux64-0.3.0-dist.zip )) and unzip file. * Run ```export BIGDL_HOME=where is your unzipped bigdl folder``` * Run ```export SPARK_HOME=where is your unpacked spark folder``` * Run ```./start_notebook.sh``` From 894c3141e9d6b43ec243b546af9de89615746296 Mon Sep 17 00:00:00 2001 From: lopelopelope Date: Fri, 3 Nov 2017 15:26:52 +0800 Subject: [PATCH 09/18] prepare sc for jenkins --- notebooks/neural_networks/autoencoder.ipynb | 45 ++++++++++++------- notebooks/neural_networks/birnn.ipynb | 2 + notebooks/neural_networks/cnn.ipynb | 2 + .../deep_feed_forward_neural_network.ipynb | 2 + .../introduction_to_mnist.ipynb | 2 + .../neural_networks/linear_regression.ipynb | 2 + .../neural_networks/logistic_regression.ipynb | 2 + notebooks/neural_networks/lstm.ipynb | 2 + notebooks/neural_networks/rnn.ipynb | 2 + 9 files changed, 44 insertions(+), 17 deletions(-) diff --git a/notebooks/neural_networks/autoencoder.ipynb b/notebooks/neural_networks/autoencoder.ipynb index f931e85..75d8a56 100644 --- a/notebooks/neural_networks/autoencoder.ipynb +++ b/notebooks/neural_networks/autoencoder.ipynb @@ -9,7 +9,7 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": 4, "metadata": {}, "outputs": [ { @@ -34,22 +34,33 @@ "from bigdl.dataset.transformer import *\n", "from bigdl.dataset import mnist\n", "from utils import get_mnist\n", + "from pyspark import SparkContext\n", + "sc=SparkContext.getOrCreate()\n", "\n", "init_engine()" ] }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ + "('Downloading data from', 'http://yann.lecun.com/exdb/mnist/train-images-idx3-ubyte.gz')\n", + "9822208/9912422 [============================>.] - ETA: 0s('Successfully downloaded', 'train-images-idx3-ubyte.gz', 9912422, 'bytes.')\n", "('Extracting', 'datasets/mnist/train-images-idx3-ubyte.gz')\n", + "('Downloading data from', 'http://yann.lecun.com/exdb/mnist/train-labels-idx1-ubyte.gz')\n", + "16384/28881 [================>.............] - ETA: 0s('Successfully downloaded', 'train-labels-idx1-ubyte.gz', 28881, 'bytes.')\n", "('Extracting', 'datasets/mnist/train-labels-idx1-ubyte.gz')\n", + "('Downloading data from', 'http://yann.lecun.com/exdb/mnist/t10k-images-idx3-ubyte.gz')\n", + "1507328/1648877 [==========================>...] - ETA: 0s('Successfully downloaded', 't10k-images-idx3-ubyte.gz', 1648877, 'bytes.')\n", "('Extracting', 'datasets/mnist/t10k-images-idx3-ubyte.gz')\n", + "('Downloading data from', 'http://yann.lecun.com/exdb/mnist/t10k-labels-idx1-ubyte.gz')\n", + "9084/4542 [============================================================] - 0s\n", + "('Successfully downloaded', 't10k-labels-idx1-ubyte.gz', 4542, 'bytes.')\n", "('Extracting', 'datasets/mnist/t10k-labels-idx1-ubyte.gz')\n", "60000\n", "10000\n" @@ -71,7 +82,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 6, "metadata": { "collapsed": true }, @@ -90,7 +101,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 7, "metadata": {}, "outputs": [ { @@ -125,7 +136,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 8, "metadata": {}, "outputs": [ { @@ -137,7 +148,7 @@ "creating: createMaxEpoch\n", "creating: createOptimizer\n", "creating: createTrainSummary\n", - "saving logs to autoencoder-20171030-092631\n" + "saving logs to autoencoder-20171103-152309\n" ] } ], @@ -164,7 +175,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 9, "metadata": {}, "outputs": [ { @@ -172,8 +183,8 @@ "output_type": "stream", "text": [ "Optimization Done.\n", - "CPU times: user 5.9 ms, sys: 2.81 ms, total: 8.72 ms\n", - "Wall time: 25 s\n" + "CPU times: user 3.82 ms, sys: 1.93 ms, total: 5.75 ms\n", + "Wall time: 22.2 s\n" ] } ], @@ -186,24 +197,24 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 7, + "execution_count": 10, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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AAIBO5vtgfNqKBYqGjTZsP+T1UgAAANDBfB+Mu2Jhnbl6QL99lmAMAACA1vF9MJakM48d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YpU8V06Ybz/jnG6xQW7OyHu9bxjK3Hfuxv4iObu4rTbTDPV7L0e/O5Y/GjqACza2ghAmzopIgpe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\n", 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TioaCC/k4AAAAYEazBmNr7ZWznD8oaXXVVpQVcQXjiRjBGAAAAIvLt/0KxuR7jMdiSQ9X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YvfJtdz5pgibPzFIi7spg3Nw9Qhubjj4omG2/cEVjFm6QnpsFstmDYkD+uqW7FgdJHmucevmYGb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\nAAAASUVORK5CYII=\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -223,7 +234,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 11, "metadata": {}, "outputs": [ { @@ -236,9 +247,9 @@ }, { "data": { - "image/png": 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3r8YqUw9Sx4ZbZwD+fFFCg/487RX/sRMukv2WPJNql/dll97OTCaTThP/sS70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\nH5hr/YwA3gUWWMe/BLKMjIkvo1PlOxBkNHpqZDy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sbpsBWPqqLA1aevZwf9kpl8l+S55fKpf3ZZfexnQmUpt6/rJ2HEJd0pnH3+SR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\nWbMuBMDzb4mTTB8Z2fdJ7c+n0OR3ed5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DNTCDKYPBYDAYDIZqYAZTBoPBYDAYDNXg/wEK\n+y0saavo3AAAAABJRU5ErkJggg==\n", "text/plain": [ - "" + "" ] }, "metadata": {}, diff --git a/notebooks/neural_networks/birnn.ipynb b/notebooks/neural_networks/birnn.ipynb index ae2fdf5..817c4ce 100644 --- a/notebooks/neural_networks/birnn.ipynb +++ b/notebooks/neural_networks/birnn.ipynb @@ -40,6 +40,8 @@ "from bigdl.dataset.transformer import *\n", "from bigdl.dataset import mnist\n", "from utils import get_mnist\n", + "from pyspark import SparkContext\n", + "sc=SparkContext.getOrCreate()\n", "\n", "init_engine()" ] diff --git a/notebooks/neural_networks/cnn.ipynb b/notebooks/neural_networks/cnn.ipynb index 3e043d0..27fe838 100644 --- a/notebooks/neural_networks/cnn.ipynb +++ b/notebooks/neural_networks/cnn.ipynb @@ -40,6 +40,8 @@ "from bigdl.dataset.transformer import *\n", "from bigdl.dataset import mnist\n", "from utils import get_mnist\n", + "from pyspark import SparkContext\n", + "sc=SparkContext.getOrCreate()\n", "\n", "init_engine()" ] diff --git a/notebooks/neural_networks/deep_feed_forward_neural_network.ipynb b/notebooks/neural_networks/deep_feed_forward_neural_network.ipynb index b58b2df..21de010 100644 --- a/notebooks/neural_networks/deep_feed_forward_neural_network.ipynb +++ b/notebooks/neural_networks/deep_feed_forward_neural_network.ipynb @@ -38,6 +38,8 @@ "from bigdl.util.common import *\n", "from bigdl.dataset.transformer import *\n", "from utils import get_mnist\n", + "from pyspark import SparkContext\n", + "sc=SparkContext.getOrCreate()\n", "\n", "init_engine()" ] diff --git a/notebooks/neural_networks/introduction_to_mnist.ipynb b/notebooks/neural_networks/introduction_to_mnist.ipynb index ec68827..1a8b103 100644 --- a/notebooks/neural_networks/introduction_to_mnist.ipynb +++ b/notebooks/neural_networks/introduction_to_mnist.ipynb @@ -40,6 +40,8 @@ "import pandas\n", "from bigdl.dataset import mnist\n", "from bigdl.util.common import *\n", + "from pyspark import SparkContext\n", + "sc=SparkContext.getOrCreate()\n", "\n", "init_engine()" ] diff --git a/notebooks/neural_networks/linear_regression.ipynb b/notebooks/neural_networks/linear_regression.ipynb index 1838f98..7c42ff4 100644 --- a/notebooks/neural_networks/linear_regression.ipynb +++ b/notebooks/neural_networks/linear_regression.ipynb @@ -38,6 +38,8 @@ "from bigdl.util.common import *\n", "from bigdl.util.common import Sample\n", "from bigdl.dataset.transformer import *\n", + "from pyspark import SparkContext\n", + "sc=SparkContext.getOrCreate()\n", "\n", "init_engine()" ] diff --git a/notebooks/neural_networks/logistic_regression.ipynb b/notebooks/neural_networks/logistic_regression.ipynb index c8e3a69..b3392f7 100644 --- a/notebooks/neural_networks/logistic_regression.ipynb +++ b/notebooks/neural_networks/logistic_regression.ipynb @@ -39,6 +39,8 @@ "from bigdl.dataset.transformer import *\n", "from bigdl.dataset import mnist\n", "from utils import get_mnist\n", + "from pyspark import SparkContext\n", + "sc=SparkContext.getOrCreate()\n", "\n", "init_engine()" ] diff --git a/notebooks/neural_networks/lstm.ipynb b/notebooks/neural_networks/lstm.ipynb index 52947fb..81966f6 100644 --- a/notebooks/neural_networks/lstm.ipynb +++ b/notebooks/neural_networks/lstm.ipynb @@ -40,6 +40,8 @@ "from bigdl.dataset.transformer import *\n", "from bigdl.dataset import mnist\n", "from utils import get_mnist\n", + "from pyspark import SparkContext\n", + "sc=SparkContext.getOrCreate()\n", "\n", "init_engine()" ] diff --git a/notebooks/neural_networks/rnn.ipynb b/notebooks/neural_networks/rnn.ipynb index 54fe79f..16cc234 100644 --- a/notebooks/neural_networks/rnn.ipynb +++ b/notebooks/neural_networks/rnn.ipynb @@ -40,6 +40,8 @@ "from bigdl.dataset.transformer import *\n", "from bigdl.dataset import mnist\n", "from utils import get_mnist\n", + "from pyspark import SparkContext\n", + "sc=SparkContext.getOrCreate()\n", "\n", "init_engine()" ] From 1663283d72f4d32dc2e0266991ce11f56852c955 Mon Sep 17 00:00:00 2001 From: lopelopelope Date: Mon, 6 Nov 2017 09:58:19 +0800 Subject: [PATCH 10/18] fix matplotlib import --- notebooks/neural_networks/autoencoder.ipynb | 4 +++ notebooks/neural_networks/birnn.ipynb | 6 +++- notebooks/neural_networks/cnn.ipynb | 8 +++-- .../deep_feed_forward_neural_network.ipynb | 29 +++++++++++-------- .../introduction_to_mnist.ipynb | 6 +++- .../neural_networks/linear_regression.ipynb | 4 +++ .../neural_networks/logistic_regression.ipynb | 6 +++- notebooks/neural_networks/lstm.ipynb | 6 +++- notebooks/neural_networks/rnn.ipynb | 6 +++- 9 files changed, 56 insertions(+), 19 deletions(-) diff --git a/notebooks/neural_networks/autoencoder.ipynb b/notebooks/neural_networks/autoencoder.ipynb index 75d8a56..7f84c8f 100644 --- a/notebooks/neural_networks/autoencoder.ipynb +++ b/notebooks/neural_networks/autoencoder.ipynb @@ -21,6 +21,8 @@ } ], "source": [ + "import matplotlib\n", + "matplotlib.use('Agg')\n", "%pylab inline\n", "\n", "import numpy as np\n", @@ -35,6 +37,8 @@ "from bigdl.dataset import mnist\n", "from utils import get_mnist\n", "from pyspark import SparkContext\n", + "from matplotlib.pyplot import imshow\n", + "\n", "sc=SparkContext.getOrCreate()\n", "\n", "init_engine()" diff --git a/notebooks/neural_networks/birnn.ipynb b/notebooks/neural_networks/birnn.ipynb index 817c4ce..69419aa 100644 --- a/notebooks/neural_networks/birnn.ipynb +++ b/notebooks/neural_networks/birnn.ipynb @@ -28,6 +28,8 @@ } ], "source": [ + "import matplotlib\n", + "matplotlib.use('Agg')\n", "%pylab inline\n", "\n", "import pandas\n", @@ -41,6 +43,8 @@ "from bigdl.dataset import mnist\n", "from utils import get_mnist\n", "from pyspark import SparkContext\n", + "from matplotlib.pyplot import imshow\n", + "import matplotlib.pyplot as plt\n", "sc=SparkContext.getOrCreate()\n", "\n", "init_engine()" @@ -279,7 +283,7 @@ "source": [ "%%time\n", "predictions = trained_model.predict(test_data)\n", - "imshow(np.column_stack([np.array(s.features[0].to_ndarray()).reshape(28,28) for s in test_data.take(8)]),cmap='gray'); axis('off')\n", + "imshow(np.column_stack([np.array(s.features[0].to_ndarray()).reshape(28,28) for s in test_data.take(8)]),cmap='gray'); plt.axis('off')\n", "print 'Ground Truth labels:'\n", "print ', '.join(str(map_groundtruth_label(s.label.to_ndarray())) for s in test_data.take(8))\n", "print 'Predicted labels:'\n", diff --git a/notebooks/neural_networks/cnn.ipynb b/notebooks/neural_networks/cnn.ipynb index 27fe838..02a33e1 100644 --- a/notebooks/neural_networks/cnn.ipynb +++ b/notebooks/neural_networks/cnn.ipynb @@ -28,6 +28,8 @@ } ], "source": [ + "import matplotlib\n", + "matplotlib.use('Agg')\n", "%pylab inline\n", "\n", "import pandas\n", @@ -40,6 +42,8 @@ "from bigdl.dataset.transformer import *\n", "from bigdl.dataset import mnist\n", "from utils import get_mnist\n", + "from matplotlib.pyplot import imshow\n", + "import matplotlib.pyplot as plt\n", "from pyspark import SparkContext\n", "sc=SparkContext.getOrCreate()\n", "\n", @@ -301,7 +305,7 @@ "# label-1 to restore the original label.\n", "print \"Ground Truth labels:\" \n", "print ', '.join([str(map_groundtruth_label(s.label.to_ndarray())) for s in train_data.take(8)])\n", - "imshow(np.column_stack([np.array(s.features[0].to_ndarray()).reshape(28,28) for s in train_data.take(8)]),cmap='gray'); axis('off')" + "imshow(np.column_stack([np.array(s.features[0].to_ndarray()).reshape(28,28) for s in train_data.take(8)]),cmap='gray'); plt.axis('off')" ] }, { @@ -342,7 +346,7 @@ "source": [ "%%time\n", "predictions = trained_model.predict(test_data)\n", - "imshow(np.column_stack([np.array(s.features[0].to_ndarray()).reshape(28,28) for s in test_data.take(8)]),cmap='gray'); axis('off')\n", + "imshow(np.column_stack([np.array(s.features[0].to_ndarray()).reshape(28,28) for s in test_data.take(8)]),cmap='gray'); plt.axis('off')\n", "print 'Ground Truth labels:'\n", "print ', '.join(str(map_groundtruth_label(s.label.to_ndarray())) for s in test_data.take(8))\n", "print 'Predicted labels:'\n", diff --git a/notebooks/neural_networks/deep_feed_forward_neural_network.ipynb b/notebooks/neural_networks/deep_feed_forward_neural_network.ipynb index 21de010..ee2d9b0 100644 --- a/notebooks/neural_networks/deep_feed_forward_neural_network.ipynb +++ b/notebooks/neural_networks/deep_feed_forward_neural_network.ipynb @@ -16,7 +16,7 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": 11, "metadata": {}, "outputs": [ { @@ -28,6 +28,8 @@ } ], "source": [ + "import matplotlib\n", + "matplotlib.use('Agg')\n", "%pylab inline\n", "import pandas\n", "import datetime as dt\n", @@ -38,7 +40,10 @@ "from bigdl.util.common import *\n", "from bigdl.dataset.transformer import *\n", "from utils import get_mnist\n", + "import matplotlib.pyplot as plt\n", "from pyspark import SparkContext\n", + "from matplotlib.pyplot import imshow\n", + "\n", "sc=SparkContext.getOrCreate()\n", "\n", "init_engine()" @@ -158,7 +163,7 @@ "creating: createTrainSummary\n", "creating: createSeveralIteration\n", "creating: createValidationSummary\n", - "saving logs to multilayer_perceptron-20171025-111450\n" + "saving logs to multilayer_perceptron-20171103-163036\n" ] } ], @@ -201,8 +206,8 @@ "output_type": "stream", "text": [ "Optimization Done.\n", - "CPU times: user 8.11 ms, sys: 3.14 ms, total: 11.2 ms\n", - "Wall time: 55.7 s\n" + "CPU times: user 7.46 ms, sys: 3.09 ms, total: 10.6 ms\n", + "Wall time: 23.6 s\n" ] } ], @@ -229,7 +234,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 8, "metadata": {}, "outputs": [ { @@ -240,15 +245,15 @@ "7.0, 2.0, 1.0, 0.0, 4.0, 1.0, 4.0, 9.0\n", "Predicted labels:\n", "7, 2, 1, 0, 4, 1, 4, 9\n", - "CPU times: user 117 ms, sys: 6.76 ms, total: 124 ms\n", - "Wall time: 938 ms\n" + "CPU times: user 42.9 ms, sys: 3.41 ms, total: 46.3 ms\n", + "Wall time: 182 ms\n" ] }, { "data": { "image/png": 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h4eHmJA1wvSJDD75aQS+B27t3b7MOz7Bhw276uOTkZGbOnBnQtt0qfQIEsK66RX823aty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\ngC6EEDYhAV0IIWxCAroQQtjE/wFIye0NfFiqDQAAAABJRU5ErkJggg==\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -258,7 +263,7 @@ "source": [ "%%time\n", "predictions = trained_model.predict(test_data)\n", - "imshow(np.column_stack([np.array(s.features[0].to_ndarray()).reshape(28,28) for s in test_data.take(8)]),cmap='gray'); axis('off')\n", + "imshow(np.column_stack([np.array(s.features[0].to_ndarray()).reshape(28,28) for s in test_data.take(8)]),cmap='gray'); plt.axis('off')\n", "print 'Ground Truth labels:'\n", "print ', '.join(str(map_groundtruth_label(s.label.to_ndarray())) for s in test_data.take(8))\n", "print 'Predicted labels:'\n", @@ -267,14 +272,14 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 9, "metadata": {}, "outputs": [ { "data": { - "image/png": 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OGjCBOSrMhWVBee2+bRmtFeYhESFUqyVDRERERDppwATmr7bH3rcto6KuEbfTRmSoU2Pl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\nJEnq8C+SVVamKWIhPQAAAABJRU5ErkJggg==\n", 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eWT1bSur6eVQiIiIiEuiGTGDuboa5uc0LwPqCmv4ckoiIiIgMAUMmMHdXw9zc5ivF2KDA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\nZkmSJGkO/wd0B4npakrAAgAAAABJRU5ErkJggg==\n", "text/plain": [ - "" + "" ] }, "metadata": {}, diff --git a/notebooks/neural_networks/introduction_to_mnist.ipynb b/notebooks/neural_networks/introduction_to_mnist.ipynb index 1a8b103..7e1c43b 100644 --- a/notebooks/neural_networks/introduction_to_mnist.ipynb +++ b/notebooks/neural_networks/introduction_to_mnist.ipynb @@ -35,12 +35,16 @@ } ], "source": [ + "import matplotlib\n", + "matplotlib.use('Agg')\n", "# As always, a bit of setup\n", "%pylab inline\n", "import pandas\n", "from bigdl.dataset import mnist\n", "from bigdl.util.common import *\n", + "import matplotlib.pyplot as plt\n", "from pyspark import SparkContext\n", + "from matplotlib.pyplot import imshow\n", "sc=SparkContext.getOrCreate()\n", "\n", "init_engine()" @@ -116,7 +120,7 @@ } ], "source": [ - "imshow(np.column_stack(train_images[0:10].reshape(10, 28,28)),cmap='gray'); axis('off')\n", + "imshow(np.column_stack(train_images[0:10].reshape(10, 28,28)),cmap='gray'); plt.axis('off')\n", "print \"groud true labels: \"\n", "print train_labels[0:10]" ] diff --git a/notebooks/neural_networks/linear_regression.ipynb b/notebooks/neural_networks/linear_regression.ipynb index 7c42ff4..0dbff41 100644 --- a/notebooks/neural_networks/linear_regression.ipynb +++ b/notebooks/neural_networks/linear_regression.ipynb @@ -28,6 +28,8 @@ } ], "source": [ + "import matplotlib\n", + "matplotlib.use('Agg')\n", "%pylab inline\n", "import pandas\n", "import datetime as dt\n", @@ -37,7 +39,9 @@ "from bigdl.optim.optimizer import *\n", "from bigdl.util.common import *\n", "from bigdl.util.common import Sample\n", + "import matplotlib.pyplot as plt\n", "from bigdl.dataset.transformer import *\n", + "from matplotlib.pyplot import imshow\n", "from pyspark import SparkContext\n", "sc=SparkContext.getOrCreate()\n", "\n", diff --git a/notebooks/neural_networks/logistic_regression.ipynb b/notebooks/neural_networks/logistic_regression.ipynb index b3392f7..dd1962b 100644 --- a/notebooks/neural_networks/logistic_regression.ipynb +++ b/notebooks/neural_networks/logistic_regression.ipynb @@ -28,6 +28,8 @@ } ], "source": [ + "import matplotlib\n", + "matplotlib.use('Agg')\n", "%pylab inline\n", "import pandas\n", "import datetime as dt\n", @@ -38,8 +40,10 @@ "from bigdl.util.common import *\n", "from bigdl.dataset.transformer import *\n", "from bigdl.dataset import mnist\n", + "import matplotlib.pyplot as plt\n", "from utils import get_mnist\n", "from pyspark import SparkContext\n", + "from matplotlib.pyplot import imshow\n", "sc=SparkContext.getOrCreate()\n", "\n", "init_engine()" @@ -221,7 +225,7 @@ "source": [ "# Prediction\n", "predictions = trained_model.predict(test_data)\n", - "imshow(np.column_stack([np.array(s.features[0].to_ndarray()).reshape(28,28) for s in test_data.take(8)]),cmap='gray'); axis('off')\n", + "imshow(np.column_stack([np.array(s.features[0].to_ndarray()).reshape(28,28) for s in test_data.take(8)]),cmap='gray'); plt.axis('off')\n", "print 'Ground Truth labels:'\n", "print ', '.join(str(map_groundtruth_label(s.label.to_ndarray())) for s in test_data.take(8))\n", "print 'Predicted labels:'\n", diff --git a/notebooks/neural_networks/lstm.ipynb b/notebooks/neural_networks/lstm.ipynb index 81966f6..db7dec8 100644 --- a/notebooks/neural_networks/lstm.ipynb +++ b/notebooks/neural_networks/lstm.ipynb @@ -28,6 +28,8 @@ } ], "source": [ + "import matplotlib\n", + "matplotlib.use('Agg')\n", "%pylab inline\n", "\n", "import pandas\n", @@ -39,8 +41,10 @@ "from bigdl.util.common import *\n", "from bigdl.dataset.transformer import *\n", "from bigdl.dataset import mnist\n", + "import matplotlib.pyplot as plt\n", "from utils import get_mnist\n", "from pyspark import SparkContext\n", + "from matplotlib.pyplot import imshow\n", "sc=SparkContext.getOrCreate()\n", "\n", "init_engine()" @@ -279,7 +283,7 @@ "source": [ "%%time\n", "predictions = trained_model.predict(test_data)\n", - "imshow(np.column_stack([np.array(s.features[0].to_ndarray()).reshape(28,28) for s in test_data.take(8)]),cmap='gray'); axis('off')\n", + "imshow(np.column_stack([np.array(s.features[0].to_ndarray()).reshape(28,28) for s in test_data.take(8)]),cmap='gray'); plt.axis('off')\n", "print 'Ground Truth labels:'\n", "print ', '.join(str(map_groundtruth_label(s.label.to_ndarray())) for s in test_data.take(8))\n", "print 'Predicted labels:'\n", diff --git a/notebooks/neural_networks/rnn.ipynb b/notebooks/neural_networks/rnn.ipynb index 16cc234..bb63524 100644 --- a/notebooks/neural_networks/rnn.ipynb +++ b/notebooks/neural_networks/rnn.ipynb @@ -28,6 +28,8 @@ } ], "source": [ + "import matplotlib\n", + "matplotlib.use('Agg')\n", "%pylab inline\n", "\n", "import pandas\n", @@ -39,7 +41,9 @@ "from bigdl.util.common import *\n", "from bigdl.dataset.transformer import *\n", "from bigdl.dataset import mnist\n", + "import matplotlib.pyplot as plt\n", "from utils import get_mnist\n", + "from matplotlib.pyplot import imshow\n", "from pyspark import SparkContext\n", "sc=SparkContext.getOrCreate()\n", "\n", @@ -280,7 +284,7 @@ "source": [ "%%time\n", "predictions = trained_model.predict(test_data)\n", - "imshow(np.column_stack([np.array(s.features[0].to_ndarray()).reshape(28,28) for s in test_data.take(8)]),cmap='gray'); axis('off')\n", + "imshow(np.column_stack([np.array(s.features[0].to_ndarray()).reshape(28,28) for s in test_data.take(8)]),cmap='gray'); plt.axis('off')\n", "print 'Ground Truth labels:'\n", "print ', '.join(str(map_groundtruth_label(s.label.to_ndarray())) for s in test_data.take(8))\n", "print 'Predicted labels:'\n", From a81e98d8812b30f0f1f6f00927f7426b8a8ef743 Mon Sep 17 00:00:00 2001 From: lopelopelope Date: Mon, 6 Nov 2017 11:06:17 +0800 Subject: [PATCH 11/18] declare utf-8 coding --- ipynb2py.sh | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/ipynb2py.sh b/ipynb2py.sh index 67af152..42d1706 100755 --- a/ipynb2py.sh +++ b/ipynb2py.sh @@ -6,7 +6,6 @@ # Example: # ipynb2py notebooks/neural_networks/rnn ######################################### - if [ $# -ne "1" ]; then echo "Usage: ./nb2script " else @@ -17,5 +16,6 @@ else jupyter nbconvert --to script $1.tmp.ipynb mv $1.tmp.py $1.py + sed -i '1i# -*- coding: utf-8 -*-' $1.py rm $1.tmp.ipynb fi From cccbfb922df09aed688b13b60a96aa5cb7b20144 Mon Sep 17 00:00:00 2001 From: lopelopelope Date: Mon, 6 Nov 2017 11:16:08 +0800 Subject: [PATCH 12/18] more declares --- ipynb2py.sh | 1 + 1 file changed, 1 insertion(+) diff --git a/ipynb2py.sh b/ipynb2py.sh index 42d1706..27bafdc 100755 --- a/ipynb2py.sh +++ b/ipynb2py.sh @@ -17,5 +17,6 @@ else mv $1.tmp.py $1.py sed -i '1i# -*- coding: utf-8 -*-' $1.py + sed -i '#!/usr/bin/python' $1.py rm $1.tmp.ipynb fi From 03239da4aecbac545fd69ea08fc956f04109f0e5 Mon Sep 17 00:00:00 2001 From: lopelopelope Date: Tue, 7 Nov 2017 14:06:17 +0800 Subject: [PATCH 13/18] spark conf to avoid OOM --- notebooks/neural_networks/autoencoder.ipynb | 48 ++++++++----------- notebooks/neural_networks/birnn.ipynb | 35 +++++++------- notebooks/neural_networks/cnn.ipynb | 31 ++++++------ .../deep_feed_forward_neural_network.ipynb | 24 +++++----- .../introduction_to_mnist.ipynb | 8 ++-- .../neural_networks/linear_regression.ipynb | 17 +++---- .../neural_networks/logistic_regression.ipynb | 13 ++--- notebooks/neural_networks/lstm.ipynb | 37 +++++++------- notebooks/neural_networks/rnn.ipynb | 25 +++++----- 9 files changed, 118 insertions(+), 120 deletions(-) diff --git a/notebooks/neural_networks/autoencoder.ipynb b/notebooks/neural_networks/autoencoder.ipynb index 7f84c8f..cf98061 100644 --- a/notebooks/neural_networks/autoencoder.ipynb +++ b/notebooks/neural_networks/autoencoder.ipynb @@ -9,14 +9,15 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Populating the interactive namespace from numpy and matplotlib\n" + "Populating the interactive namespace from numpy and matplotlib\n", + "Prepending /usr/local/lib/python2.7/dist-packages/bigdl/share/conf/spark-bigdl.conf to sys.path\n" ] } ], @@ -39,32 +40,23 @@ "from pyspark import SparkContext\n", "from matplotlib.pyplot import imshow\n", "\n", - "sc=SparkContext.getOrCreate()\n", + "sc=SparkContext.getOrCreate(conf=create_spark_conf().setMaster(\"local[4]\").set(\"spark.driver.memory\",\"2g\"))\n", "\n", "init_engine()" ] }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "('Downloading data from', 'http://yann.lecun.com/exdb/mnist/train-images-idx3-ubyte.gz')\n", - "9822208/9912422 [============================>.] - ETA: 0s('Successfully downloaded', 'train-images-idx3-ubyte.gz', 9912422, 'bytes.')\n", "('Extracting', 'datasets/mnist/train-images-idx3-ubyte.gz')\n", - "('Downloading data from', 'http://yann.lecun.com/exdb/mnist/train-labels-idx1-ubyte.gz')\n", - "16384/28881 [================>.............] - ETA: 0s('Successfully downloaded', 'train-labels-idx1-ubyte.gz', 28881, 'bytes.')\n", "('Extracting', 'datasets/mnist/train-labels-idx1-ubyte.gz')\n", - "('Downloading data from', 'http://yann.lecun.com/exdb/mnist/t10k-images-idx3-ubyte.gz')\n", - "1507328/1648877 [==========================>...] - ETA: 0s('Successfully downloaded', 't10k-images-idx3-ubyte.gz', 1648877, 'bytes.')\n", "('Extracting', 'datasets/mnist/t10k-images-idx3-ubyte.gz')\n", - "('Downloading data from', 'http://yann.lecun.com/exdb/mnist/t10k-labels-idx1-ubyte.gz')\n", - "9084/4542 [============================================================] - 0s\n", - "('Successfully downloaded', 't10k-labels-idx1-ubyte.gz', 4542, 'bytes.')\n", "('Extracting', 'datasets/mnist/t10k-labels-idx1-ubyte.gz')\n", "60000\n", "10000\n" @@ -86,7 +78,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 3, "metadata": { "collapsed": true }, @@ -105,7 +97,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 4, "metadata": {}, "outputs": [ { @@ -140,7 +132,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 5, "metadata": {}, "outputs": [ { @@ -152,7 +144,7 @@ "creating: createMaxEpoch\n", "creating: createOptimizer\n", "creating: createTrainSummary\n", - "saving logs to autoencoder-20171103-152309\n" + "saving logs to autoencoder-20171107-134322\n" ] } ], @@ -179,7 +171,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 6, "metadata": {}, "outputs": [ { @@ -187,8 +179,8 @@ "output_type": "stream", "text": [ "Optimization Done.\n", - "CPU times: user 3.82 ms, sys: 1.93 ms, total: 5.75 ms\n", - "Wall time: 22.2 s\n" + "CPU times: user 3.06 ms, sys: 1.64 ms, total: 4.7 ms\n", + "Wall time: 22.1 s\n" ] } ], @@ -201,24 +193,24 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 10, + "execution_count": 7, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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TioaCC/k4AAAAYEazBmNr7ZWznD8oaXXVVpQVcQXjiRjBGAAAAIvLt/0KxuR7jMdiSQ9X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av5cCAACADhb4YDzYE5e10mQ67/dSAAAA0MECH4yHexOSRJ8xAAAAWirwwXioJy6JYAwA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\nJoCFAD4B8IKqqhskSbpbkqSL9M0WAmiQJGkjgHcA3K6qas+WxBIEcdz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X6HZIhLS7/CoJePQPZnmUEXR3czYdyvMIghpTnI8Sloj5k7cYgMq8jFW5tqUZHvhyzZC+sY7PoG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\nSc4fcdjqW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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -238,7 +230,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 8, "metadata": {}, "outputs": [ { @@ -251,9 +243,9 @@ }, { "data": { - "image/png": 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sbpsBWPqqLA1aevZwf9kpl8l+S55fKpf3ZZfexnQmUpt6/rJ2HEJd0pnH3+SR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\nWbMuBMDzb4mTTB8Z2fdJ7c+n0OR3ed5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4OuUB8K8uEsyc7WrAHKtfd/iXqJB31654VK3OKD5BbmofHSc3jH9uH0jTCfOB0CZcp3Pn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\nRU5ErkJggg==\n", "text/plain": [ - "" + "" ] }, "metadata": {}, diff --git a/notebooks/neural_networks/birnn.ipynb b/notebooks/neural_networks/birnn.ipynb index 69419aa..9ea1449 100644 --- a/notebooks/neural_networks/birnn.ipynb +++ b/notebooks/neural_networks/birnn.ipynb @@ -23,7 +23,8 @@ "name": "stdout", "output_type": "stream", "text": [ - "Populating the interactive namespace from numpy and matplotlib\n" + "Populating the interactive namespace from numpy and matplotlib\n", + "Prepending /usr/local/lib/python2.7/dist-packages/bigdl/share/conf/spark-bigdl.conf to sys.path\n" ] } ], @@ -45,7 +46,7 @@ "from pyspark import SparkContext\n", "from matplotlib.pyplot import imshow\n", "import matplotlib.pyplot as plt\n", - "sc=SparkContext.getOrCreate()\n", + "sc=SparkContext.getOrCreate(conf=create_spark_conf().setMaster(\"local[4]\").set(\"spark.driver.memory\",\"2g\"))\n", "\n", "init_engine()" ] @@ -66,7 +67,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 2, "metadata": {}, "outputs": [ { @@ -109,7 +110,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 3, "metadata": { "collapsed": true }, @@ -126,7 +127,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 4, "metadata": {}, "outputs": [ { @@ -165,7 +166,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 5, "metadata": {}, "outputs": [ { @@ -181,7 +182,7 @@ "creating: createTrainSummary\n", "creating: createSeveralIteration\n", "creating: createValidationSummary\n", - "saving logs to rnn-20171025-111001\n" + "saving logs to rnn-20171107-134424\n" ] } ], @@ -218,7 +219,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 6, "metadata": {}, "outputs": [ { @@ -226,8 +227,8 @@ "output_type": "stream", "text": [ "Optimization Done.\n", - "CPU times: user 44.9 ms, sys: 20 ms, total: 64.9 ms\n", - "Wall time: 10min 17s\n" + "CPU times: user 43.4 ms, sys: 20 ms, total: 63.4 ms\n", + "Wall time: 9min 51s\n" ] } ], @@ -240,7 +241,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 7, "metadata": { "collapsed": true }, @@ -254,7 +255,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 8, "metadata": {}, "outputs": [ { @@ -265,15 +266,15 @@ "7.0, 2.0, 1.0, 0.0, 4.0, 1.0, 4.0, 9.0\n", "Predicted labels:\n", "7, 2, 1, 0, 4, 1, 4, 9\n", - "CPU times: user 42 ms, sys: 3.64 ms, total: 45.6 ms\n", - "Wall time: 2.96 s\n" + "CPU times: user 42.7 ms, sys: 3.98 ms, total: 46.6 ms\n", + "Wall time: 2.6 s\n" ] }, { "data": { "image/png": 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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -304,9 +305,9 @@ "outputs": [ { "data": { - "image/png": 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Ii7qDPKg3yIu6UwyFDZgDc+a0ugQAAADoZIXNYV5vPenll6Xrr5d2260FBQMAAEDH6Ogc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\ngg==\n", 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JUA+BiIiIiCJQQIJpIcRcIUSpEOKgk9uFEOIjIUSWEGK/EOKiQIzDIqesLpC7JyIiIqIo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\ndHIOZ0ktjH/VJKmVqa1LrFi/pV6vciE0158NY9XGra86rk/ndvTv1p7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"text/plain": [ - "" + "" ] }, "metadata": {}, diff --git a/notebooks/neural_networks/cnn.ipynb b/notebooks/neural_networks/cnn.ipynb index 02a33e1..ff1cdcf 100644 --- a/notebooks/neural_networks/cnn.ipynb +++ b/notebooks/neural_networks/cnn.ipynb @@ -23,7 +23,8 @@ "name": "stdout", "output_type": "stream", "text": [ - "Populating the interactive namespace from numpy and matplotlib\n" + "Populating the interactive namespace from numpy and matplotlib\n", + "Prepending /usr/local/lib/python2.7/dist-packages/bigdl/share/conf/spark-bigdl.conf to sys.path\n" ] } ], @@ -45,7 +46,7 @@ "from matplotlib.pyplot import imshow\n", "import matplotlib.pyplot as plt\n", "from pyspark import SparkContext\n", - "sc=SparkContext.getOrCreate()\n", + "sc=SparkContext.getOrCreate(conf=create_spark_conf().setMaster(\"local[4]\").set(\"spark.driver.memory\",\"2g\"))\n", "\n", "init_engine()" ] @@ -176,7 +177,7 @@ "creating: createTrainSummary\n", "creating: createSeveralIteration\n", "creating: createValidationSummary\n", - "saving logs to lenet-20171025-111559\n" + "saving logs to lenet-20171107-134454\n" ] } ], @@ -227,8 +228,8 @@ "output_type": "stream", "text": [ "Optimization Done.\n", - "CPU times: user 18 ms, sys: 6.83 ms, total: 24.8 ms\n", - "Wall time: 3min 18s\n" + "CPU times: user 17.1 ms, sys: 7.38 ms, total: 24.5 ms\n", + "Wall time: 3min 1s\n" ] } ], @@ -294,7 +295,7 @@ "data": { "image/png": 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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -328,15 +329,15 @@ "7.0, 2.0, 1.0, 0.0, 4.0, 1.0, 4.0, 9.0\n", "Predicted labels:\n", "7, 2, 1, 0, 4, 1, 4, 9\n", - "CPU times: user 91 ms, sys: 49.9 ms, total: 141 ms\n", - "Wall time: 492 ms\n" + "CPU times: user 53.7 ms, sys: 5.21 ms, total: 58.9 ms\n", + "Wall time: 731 ms\n" ] }, { "data": { "image/png": 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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -441,9 +442,9 @@ "outputs": [ { "data": { - "image/png": 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sqGRUSjQPXjmF+pYOXlxdyHefWUOTz89fL5nI+RMHdJ3LsizufHUT04bEc+74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\nIuIK4AqAuro66uvrh1m+jlT9lm4e39HFh06t5Nd3rR6xr9va2mrfipB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OIUmSNO4ZmF+A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\nREQbKZgjIiIiItpIwRwRERER0cY/yzre3b2RicUAAAAASUVORK5CYII=\n", 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c41FLhoiIiIh0PtsG5ri2ZeUsy4p0KSIiIiLSjdk2MMdGuQha0OIPRroUEREREenGbByY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\n8hn+6Z7N/MaqRfzea5fluxxJkqSiYmCe5H684Tn+/LuPsGZ5I3/19rO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JY11zNvev9giz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\nRU5ErkJggg==\n", "text/plain": [ - "" + "" ] }, "metadata": {}, diff --git a/notebooks/neural_networks/deep_feed_forward_neural_network.ipynb b/notebooks/neural_networks/deep_feed_forward_neural_network.ipynb index ee2d9b0..068864c 100644 --- a/notebooks/neural_networks/deep_feed_forward_neural_network.ipynb +++ b/notebooks/neural_networks/deep_feed_forward_neural_network.ipynb @@ -16,14 +16,15 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Populating the interactive namespace from numpy and matplotlib\n" + "Populating the interactive namespace from numpy and matplotlib\n", + "Prepending /usr/local/lib/python2.7/dist-packages/bigdl/share/conf/spark-bigdl.conf to sys.path\n" ] } ], @@ -44,8 +45,7 @@ "from pyspark import SparkContext\n", "from matplotlib.pyplot import imshow\n", "\n", - "sc=SparkContext.getOrCreate()\n", - "\n", + "sc=SparkContext.getOrCreate(conf=create_spark_conf().setMaster(\"local[4]\").set(\"spark.driver.memory\",\"2g\"))\n", "init_engine()" ] }, @@ -163,7 +163,7 @@ "creating: createTrainSummary\n", "creating: createSeveralIteration\n", "creating: createValidationSummary\n", - "saving logs to multilayer_perceptron-20171103-163036\n" + "saving logs to multilayer_perceptron-20171107-134531\n" ] } ], @@ -206,8 +206,8 @@ "output_type": "stream", "text": [ "Optimization Done.\n", - "CPU times: user 7.46 ms, sys: 3.09 ms, total: 10.6 ms\n", - "Wall time: 23.6 s\n" + "CPU times: user 9.11 ms, sys: 3.77 ms, total: 12.9 ms\n", + "Wall time: 59.1 s\n" ] } ], @@ -245,15 +245,15 @@ "7.0, 2.0, 1.0, 0.0, 4.0, 1.0, 4.0, 9.0\n", "Predicted labels:\n", "7, 2, 1, 0, 4, 1, 4, 9\n", - "CPU times: user 42.9 ms, sys: 3.41 ms, total: 46.3 ms\n", - "Wall time: 182 ms\n" + "CPU times: user 88 ms, sys: 7.54 ms, total: 95.5 ms\n", + "Wall time: 668 ms\n" ] }, { "data": { "image/png": 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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -277,9 +277,9 @@ "outputs": [ { "data": { - "image/png": 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eWT1bSur6eVQiIiIiEuiGTGDuboa5uc0LwPqCmv4ckoiIiIgMAUMmMHdXw9zc5ivF2KDA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up10VZhERERE5Jn0iMCc2z2Kubt3H3ByQXXYbLodNc5hFRERE5Kj1icCcFB0MzKW17Qdm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\n", "text/plain": [ - "" + "" ] }, "metadata": {}, diff --git a/notebooks/neural_networks/introduction_to_mnist.ipynb b/notebooks/neural_networks/introduction_to_mnist.ipynb index 7e1c43b..5da02ab 100644 --- a/notebooks/neural_networks/introduction_to_mnist.ipynb +++ b/notebooks/neural_networks/introduction_to_mnist.ipynb @@ -30,7 +30,8 @@ "name": "stdout", "output_type": "stream", "text": [ - "Populating the interactive namespace from numpy and matplotlib\n" + "Populating the interactive namespace from numpy and matplotlib\n", + "Prepending /usr/local/lib/python2.7/dist-packages/bigdl/share/conf/spark-bigdl.conf to sys.path\n" ] } ], @@ -45,8 +46,7 @@ "import matplotlib.pyplot as plt\n", "from pyspark import SparkContext\n", "from matplotlib.pyplot import imshow\n", - "sc=SparkContext.getOrCreate()\n", - "\n", + "sc=SparkContext.getOrCreate(conf=create_spark_conf().setMaster(\"local[4]\").set(\"spark.driver.memory\",\"2g\"))\n", "init_engine()" ] }, @@ -112,7 +112,7 @@ "data": { "image/png": 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HWvyZmZlUFIVXr17lkiVLOHjwYA4ePJgAeP/99/Orr76ioiisrKxkZWWlNrnK39+f06dP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\nHxebd0nIMiF9AAAAAElFTkSuQmCC\n", "text/plain": [ - "" + "" ] }, "metadata": {}, diff --git a/notebooks/neural_networks/linear_regression.ipynb b/notebooks/neural_networks/linear_regression.ipynb index 0dbff41..af817ae 100644 --- a/notebooks/neural_networks/linear_regression.ipynb +++ b/notebooks/neural_networks/linear_regression.ipynb @@ -23,7 +23,8 @@ "name": "stdout", "output_type": "stream", "text": [ - "Populating the interactive namespace from numpy and matplotlib\n" + "Populating the interactive namespace from numpy and matplotlib\n", + "Prepending /usr/local/lib/python2.7/dist-packages/bigdl/share/conf/spark-bigdl.conf to sys.path\n" ] } ], @@ -43,7 +44,7 @@ "from bigdl.dataset.transformer import *\n", "from matplotlib.pyplot import imshow\n", "from pyspark import SparkContext\n", - "sc=SparkContext.getOrCreate()\n", + "sc=SparkContext.getOrCreate(conf=create_spark_conf().setMaster(\"local[4]\").set(\"spark.driver.memory\",\"2g\"))\n", "\n", "init_engine()" ] @@ -172,15 +173,15 @@ "text": [ "predict predict: \n", "\n", - "[ 1.48450136]\n", + "[ 2.33639312]\n", "\n", - "[ 3.27808809]\n", + "[ 2.0999496]\n", "\n", - "[ 1.87193513]\n", + "[ 1.83889556]\n", "\n", - "[ 3.40717745]\n", + "[ 1.95105672]\n", "\n", - "[ 4.11920691]\n", + "[ 2.58288598]\n", "\n" ] } @@ -211,7 +212,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "8.19934\n" + "8.20632\n" ] } ], diff --git a/notebooks/neural_networks/logistic_regression.ipynb b/notebooks/neural_networks/logistic_regression.ipynb index dd1962b..e800225 100644 --- a/notebooks/neural_networks/logistic_regression.ipynb +++ b/notebooks/neural_networks/logistic_regression.ipynb @@ -23,7 +23,8 @@ "name": "stdout", "output_type": "stream", "text": [ - "Populating the interactive namespace from numpy and matplotlib\n" + "Populating the interactive namespace from numpy and matplotlib\n", + "Prepending /usr/local/lib/python2.7/dist-packages/bigdl/share/conf/spark-bigdl.conf to sys.path\n" ] } ], @@ -44,7 +45,7 @@ "from utils import get_mnist\n", "from pyspark import SparkContext\n", "from matplotlib.pyplot import imshow\n", - "sc=SparkContext.getOrCreate()\n", + "sc=SparkContext.getOrCreate(conf=create_spark_conf().setMaster(\"local[4]\").set(\"spark.driver.memory\",\"2g\"))\n", "\n", "init_engine()" ] @@ -170,8 +171,8 @@ "output_type": "stream", "text": [ "Optimization Done.\n", - "CPU times: user 4.83 ms, sys: 1.92 ms, total: 6.75 ms\n", - "Wall time: 20 s\n" + "CPU times: user 5.99 ms, sys: 2.9 ms, total: 8.89 ms\n", + "Wall time: 35.5 s\n" ] } ], @@ -198,7 +199,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 8, "metadata": {}, "outputs": [ { @@ -215,7 +216,7 @@ "data": { "image/png": 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h4eHmJA1wvSJDD75aQS+B27t3b7MOz7Bhw276uOTkZGbOnBnQtt0qfQIEsK66RX823aty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\ngC6EEDYhAV0IIWxCAroQQtjE/wFIye0NfFiqDQAAAABJRU5ErkJggg==\n", "text/plain": [ - "" + "" ] }, "metadata": {}, diff --git a/notebooks/neural_networks/lstm.ipynb b/notebooks/neural_networks/lstm.ipynb index db7dec8..2474ce2 100644 --- a/notebooks/neural_networks/lstm.ipynb +++ b/notebooks/neural_networks/lstm.ipynb @@ -23,7 +23,8 @@ "name": "stdout", "output_type": "stream", "text": [ - "Populating the interactive namespace from numpy and matplotlib\n" + "Populating the interactive namespace from numpy and matplotlib\n", + "Prepending /usr/local/lib/python2.7/dist-packages/bigdl/share/conf/spark-bigdl.conf to sys.path\n" ] } ], @@ -45,7 +46,7 @@ "from utils import get_mnist\n", "from pyspark import SparkContext\n", "from matplotlib.pyplot import imshow\n", - "sc=SparkContext.getOrCreate()\n", + "sc=SparkContext.getOrCreate(conf=create_spark_conf().setMaster(\"local[4]\").set(\"spark.driver.memory\",\"2g\"))\n", "\n", "init_engine()" ] @@ -66,7 +67,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 2, "metadata": {}, "outputs": [ { @@ -109,7 +110,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 3, "metadata": { "collapsed": true }, @@ -126,7 +127,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 4, "metadata": {}, "outputs": [ { @@ -164,7 +165,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 5, "metadata": {}, "outputs": [ { @@ -180,7 +181,7 @@ "creating: createTrainSummary\n", "creating: createSeveralIteration\n", "creating: createValidationSummary\n", - "saving logs to rnn-20171025-111307\n" + "saving logs to rnn-20171107-134705\n" ] } ], @@ -218,7 +219,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 6, "metadata": {}, "outputs": [ { @@ -226,8 +227,8 @@ "output_type": "stream", "text": [ "Optimization Done.\n", - "CPU times: user 36.4 ms, sys: 15.7 ms, total: 52.1 ms\n", - "Wall time: 7min 21s\n" + "CPU times: user 29.3 ms, sys: 12.6 ms, total: 41.8 ms\n", + "Wall time: 6min 7s\n" ] } ], @@ -240,7 +241,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 7, "metadata": { "collapsed": true }, @@ -254,7 +255,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 8, "metadata": {}, "outputs": [ { @@ -265,15 +266,15 @@ "7.0, 2.0, 1.0, 0.0, 4.0, 1.0, 4.0, 9.0\n", "Predicted labels:\n", "7, 2, 1, 0, 4, 1, 4, 9\n", - "CPU times: user 42.8 ms, sys: 3.78 ms, total: 46.6 ms\n", - "Wall time: 1.34 s\n" + "CPU times: user 52.8 ms, sys: 4.8 ms, total: 57.6 ms\n", + "Wall time: 1.99 s\n" ] }, { "data": { "image/png": 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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -299,14 +300,14 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 9, "metadata": {}, "outputs": [ { "data": { - "image/png": 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JTpmq5rFWUh/H/T0DjzWJVXhaB2keAAAASKdMBdNfSvpdoKrHcZLKrLVRKR5NNX3V1qgp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\nE4JgW7dV1YVeu7G8xvXqZEW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0FK7IxQqmnX9r8Xo3I/eXPNP41Rwnj8+GBnk6x2oET2Kc\nV36+CgSJkRNsBWfDdXpl7HLNXL01NOAy1ticlZurNH3VVs0N7FsVtR4d/+CPmrpyi0pdqvcMeqxQ\nLwTynmP1TPufDL8bPUNo9Ise/GZR2FUW53lcrL9vZzAdXOapH5cmfOKZyPHthqEz9avnJiRVBCAS\naR5pcPpBvXTn5/P02V/80wsHa1fmB/Kqe3dtH5q2Nfg979tjp6j1BBFMo7VZtblp09dnK7cJIdIl\neFyp86R+fHGr7JJpjeWbN9cEFMf+50ftF5GC19RDdTKzJ84pLktowhWnZCeKMfLXdI/llYjBd26b\nNtb2TrbtknRhElegGt7f/3/URFDWKi+BkCwqnUFGZz45Jqk2BAcx1nt98vqsJi/fHAqmfxVn+8Zz\n/7CFjS8UcMHzDe/xXGGR1pXV6NFvF8f89FNXbJEGSc+O8gfVbt9gZPnLyFrRPp+/lN78ku1a9p+z\nXa+AOLet12dDJxNOzhxmt2A3kfKPjQkOYm3KwHSC6TTYrWv7sJSN+mCh8cDONOG2hlQP51SYscQK\npm8768BGyzcN7t+j0bJVO4K9d+2oddtqmr1kGbJTfQKTJ6BplpdW6INpa5p0CT0bNedsbpGl2yIn\nr9nRRA5sa8wClzSZeNzy52Ol97w2Pjr3OZ5U6xkHfz8jf0e9Pqs2+f7/3XKzgyKv7jRlgrb/DF+k\nT6avTTjfOh3GF/n3gS2VdTGD6blry8JO7L6eUxJVtSSSs7SqJFXVe0KD1WvqvdrJJX/aeUJV7/Ul\ndCWtoU3+IPu9yfEnT0vk22qOQwJpHi3gihP6SZLaFeS7PNt4NL33rh1dHz+8z86uj4e/NnaPd2N+\nc3QfdW7fMudbO3dsG/NzAmh+V70xrdUF0pIaLVvYFD82MtlSpv3tg9mNL9QEkbOH7ggOu+c79b11\nWNRgygPvHKFlmyr0tw9muZapjOX7BU37jjMZSDsVbayIOXC7tKJO17zdMFB1yYaKpFMggrXCJcWd\n6TXIWSXq+cJl+mZu800+05jNgZNAZ0pI5ERKjSGYbgH/GtJfy2Nc5ujTrYMO3K1zVJ61c9bEzu3b\n6Ki9d4l6ba8u7ZvUrtvOOjDs/jmH7h52/4Kj9ox6zS1nHNCk94wn2YoMALAjack0HSTniPu+j3ps\n0brypAazSWo1V0/jjTtIRK0j/WKwY1beWCInF/vzuzP0YpyJvRKVzJV5Zx79H96cFmfJaATTLcAY\nEzUDWVC7gnyNuOlknbhfd0nSIxccqm9uPEmTbjtVkxzpIJEe+tVP1Ld7Q6/z1zf8NOH2XHxMH31x\n3Ym65mf7hj3+318fFnZ/YL9uYT3m3XZqqyGH7K4uSfZW/+PM/qHbN5/uHozv2z12D/pNp+2vG0/d\n3/U5tzqy8RyxV+O9+ZL0IrW9ASCnvTqu+Uqj5ZqmDqaNHLvwcQrzDTSWxtrcnIMg5yaZ00/O9A7m\n18f0cX08csc+MFA/9c2rBqp/r87arWtivdSH7NFFd/18QKiqyN9PP0C1Hq/+caa/l3r2XWfoqzkl\n2reHf2DNPecfrL9/6L80OP5fp6hD2/xGB9m896djwyZluPiYPnr0W/9o5MEH9gz13vzjzP46pm83\nVdV5dGy/XdWpfUHY7GWSwupyLly3Xd8FLrE9f9mR+vO7M8KyY96/+jhdHKNm9KD+PfTIBYcqP8/o\nqDh1NYPOPHi3RpcBAGQvtxky4bepomk908Hf/KBbPkpvilFz+OVzDRNuJXsFgp7pLNG9UztJ0on7\n+QPLXXfyVwP52QE9QoH0zw/rrcP77Kwvrjsx6vXH9N1FHdrk6+NrTwgrz/fXU/cPBdKS1LVjG/32\nuL11/L7+9/nVkXtq/j1n6usbfqoOgYlpGqsucsK+3XVw74bJErrt1FaH7NFFPTq30yF7dFX3Tm0D\nbeqmgf26aVD/nurQNl/XD95PUngqSTCQlqT+u/lLEN7/i0P0s/49ot73uH121fQ7TtPuLicW3Tq2\nVc8u7UODIK45eR+9fsUxYctEvu6qE/vF/ZzNYfodp6X9PQAASEZrHATelNSWtPVMG2OGSPqfpHxJ\nr1hrH4p4vp2ktyQdJWmzpN9Ya1emqz3Z7tELD9Pgeet00VF7avWWqqiZFiXp6UuOCN3u36uz1myt\n0vWn7Kd1ZdV67KLD1Ll9m5Tee6d2BTpkj4aZiv5xZn/d+/UCnXlwL5132B7q2C5fHq9/muBnLvW3\n4YvrTtTvX5+iPGNkjNGH1xwfCsK/ufFkfThtjY7pG54H3rNLexU9cJby84wGH9gzqtbmdYP3U7uC\nPP3mmD6hEfnBHvtgPvqundrpb6cfoH9+PCfstV06+D97+zb5WnL/WWqTH50ectTeu4SV4bnz3IN0\nxzkHaZ/bh4ctd9L+3TV2aWnYY3kmtbJYbiOcJ912qoq3VqVUBqoxT19yhG4YOlP9uu+ki4/pE7qM\n9iKrR5EAACAASURBVPoVx+jKN6Y2+/slYlD/Hlq2qUIv/vZo7dqprY6NmN41nn+c2T+qBwQAgKZ4\n+IKf6OKHE18+LT3Txph8Sc9KOkvSAEmXGGMGRCz2B0lbrbX7SXpCUhLNbn26dmyjSwbupYL8PO3T\no/HpxUfcdJLm33OmundqpxcvPzrlQNrNVT/tp5UPnaMXLz9a5xy6uwb376nTB/TSovuG6NxDe0uS\nCvLz9O4fj9Pbf/DP4NixbUGoDT06t9N1g/dznTWyID9Pxhgd3LurLjt277Dn2rfJ1/Wn7K82+Xmh\nqZDbFuTph7+frIm3nRJarlughveZB/dSry7t1KOD0T+HNORt+6dW9Qf5gxw93N0Cvf1Bkbnug/v3\n0OMXHaaXLj86bLmPrj1e4289Ra9feUzoikHQNSfvE29Tql1B+J9gnvGXVjy6b7eoZY/fZ1e984fw\nGTGLHjhLd50b+acV7vfHN2zHIwMDWfftsZN+e1zD4yft3z10+9ELY08kdG7EIFVJ+vMgf+79wxf8\nJG473HTv1FYvXX60xv7zFA3o3UW9urTXq78/uvEXyj9j6HWD94uZh9+Ya34W/7tJRI/O7eI+3znG\ndLrJuLqRfSjogF7Rx4WbTz/AdWbVdFh8/5AWeR8ASLeuHdo2vpBDutI8BkoqstYut9bWSXpf0vkR\ny5wv6c3A7Y8lnWrizcmNpASDxZbUvo1b6b/0KMjP082nH6DP/nKi9uvZWT07N6RonHpQT913/sH6\n768P1+TbT9OjP+sYltri9EhgBspdOrbRP4ccqK4dok868vOM/vDTfnr9yoG64Kg91aFtvpY+cJbO\nGNBL+/XspJ/s0VW7d+2gwf176s2rBkqS2uQbTfm/U3Xb2Qepe6e2utwRuP775wN0+9kH6tlLj5Qx\nRgvvHaLpd5ymC47cU3PvPjPq/affcZr+PGhfvfWHgfrp/t31+EX+gaLH9uumgvw8XfXTfvrHmf11\n4n67asKtp0S9/vZzDlKX9gV6/rIjtcfOHfTK747W478+XDu1K9DKh87RyofOUUF+nmbfdYbuOe9g\nXXjUnrrQUcnluH0aAvsnf3N46Hafbh102kG9dMsZ/TXxtlP0m2P2Cm2/3x2/d1RbDt2zqyL9+ug+\nahtxQnHqQb007l+Do5Y959DdQylAzsGyvzpqT3Xv1E7f/+3k0GNTbj9Vb141UGf/xD33/ZQDe+ra\nk/d1fS5S767ttU/EpEqv/O5oXXFCX31z40lRy3/6lxO04sGzteDeM3Xh0eEVcd68amBooo9P/ny8\nendtr8cvOkynD+ilG0/d33X/u+KEvnHb99vj9tLi+4foy+t/GnZS9PAFP9ENgYG7zhOHN64MT286\nfp9ddcgeXZQM5/4cXH+7gny996djY7wiWqLvOfLmn8Wd1CrooN2T+wzp1DnO7/CFR+2pK07oqwd+\neYjr8+/9MfFtmKim1EZu7To00+/asf2iO0jQ8hL9PoPpqIkyTR2x6bpSYy6UNMRa+8fA/cslHWut\nvd6xzLzAMsWB+8sCy5S6rVOS+vfvbxcv5pIuklNYWKhBgwYltOy2qjpV1Hq05y6p17xeX1ajnp3b\nRVVw8Xh9GjZ3nX5+aO+Y1V2cxi7dpF5d2uuAiOnqJWljeY16dGrnesJU6/Fqc0Wdaj0+FeQZ15Sg\nxlTVeTS+aLOO26ebOrdvo/FFpTpq713Uvk2+ijaWq7LWq8Nc6pyvK6vWmi3V/kowgfVU1HjUs0t7\nldfU6y/vztDd5x2sfXt00pIN5dq/Z6e4J31l1fX6zYsTdf8vDnHtrY+0ZkuVyqrrQ2lJ1XVe3fPV\nfN161oHKyzNaVVqlju3yQwNsg7bX1OvZkUUqXLxJd/18gCpqPRo6ZbWO7LRdf73In9e+tdK/Tavr\nvernqD7j81nVeX36ceFG7blLh7DtUufx6fsFG7RbV/93deReu8jns1peWqH9ekZ/r9ZavTNplb6c\nXaIj99pFizeU640rB+rx7xarotajW87oL4/Xal5JmS57ZbL279lJH117fGhGVUmasmKLtlfX67QB\nvcLW/eLoZeq9cwf9/LDeml9SpuvenaFLj91LVwdOKiprPXp9/AodtHsXLd5QrkdGLNaIm07SytIq\nDTlkN41ctEEzVm3TitJKPXzhobr3q/n6cFqxJt9+qnp29n8+r8/qxvdn6soT+6l4a5W+ml2iHxZu\n1DUn76Pbzj5I89aWaWN5jfbv2VmVdR5d9vJkDejdRR3b5uv4fXbVuu01enH0cnVok6/qeq++venk\n0FiJZZsq9LtXp+iKE/rq/CN6a0HJdr07ebV+e9zeGti3mzq0zVe916d8Y3TTB7O0cnOl5hSXabcu\n7dW+TZ5Wbq7SM5ceoUN6d9Wgxwp1xzkHKc8Y+azVT/fvrtfHrdTgA3tq6JTVuvTYvdS+Tb7GF5Xq\nqhP76d6v56u0ok7H9eump0b6p9A+Y0Av/fa4vfXt/PV6d/Jq9ezcTrt3ba/ZxWV6+YyO2nW/w9Wl\nfRvNXrNNxkhDDtkt6qT+2VFF+nJWiQb176E+3Tpqj507aPCBPSX5ZwHt2bm9vppToncnr9Z95x+s\nnTu01diiTfpkerEeuuBQ1Xl8OvfpcaH1XXFCX50+oJeue2+GtjmmCf/mxpP06LeLNXLRRkn+sTLL\nNlXou/nr9eLlR6ln5/Z6vnCZ2rXJ04xVW7XHLh1Ck3scumdXHbnXLnpz4srQ5BaL7x+idgX5mrF6\nqwbs3kV3fD4vVK2hXUGeamPMJNezczttLK/VC789Ul/MKtGSDeX65RF7aK9dd9IT3y/RitJK3Xnu\nAD04fGGossKQg3fTiPnrXdcnSacP6KWyqnpNWblFJx/QQ2ce3Ev7dO+keWvL9MDwhfr2ppN1/7AF\nKtlWrbf/cKzWbqvWLh3baPKKLZq6Yos6tisIm/hjYL9uWrqhXFur6tVtp7aacefp2lJZpxuGztD4\nos267Ni9NHrJJv1zyIF6c8JKTV+1VYvuG6LKWk9ocPvlx+2tvt13UmWtR38ZtK88PquCPKNfPjdB\nc9eW6eJj+uiAXp3VqX1BWEpiQZ7RGXsXaPiK5Go6//yw3hq9eKMO7t1Vx+7TTU/+sDTs+X7dd9LX\nN/xUdR6fZhdv08hFG/XWxFW65mf7aPTiTY1OlvK/iw/Xje/PkiT96aR+enls+AQu3Tu1U2lFra48\nsa9eH7/SdR0FecZ1yvAzD+6lv566v/7wxjSt316jXx+9pz6c1lD5o9tObUOTAV11Yj+9Nn6F9t61\no9aX1YT2s+DkdOceunsoVfOWMw7Q498v0dT/O01HO4oOjP3nYBUu2aTD9uyq854Zr1iW3H+W2rXJ\nn26tTehS6Q4fTBtjrpZ0tST16NHjqA8//LDZ24vcVlFRoU6dGk+NASKx77S8Wq9V2zy1+JW15uKz\nVlWVlS223wQDNZ+1ysvSbebGWiuv9Qdh9T4ra6W2EWNdMv2ZPT6rep/UoaD52hB5zPH4rDZXW3Vp\nZ9ShwKiizqpT24b3i7UNrLWyUsLbx2etKuqlLm2Nqj1WeUZqk+f+emutyuqsurQ1Mgr/W/X6/O9r\nJHkjvrNgWzdW+dS1rVF+nn+5/Dwja61qvA3bMtbn2ljlU8+OefJZK48vep9IlrVWxjQE+ltrrHp0\n9F8tHTx4cMLBdLoGIK6V5KzxtmfgMbdlio0xBZK6yj8QMYy19iVJL0n+nulEexiBoGR6pgEn9h2k\ngv0GqWLfyU7pypmeKml/Y0w/Y0xbSRdL+jJimS8l/T5w+0JJI206uskBAACANElLz7S11mOMuV7S\nt/KXxnvNWjvfGHOvpGnW2i8lvSrpbWNMkaQt8gfcAAAAQNZIW51pa+1wScMjHrvLcbtG0kXpen8A\nAAAg3ZgBEQAAAEgRwTQAAACQIoJpAAAAIEUE0wAAAECKCKYBAACAFBFMAwAAACkimAYAAABSRDAN\nAAAApMhk0wzexphySYsz3Q5kne6SSjPdCGQl9h2kgv0GqWLf2XHsba3tkciCaZsBMU0WW2uPznQj\nkF2MMdPYb5AK9h2kgv0GqWLfyU6keQAAAAApIpgGAAAAUpRtwfRLmW4AshL7DVLFvoNUsN8gVew7\nWSirBiACAAAAO5Js65kGAAAAdhgE0wAAAECKsiKYNsYMMeb/27vzOCvL+v/jr88MDCAgu6iAoKIo\niiKIayVZmVq555qJmlvaaotWX/tlX9vLMtO0XHFBQi0rK00lv1kqOyiKIoqAC8i+DzNz/f44N3gc\nBxnGgXvOzOv5eMxjzn3dy/kcvTjnfa65znViRkTMjIjL8q5H+YuImyNifkQ8U9TWNSIejogXs99d\nsvaIiGuy/jM1IoYUnXNWdvyLEXFWHo9FW09E9ImIxyJiekQ8GxFfytrtO9qoiGgbEU9HxJSs33wv\na985Ip7K+sc9EVGRtbfJtmdm+/sVXevyrH1GRHw8n0ekrS0iyiNiUkT8Jdu27zQjTT5MR0Q58Bvg\nKGAgcFpEDMy3KjUBtwJH1mq7DHgkpbQb8Ei2DYW+s1v2cz5wPRQCFPBd4EDgAOC760OUmq0q4NKU\n0kDgIODi7PnEvqP3shY4PKW0LzAYODIiDgJ+DFydUuoPLAbOzY4/F1ictV+dHUfW104F9qLw/HVd\n9hqn5u9LwHNF2/adZqTJh2kKL1QzU0qzUkqVwCjg2JxrUs5SSo8Di2o1Hwvclt2+DTiuqP32VPAk\n0DkidgA+DjycUlqUUloMPMy7A7qakZTS6ymlidnt5RRe3Hph39F7yP7/r8g2W2c/CTgcGJO11+43\n6/vTGOAjERFZ+6iU0tqU0svATAqvcWrGIqI38Ang99l2YN9pVkohTPcC5hRtz83apNp6ppRez26/\nAfTMbm+sD9m3WrDsz6f7AU9h39EmZH+mnwzMp/Dm6SVgSUqpKjukuA9s6B/Z/qVAN+w3LdUvgW8A\nNdl2N+w7zUophGlps6XCmo+u+6g6RUQH4F7gyymlZcX77DuqS0qpOqU0GOhNYURwj5xLUgmIiE8C\n81NKE/KuRVtOKYTpeUCfou3eWZtU25vZn+DJfs/P2jfWh+xbLVBEtKYQpO9MKd2XNdt3VC8ppSXA\nY8DBFKb9tMp2FfeBDf0j298JWIj9piU6FDgmIl6hME31cOBX2HealVII0+OA3bJPvlZQmID/QM41\nqWl6AFi/qsJZwJ+K2j+brcxwELA0+5P+P4AjIqJL9uGxI7I2NVPZ3MObgOdSSr8o2mXf0UZFRI+I\n6Jzdbgd8jMJ8+8eAk7LDaveb9f3pJODR7C8eDwCnZis27Ezhg61Pb51HoTyklC5PKfVOKfWjkF8e\nTSmdgX2nWWm16UPylVKqiohLKLxQlQM3p5Sezbks5Swi7gaGA90jYi6FlRV+BIyOiHOB2cDJ2eEP\nAkdT+MDGKuBsgJTSooj4PoU3bABXppRqf6hRzcuhwJnAtGz+K8C3sO/ove0A3JatnlAGjE4p/SUi\npgOjIuJ/gUkU3qiR/R4ZETMpfFD6VICU0rMRMRqYTmFlmYtTStVb+bGoafgm9p1mw68TlyRJkhqo\nFKZ5SJIkSU2SYVqSJElqIMO0JEmS1ECGaUmSJKmBDNOSJElSAxmmJUmSpAYyTEuSJEkNZJiWJEmS\nGsgwLUmSJDWQYVqSJElqIMO0JEmS1ECGaUmSJKmBDNOSJElSAxmmJUmSpAYyTEuSJEkNZJiWJEmS\nGsgwLUmSJDWQYVqSJElqIMO0JEmS1ECGaUmSJKmBDNOSJElSAxmmJUmSpAYyTEuSJEkNZJiWJEmS\nGsgwLUmSJDWQYVqSJElqIMO0JEmS1ECGaUmSJKmBDNOS1EAR8UpEfLSRrlUREWOya6aIGN4Y15Uk\nbVmGaUlqOv4NfAZ4I+9CNiUiyvOuQZKaAsO0JDVARIwEdgL+HBErIuIbWfsxEfFsRCyJiLERsWfR\nOa9ExOURMT0iFkfELRHRFiClVJlS+mVK6d9AdT3u/+yIeC4ilkfErIi4oNb+YyNickQsi4iXIuLI\nrL1rdr+vZTX8MWsfERH/rnWNFBH9s9u3RsT1EfFgRKwEPhwRn4iISdl9zImI/1fr/A9ExH+y/xZz\nsvsYFhFvFofxiDghIqZsxn9+SWoyDNOS1AAppTOBV4FPpZQ6pJR+EhG7A3cDXwZ6AA9SCNsVRaee\nAXwc2BXYHfhOA0uYD3wS2BY4G7g6IoYARMQBwO3A14HOwIeAV7LzRgLbAHsB2wFXb8Z9ng5cBXSk\nMIq+Evhsdh+fAC6KiOOyGvoCfwN+TeG/xWBgckppHLAQOKLoumdm9UpSyTFMS1LjOQX4a0rp4ZTS\nOuBnQDvgkKJjrk0pzUkpLaIQTE9ryB2llP6aUnopFfwLeAj4YLb7XODmrI6alNK8lNLzEbEDcBRw\nYUppcUppXXZuff0ppfREds01KaWxKaVp2fZUCm8kDsuOPR34Z0rp7ux+FqaUJmf7bqMwnYWI6Erh\nzcVdDfnvIEl5M0xLUuPZEZi9fiOlVAPMAXoVHTOn6Pbs7JzNFhFHRcSTEbEoIpYARwPds919gJfq\nOK0PsCiltLgh98k7ayciDoyIxyJiQUQsBS6sRw0AdwCfioj2wMnA/6WUXm9gTZKUK8O0JDVcqrX9\nGtB3/UZEBIVQOa/omD5Ft3fKztksEdEGuJfCyHfPlFJnClNKIjtkDoVpJLXNAbpGROc69q2kMP1j\n/X1sX8cxtR/vXcADQJ+UUifgt/WogZTSPOC/wAkUpniMrOs4SSoFhmlJarg3gV2KtkcDn4iIj0RE\na+BSYC3wn6JjLo6I3tn0hm8D96zfERFt1n8gEaiIiLZZIK+tAmgDLACqIuIo3jkH+Sbg7KyOsojo\nFRF7ZKO/fwOui4guEdE6Ij6UnTMF2CsiBmc1/L96PP6OFEa612TztE8v2ncn8NGIODkiWkVEt4gY\nXLT/duAbwCDgvnrclyQ1SYZpSWq4HwLfyVar+FpKaQaFucC/Bt4CPkXhA4qVRefcRWF+8ywK0yD+\nt2jfDGA1hWkh/8hu96WWlNJy4IsUwvtiCiH2gaL9T5N9KBFYCvyr6DpnAuuA5yl8iPHL2TkvAFcC\n/wRepPABw035PHBlRCwHrsjqWV/DqxSmnlwKLAImA/sWnXt/VtP9KaVV9bgvSWqSIqXaf7WTJG0J\nEfEK8LmU0j/zrqUpiIiXgAv87yGplDkyLUna6iLiRApzsB/NuxZJej9a5V2AJKlliYixwEDgzGzF\nE0kqWU7zkCRJkhrIaR6SJElSA5XUNI/OnTun/v37512GSszKlStp37593mWoBNl31BD2GzWUfafp\nmDBhwlsppR71ObakwnTPnj0ZP3583mWoxIwdO5bhw4fnXYZKkH1HDWG/UUPZd5qOiJi96aMKnOYh\nSZIkNZBhWpIkSWogw7QkSZLUQIZpSZIkqYEM05IkSVIDGaYlSZKkBjJMS5IkSQ1kmJYkSZIayDAt\nSZIkNZBhWpIkSWogw7QkSZKUqaqu2azjW22hOiRJkqQmYW1VNW+tqOSt5WtZsHwtb60o+r1iLW8t\nr8x+r2XfPp0369qGaUmSJJWcyqoaFq5cH4TXbAjEC5av3RCM1/9etqaqzmts27YVPTq2oXuHNuy1\n47Z079CGPXfoyJ2bUYdhWpIkSU1CVXUNC1dWviMQv7Wiss7R5CWr1tV5jY5t3g7Ie26/Ld37V2zY\nLv7drUMFbVqV13mNUzejZsO0JEmStpjqmsSilXUE4jqmWSxeVUlK775G+4pyundsQ48Obdi1RwcO\n2qVbUTh+Z1hu27rugLylGKYlSZK0WWpqEotXVRYF4TXvmHe8YENYrmTRyrXU1BGQ27Yuo0cWkPt2\n24b9+3V51+hxjw5t6N6xgm0qmm5kbbqVSZIkaatJKbFk1bo6A3Ht0eSFKyupriMhV7QqywJwG3p3\n2Yb9duq8Ybv27/YV5UREDo+0cRmmJUmSmqmUEstWVxUF441Ps3hrxVqq6gjIrctjQwDeoVNbBvXq\nVDS9ou3b0yw6tqFjm1bNIiBvDsO0JElSCUkpsXxtVdEyb5UsWL7mHSPIbxWNKlfWsW5yq7KgW9Fc\n4z233/Zdo8c9OlbQo0Nbtm3X8gLy5jBMS5Ik5SylxOqqxCtvrSxaxWL9Mm/vnmaxturdAbksoFuH\ntwNx/+060r1jRRaM37maRed2rSkrMyA3BsO0JKnZm798DUtWraO8LGhdVkar8qBVWdCqvHC7dVlZ\nYV95OAKnRrWqsuod6x+/1zSL1euq4Z9j33F+BHRrX7EhCO/cvX2dK1h079CGLttUUG5A3uoM05Kk\nZiulxO3/nc33/zK9zrmgdSkviyx0Z2G7LLLw/XYIb52F8PKysuy4t/cvXbyGUXMmFEL6Rs5vVV44\nrzxra73+Whs9rvg+i65bdH6rDW8Iar1ZKCvcLi/zjUJjWbOuulYgrmt6ReH3ysrqOq/RtX3FhkA8\nZKcu9OjQhmXz53LgvgPpXhSWu25TQavysq38CLU5DNOSpGZpdWU1375/GvdNmsdH9tiOE4b0pqqm\nhnXViersd1V1DVU1qfBTvX5fYl1NDVXrb1cXbheOW3+78HtdzdvXWFVZRVVNYsnqxMq3Vrx9TnUN\n62pqX6twX1tb6/VhfH1gLwr760fnW5WXveu44gDfunz9cdk55XW/8XjnG4SgvLys7jco669V5xuP\nsjrvZ/1fEdbfT2O8SSj+uul3jx6/c5rF8rV1f5tep3atN4waD+rd+V2jx+unW3RtX0HrOgLy2LHz\nGT609/t+LNq6DNOSpGZnzqJVXDByAs+9sYyvfHR3vnB4/602P3Ts2LEMH35YvY5dH7Cra1IWzms2\nGuDXH7dufZjPznn7DcH6NwhFbxbqPK7Wtep8Q1Gz4bh11TWsqix+I/HONx5vv0HJ6s7eOGxNZUGd\no/jvGOUvegOx/rgELMwC8sa+brpj0ddN77njtnyo6ItCiqdYvNe36al5M0xLkpqVf72wgC/ePYmU\nEjefNYwP77Fd3iVtVGFKSfMLYCmlt0P8hlH8WqP9Rfs3BPNsFL+q1v7axxWH9vVvPNbV1FBdXceb\nhQ1vKN75BmX9XwZ279mRQ/t3f9eXhawPy1v72/RUegzTkqRmoaYmcf2/XuJnD81gQM+O3HDmUPp2\na593WS1SRGEaRiGHGkbVvBmmJUklb/madVw6egoPTX+TYwfvyA9PGNSkv35YUvPhM40kqaS9+OZy\nLhg5gdmLVnHFJwdy9qH9XLVC0lZjmJYklawHp73O1/4whW0qyrnzcwdy0C7d8i5JUgtjmJYklZyq\n6hp++tAMbvjXLPbbqTPXnzGU7Tu1zbssSS2QYVqSVFIWrljLF0dN4omZCznjwJ244lMDXZJMUm4M\n05KkkjF17hIuumMiC1as5Scn7cPJ+/fJuyRJLZxhWpJUEkaPm8N3/vQMPTq04d4LD2FQ7055lyRJ\nhmlJUtO2tqqa7/15Onc99SqH9u/Gr08bQtf2FXmXJUmAYVqS1IS9vnQ1F90xkclzlnDhYbvytSN2\np1V5Wd5lSdIGhmlJUpP05KyFXHLXRFZXVnP9GUM4atAOeZckSe9imJYkNSkpJW7698v88G/P07fb\nNow6/yD6b9cx77IkqU6GaUlSk7GqsorL7p3GA1Ne44iBPfn5yfvSsW3rvMuSpI0yTEuSmoRX3lrJ\nhXdMYMaby/n6xwdw0WG7Ulbm14JLatoM05Kk3D36/Jt8adRkysuC284+gA/t3iPvkiSpXur1keiI\nODIiZkTEzIi4rI79fSPikYiYGhFjI6J30b6fRMSzEfFcRFwTEZG1D42Iadk1N7RLklqOmprEL//5\nAufcOp4+Xbbhz5d8wCAtqaRsMkxHRDnwG+AoYCBwWkQMrHXYz4DbU0r7AFcCP8zOPQQ4FNgH2BsY\nBhyWnXM9cB6wW/Zz5Pt9MJKk0rF09TrOu308v/zni5wwpBf3ff4Q+nTdJu+yJGmz1Gdk+gBgZkpp\nVkqpEhgFHFvrmIHAo9ntx4r2J6AtUAG0AVoDb0bEDsC2KaUnU0oJuB047n09EklSyXj+jWUcc+2/\n+dcLC/j+sXvx80/vS9vW5XmXJUmbrT5huhcwp2h7btZWbApwQnb7eKBjRHRLKf2XQrh+Pfv5R0rp\nuez8uZu4piSpGXpgymsc/5v/sLqymlHnH8SZB/fDmX6SSlVjfQDxa8C1ETECeByYB1RHRH9gT2D9\nHOqHI+KDwOr6XjgizgfOB+jRowdjx45tpJLVUqxYscJ+owax7zSuqprEH2ZU8o/ZVezepYzP71vG\nilemMvaVvCtrXPYbNZR9pzTVJ0zPA/oUbffO2jZIKb1GNjIdER2AE1NKSyLiPODJlNKKbN/fgIOB\nkbwdsOu8ZtG1bwRuBBgwYEAaPnx4PUqW3jZ27FjsN2oI+07jWbB8LZfcNZGnZq9ixCH9+NbRe1LR\nqnl+Lbj9Rg1l3ylN9XkmGwfsFhE7R0QFcCrwQPEBEdE9ItZf63Lg5uz2q8BhEdEqIlpT+PDhcyml\n14FlEXFQtorHZ4E/NcLjkSQ1MZNeXcynfv1vpsxdwtWn7Mv/O2avZhukJbU8m3w2SylVAZcA/wCe\nA0anlJ6NiCsj4pjssOHAjIh4AegJXJW1jwFeAqZRmFc9JaX052zf54HfAzOzY/7WKI9IktQkpJS4\n66lXOeWGJ2ndKrj3okM4fr/emz5RkkpIveZMp5QeBB6s1XZF0e0xFIJz7fOqgQs2cs3xFJbLkyQ1\nM2vWVXPFn55h9Pi5fGj3Hlxz6mA6b1ORd1mS1Oj8BkRJUqOat2Q1F90xgalzl/KFw/vz5Y/uTrlf\nCy6pmTJMS5IazRMz3+ILd09iXVUNN545lCP22j7vkiRpizJMS5Let5QSNz4+ix///Xl27dGB3545\nlF17dMi7LEna4gzTkqT3ZcXaKr4xZgoPTnuDowdtz09O2pcObXx5kdQy+GwnSWqwlxas4MKRG6li\nSwAAIABJREFUE3hpwQq+dfQenPfBXfw2Q0ktimFaktQg/3j2DS4dPYWKVmXcce6BHNK/e94lSdJW\nZ5iWJG2W6prE1Q+/wLWPzWSf3p24/jND6dW5Xd5lSVIuDNOSpHpbsqqSL46azOMvLOCU/fvwvWP3\nom3r8rzLkqTcGKYlSfXy7GtLufCOCbyxdA0/OH4Qpx+4U94lSVLuDNOSpE26f9JcLrt3Gl22qWD0\nBQez305d8i5JkpoEw7QkaaMqq2r4wYPPcet/XuHAnbty7elD6NGxTd5lSVKTYZiWJNVp/rI1fP7O\niYyfvZjPfWBnLjtqD1qVl+VdliQ1KYZpSdK7jH9lERfdOZEVa6q45rT9OGbfHfMuSZKaJMO0JGmD\nlBIjn5zNlX+eTu8u7Rh57gHssf22eZclSU2WYVqSBMCaddV86/5p3DdxHh/ZYzt+ccpgOrVrnXdZ\nktSkGaYlScxZtIoLRk7guTeW8ZWP7s4XDu9PWZlfCy5Jm2KYlqQW7vEXFvDFUZOoqUncdNb+HL5H\nz7xLkqSSYZiWpBaqpiZx/b9e4mcPzWBAz4789jND6de9fd5lSVJJMUxLUgu0fM06Lh09hYemv8kx\n++7Ij04cxDYVviRI0ubymVOSWpgX31zOBXdMYPbCVfzPJwdyzqH9iHB+tCQ1hGFaklqQv017na/9\nYQrtKsq583MHctAu3fIuSZJKmmFaklqAquoafvrQDG741yz226kz150xhB06tcu7LEkqeYZpSWrm\nFq2s5At3T+SJmQs548CduOJTA2nTqjzvsiSpWTBMS1IzNnXuEi66YyILVqzlJyfuw8nD+uRdkiQ1\nK4ZpSWqmRo+fw3f++Aw9OrRhzIUHs0/vznmXJEnNjmFakpqZtVXVXPnn6dz51Ksc2r8bvz5tCF3b\nV+RdliQ1S4ZpSWpG3li6hovunMCkV5dw4WG78rUjdqdVeVneZUlSs2WYlqRm4slZC7nkromsrqzm\nujOGcPSgHfIuSZKaPcO0JJW4lBI3P/EKP3jwOfp23Ya7zzuI3Xp2zLssSWoRDNOSVMJWVVZx2b3T\neGDKa3xsYE9+cfK+dGzbOu+yJKnFMExLUomavXAlF4ycwIw3l/P1jw/gosN2pazMrwWXpK3JMC1J\nJeix5+fzpVGTKCsLbj37AA7bvUfeJUlSi2SYlqQSUlOTuObRF/nVIy+y5/bbcsOZQ+nTdZu8y5Kk\nFsswLUklYunqdXz1nsk88vx8TtivF1cdP4h2FX4tuCTlyTAtSSXg+TeWceHICcxdvJorj92LMw/q\nS4TzoyUpb4ZpSWriHpjyGt8cM5UObVsx6vyD2L9f17xLkiRlDNOS1ERVVdfwo789z+///TL79+3C\ndWcMYbtt2+ZdliSpiGFakpqgt1as5ZK7JvLkrEWMOKQf3zp6Typa+bXgktTUGKYlqYmZ9OpiLrpj\nIotXVfKLk/flhCG98y5JkrQRhmlJaiJSStz99Bz+3wPPst22bbj3okPYu1envMuSJL0Hw7QkNQFr\n1lXz3T89yz3j5/Ch3XtwzamD6bxNRd5lSZI2wTAtSTmbt2Q1F90xgalzl3LJh/vzlY/tTrlfCy5J\nJcEwLUk5emLmW3zh7klUVtVw45lDOWKv7fMuSZK0GQzTkpSDlBI3Pj6LH//9eXbt0YHfnjmUXXt0\nyLssSdJmMkxL0la2Ym0V3xwzlb9Oe52jB23PT07alw5tfDqWpFLks7ckbUUvLVjBhSMn8NKCFVx+\n1B6c/6Fd/FpwSSphhmlJ2koeevYNLh09hdatyhh57oEc2r973iVJkt4nw7QkbWHVNYlf/vMFfv3o\nTPbp3YnrPzOUXp3b5V2WJKkRGKYlaQtasqqSL46azOMvLODk/Xtz5bF707Z1ed5lSZIaiWFakraQ\nZ19byoV3TOCNpWv4wfGDOO2APs6PlqRmxjAtSVvA/ZPmctm90+iyTQX3XHAwQ3bqkndJkqQtwDAt\nSY2osqqGHzz4HLf+5xUO3Lkr154+hB4d2+RdliRpCzFMS1Ijmb9sDRffNZFxryzmcx/YmW8etQet\ny8vyLkuStAXV61k+Io6MiBkRMTMiLqtjf9+IeCQipkbE2IjonbV/OCImF/2siYjjsn23RsTLRfsG\nN+5Dk6StZ8LsRXzy1//mmXnLuOa0/fjOJwcapCWpBdjkyHRElAO/AT4GzAXGRcQDKaXpRYf9DLg9\npXRbRBwO/BA4M6X0GDA4u05XYCbwUNF5X08pjWmchyJJW19KiZFPzubKP0+nV5d23H7uAeyx/bZ5\nlyVJ2krqM83jAGBmSmkWQESMAo4FisP0QOCr2e3HgD/WcZ2TgL+llFY1vFxJajrWrKvmW/dP476J\n8zh8j+24+pTBdGrXOu+yJElbUX3CdC9gTtH2XODAWsdMAU4AfgUcD3SMiG4ppYVFx5wK/KLWeVdF\nxBXAI8BlKaW1te88Is4Hzgfo0aMHY8eOrUfJ0ttWrFhhv1GDvFffWbCqhmsnr2X2shqO69+aY/qu\nYNJTT2zdAtUk+ZyjhrLvlKbG+gDi14BrI2IE8DgwD6hevzMidgAGAf8oOudy4A2gArgR+CZwZe0L\np5RuzPYzYMCANHz48EYqWS3F2LFjsd+oITbWdx5/YQFXjZpEdU0ZN501hI/s2XPrF6cmy+ccNZR9\npzTVJ0zPA/oUbffO2jZIKb1GYWSaiOgAnJhSWlJ0yMnA/SmldUXnvJ7dXBsRt1AI5JLUZKWUuG7s\nS/zsoRkM6NmR335mKP26t8+7LElSjuoTpscBu0XEzhRC9KnA6cUHRER3YFFKqYbCiPPNta5xWtZe\nfM4OKaXXo/B1YMcBzzTsIUjSlrd8zTouHT2Fh6a/yaf23ZEfnziIbSpcXVSSWrpNvhKklKoi4hIK\nUzTKgZtTSs9GxJXA+JTSA8Bw4IcRkShM87h4/fkR0Y/CyPa/al36zojoAQQwGbjwfT8aSdoCXnxz\nORfcMYHZC1fxP58cyDmH9vNrwSVJQD3nTKeUHgQerNV2RdHtMUCdS9yllF6h8CHG2u2Hb06hkpSH\nv017na/9YQrtKsq583MHctAu3fIuSZLUhPg3SkmqQ1V1DaNnVPLgyxMZ3Kcz139mCDt0apd3WZKk\nJsYwLUm1LFpZyRfunsgTL6/j9AN34rufGkibVuV5lyVJaoIM05JUZNrcpVx4xwQWrFjLOXtXcMXx\ng/IuSZLUhJXlXYAkNRWjx8/hxN/+h5QSYy48mA/19tsMJUnvzZFpSS3e2qpqrvzzdO586lUO7d+N\na07dj24d2jB2Zt6VSZKaOsO0pBbtjaVruOjOCUx6dQkXHLYLXz9iAK3K/aOdJKl+DNOSWqynZi3k\n4rsmsqqymuvOGMLRg3bIuyRJUokxTEtqcVJK3PzEK/zgwefo23Ub7j7vIHbr2THvsiRJJcgwLalF\nWVVZxeX3TeNPk1/jYwN78vOT92Xbtn7QUJLUMIZpSS3G7IUruWDkBGa8uZyvf3wAFx22K2Vlfi24\nJKnhDNOSWoTHnp/Pl0ZNIiK49ewDOGz3HnmXJElqBgzTkpq1mprErx+dyS8feYE9t9+WG84cSp+u\n2+RdliSpmTBMS2q2lq5ex1fvmcwjz8/nhP16cdXxg2hX4deCS5Iaj2FaUrP0/BvLuHDkBOYuXs33\njtmLzx7clwjnR0uSGpdhWlKz88CU1/jmmKl0aNuKUecfxP79uuZdkiSpmTJMS2pWrnnkRX7x8Avs\n37cL150xhO22bZt3SZKkZswwLanZGPX0q/zi4Rc4YUgvfnTCPlS08mvBJUlblmFaUrPw+AsL+PYf\nn+GDu3XnxyfuQ+tyg7Qkacvz1UZSyXv+jWV8/s6J7LZdB647Y4hBWpK01fiKI6mkvblsDefcMo72\nbcq5ecQwOvrV4JKkrchpHpJK1sq1VZxz6ziWrF7H6AsOZsfO7fIuSZLUwjgyLakkVVXX8IW7J/Hc\n68v4zelD2LtXp7xLkiS1QI5MSyo5KSW+9+fpPPr8fL5/3N58eI/t8i5JktRCOTItqeTc9O+XGfnk\nbM7/0C6ceVDfvMuRJLVghmlJJeXvz7zOVQ8+x1F7b89lR+6RdzmSpBbOMC2pZEx6dTFfGjWZwX06\nc/Upgykri7xLkiS1cIZpSSXh1YWr+Nxt4+m5bVt+99n9adu6PO+SJEkyTEtq+pasqmTErU9TVZO4\n5exhdO/QJu+SJEkCDNOSmri1VdVcMHICcxet5sYzh7Jrjw55lyRJ0gYujSepyUopcdm903jq5UX8\n6tTBHLhLt7xLkiTpHRyZltRkXf3PF7l/0jwu/djuHDu4V97lSJL0LoZpSU3SmAlzueaRF/n00N5c\ncnj/vMuRJKlOhmlJTc4TM9/isnuncmj/bvzghEFEuASeJKlpMkxLalJefHM5F94xgV16tOe6M4bS\nutynKUlS0+WrlKQmY/7yNYy4ZRxtW5dz84hhdGrXOu+SJEl6T4ZpSU3CqsoqPnfbeBatrOTms4bR\nu8s2eZckSdImGaYl5a66JvGlUZN5Zt5Sfn3afgzq3SnvkiRJqhfDtKTc/e9fp/Pw9De54pMD+ejA\nnnmXI0lSvRmmJeXqlide5pYnXuGcQ3dmxKE7512OJEmbxTAtKTcPPfsGV/5lOkcM7Mm3P7Fn3uVI\nkrTZDNOScjF17hK+NGoy+/TqxK9O3Y/yMteSliSVHsO0pK1u7uJVnHPreLp1qOD3Zw2jXUV53iVJ\nktQgrfIuQFLLsnT1Os6+ZRxrq6q5+7wD6dGxTd4lSZLUYI5MS9pqKqtquOiOCbyycCU3fGYou/Xs\nmHdJkiS9L45MS9oqUkp86/5p/Oelhfz80/tySP/ueZckSdL75si0pK3i14/OZMyEuXzpI7tx4tDe\neZcjSVKjMExL2uLunzSXXzz8Aifs14svf3S3vMuRJKnRGKYlbVFPzlrIN8ZM5aBduvKjE/chwiXw\nJEnNh2Fa0hYzc/4Kzr99PDt13YYbPrM/Fa18ypEkNS++sknaIt5asZazb32ailZl3Hr2AXTapnXe\nJUmS1OhczUNSo1uzrprP3TaeBcvXMur8g+nTdZu8S5IkaYswTEtqVDU1iS+PmsyUuUu4/oyhDO7T\nOe+SJEnaYuo1zSMijoyIGRExMyIuq2N/34h4JCKmRsTYiOidtX84IiYX/ayJiOOyfTtHxFPZNe+J\niIrGfWiS8vDDvz3H3599g28fvSdH7r193uVIkrRFbTJMR0Q58BvgKGAgcFpEDKx12M+A21NK+wBX\nAj8ESCk9llIanFIaDBwOrAIeys75MXB1Sqk/sBg4txEej6QcjfzvK/zu/17mrIP7cu4Hds67HEmS\ntrj6jEwfAMxMKc1KKVUCo4Bjax0zEHg0u/1YHfsBTgL+llJaFYW1sQ4HxmT7bgOO29ziJTUdjz7/\nJt994Fk+uud2XPGpvVwCT5LUItRnznQvYE7R9lzgwFrHTAFOAH4FHA90jIhuKaWFRcecCvwiu90N\nWJJSqiq6Zq+67jwizgfOB+jRowdjx46tR8nS21asWGG/2cJeWVrND59eQ5+OZZzUawX/9/i/8i6p\nUdh31BD2GzWUfac0NdYHEL8GXBsRI4DHgXlA9fqdEbEDMAj4x+ZeOKV0I3AjwIABA9Lw4cMboVy1\nJGPHjsV+s+W8tmQ13/jNE3Tr0JY/XHwo223bNu+SGo19Rw1hv1FD2XdKU33C9DygT9F276xtg5TS\naxRGpomIDsCJKaUlRYecDNyfUlqXbS8EOkdEq2x0+l3XlNT0LVuzjrNvGcfqymrGXHRIswrSkiTV\nR33mTI8DdstW36igMF3jgeIDIqJ7RKy/1uXAzbWucRpw9/qNlFKiMLf6pKzpLOBPm1++pLysq67h\n4jsn8tKCFVz/maEM2L5j3iVJkrTVbTJMZyPHl1CYovEcMDql9GxEXBkRx2SHDQdmRMQLQE/gqvXn\nR0Q/CiPbtSdRfhP4akTMpDCH+qb39UgkbTUpJf7nj8/wfy++xQ+OH8QHduued0mSJOWiXnOmU0oP\nAg/Warui6PYY3l6Zo/a5r1DHhwtTSrMorBQiqcRcN/YlRo2bwyUf7s/Jw/ps+gRJkpqpen1piySt\n98CU1/jpP2Zw7OAdufSI3fMuR5KkXBmmJdXbuFcW8bXRUzigX1d+ctI+riUtSWrxDNOS6mXWghWc\nd/t4endpxw1nDqVNq/K8S5IkKXeGaUmbtHDFWs6+dRxlEdxy9jC6tK/IuyRJkpqExvrSFknN1Jp1\n1Zw/cgKvL13D3ecdRN9u7fMuSZKkJsORaUkbVVOTuPQPU5gwezG/PGUwQ/t2ybskSZKaFMO0pI36\nyT9m8Nepr3P5UXtw9KAd8i5HkqQmxzAtqU53PfUqv/3XS5xx4E6c/6Fd8i5HkqQmyTAt6V3GzpjP\n//zpGYYP6MH3jtnLJfAkSdoIw7Skd5j+2jIuvnMiA3p25NrTh9Cq3KcJSZI2xldJSRu8sXQN59w6\njo5tW3PziGF0aOOCP5IkvRfDtCQAVqyt4uxbx7F8zTpuHjGM7Tu1zbskSZKaPIedJFFVXcMld03k\nhTeXc9NZ+zNwx23zLkmSpJLgyLTUwqWU+O4DzzJ2xgK+f+zeDB+wXd4lSZJUMgzTUgt34+OzuPOp\nV7nwsF05/cCd8i5HkqSSYpiWWrC/Tn2dH/7teT6xzw584+MD8i5HkqSSY5iWWqgJsxfzldGTGdq3\nCz//9L6UlbmWtCRJm8swLbVAsxeu5Lzbx7Njp7b87rP707Z1ed4lSZJUkgzTUguzeGUlZ98yjpQS\nt5x9AF3bV+RdkiRJJcul8aQWZG1VNReMnMDcxau587wD2bl7+7xLkiSppBmmpRaipibx9T9M5elX\nFnHNafsxrF/XvEuSJKnkOc1DaiF+8fALPDDlNb5x5ACO2XfHvMuRJKlZMExLLcDocXO49rGZnDqs\nDxcdtmve5UiS1GwYpqVm7v9eXMC37p/GB3frzveP25sIl8CTJKmxGKalZmzGG8v5/B0T6b9dB647\nYwity/0nL0lSY/KVVWqm3ly2hrNveZp2FeXcPGIYHdu2zrskSZKaHVfzkJqhlWurOPe2cSxZvY7R\nFxzMjp3b5V2SJEnNkiPTUjNTXZP44t2TmP7aMn5z+hD27tUp75IkSWq2HJmWmpGUEt/787M88vx8\nvn/sXnx4j+3yLkmSpGbNkWmpGbnp3y9z+39nc94Hd+bMg/vlXY4kSc2eYVpqJv7+zBtc9eBzHLX3\n9lx+1J55lyNJUotgmJaagclzlvDleyYxuE9nrj5lMGVlriUtSdLWYJiWStycRav43G3j6NGxDb/7\n7P60bV2ed0mSJLUYfgBRKmFLV61jxC1Ps646MWrEAXTv0CbvkiRJalEcmZZKVGVVDRfcMZ5XF63i\nhjOH0n+7DnmXJElSi+PItFSCUkpcdu9Unpy1iF+eMpiDdumWd0mSJLVIjkxLJeiX/3yR+ybN49KP\n7c5x+/XKuxxJklosw7RUYsZMmMuvHnmRk4b25pLD++ddjiRJLZphWioh/5n5FpfdO5VD+3fjB8cP\nIsIl8CRJypNhWioRL765nAvumMDO3dtz3RlDqWjlP19JkvLmq7FUAuYvX8OIW8bRtnU5t5w9jE7t\nWuddkiRJwjAtNXmrK6s577bxLFpZyU1n7U/vLtvkXZIkScq4NJ7UhFXXJL40ahJT5y3lxjP3Z5/e\nnfMuSZIkFXFkWmrCrvrrczw0/U2++8mBfGxgz7zLkSRJtRimpSbq1ide5uYnXubsQ/sx4tCd8y5H\nkiTVwTAtNUEPT3+TK/8ynY8N7Ml3PjEw73IkSdJGGKalJmba3KV88e5JDOrViV+dOpjyMteSliSp\nqTJMS03I3MWrOOe2cXRtX8HvzxrGNhV+RliSpKbMV2qpiVi2Zh3n3DqONeuquetzB9KjY5u8S5Ik\nSZvgyLTUBFRW1XDRHROYtWAlN3xmKLv17Jh3SZIkqR4cmZZyllLi2/dP44mZC/nZp/flkP7d8y5J\nkiTVkyPTUs6ufXQmf5gwly99ZDdOGto773IkSdJmqFeYjogjI2JGRMyMiMvq2N83Ih6JiKkRMTYi\nehft2ykiHoqI5yJiekT0y9pvjYiXI2Jy9jO4sR6UVCr+OGkeP3/4BU7Yrxdf/uhueZcjSZI20ybD\ndESUA78BjgIGAqdFRO2Fb38G3J5S2ge4Evhh0b7bgZ+mlPYEDgDmF+37ekppcPYz+X08DqnkPDVr\nId8YM5WDdunKj07chwiXwJMkqdTUZ2T6AGBmSmlWSqkSGAUcW+uYgcCj2e3H1u/PQnerlNLDACml\nFSmlVY1SuVTCXlqwgvNHTqBP13bc8Jn9qWjljCtJkkpRfT6A2AuYU7Q9Fziw1jFTgBOAXwHHAx0j\nohuwO7AkIu4Ddgb+CVyWUqrOzrsqIq4AHsna19a+84g4HzgfoEePHowdO7aeD00qWLFiRZPqN8vW\nJr7/5GpSdeLCPVsx6ekn8i5JG9HU+o5Kg/1GDWXfKU2NtZrH14BrI2IE8DgwD6jOrv9BYD/gVeAe\nYARwE3A58AZQAdwIfJPCFJF3SCndmO1nwIABafjw4Y1UslqKsWPH0lT6zZp11Zz2uydZXrWGUecf\nwuA+nfMuSe+hKfUdlQ77jRrKvlOa6vO35XlAn6Lt3lnbBiml11JKJ6SU9gO+nbUtoTCKPTmbIlIF\n/BEYku1/PRWsBW6hMJ1EarZqahJfuWcyk+cs4Zen7GeQliSpGahPmB4H7BYRO0dEBXAq8EDxARHR\nPSLWX+ty4OaicztHRI9s+3BgenbODtnvAI4Dnnk/D0Rq6n709+f52zNv8O2j9+TIvbfPuxxJktQI\nNhmmsxHlS4B/AM8Bo1NKz0bElRFxTHbYcGBGRLwA9ASuys6tpjAF5JGImAYE8LvsnDuztmlAd+B/\nG+1RSU3MyCdnc+Pjs/jswX059wM7512OJElqJPWaM51SehB4sFbbFUW3xwBjNnLuw8A+dbQfvlmV\nSiXqsefn890/PcNH9tiOKz450CXwJElqRlyPS9qCnpm3lIvvmsjAHbflmtP2o1W5/+QkSWpOfGWX\ntpDXlqzm3NvG0blda24+axjt2zTW4jmSJKmp8NVd2gKWr1nHObeOY9Xaav5w0cFst23bvEuSJElb\ngGFaamTrqmu4+K5JzJy/glvOHsYe22+bd0mSJGkLMUxLjSilxP/88Rkef2EBPz5xEB/crcemT5Ik\nSSXLOdNSI7r+Xy8xatwcLvlwf04ZtlPe5UiSpC3MMC01kj9PeY2f/H0Gx+y7I5cesXve5UiSpK3A\nMC01gvGvLOLSP0zhgH5d+emn93EtaUmSWgjDtPQ+vfzWSs67fTy9OrfjhjOH0qZVed4lSZKkrcQw\nLb0Pi1ZWcvYtTxMR3DJiGF3aV+RdkiRJ2opczUNqoDXrqjnv9vG8tnQNd593EP26t8+7JEmStJU5\nMi01QE1N4mt/mMKE2Yu5+uTBDO3bJe+SJElSDgzTUgP89KEZ/GXq61x+1B58Yp8d8i5HkiTlxDAt\nbaa7n36V68e+xOkH7sT5H9ol73IkSVKODNPSZvjXCwv4zh+f4bDde3DlMXu5BJ4kSS2cYVqqp+de\nX8bFd05k954d+c0ZQ2hV7j8fSZJaOtOAVA9vLF3DObeOo0ObVtwyYhgd2rgQjiRJMkxLm7RibRXn\n3DqOZavXcfOIYWzfqW3eJUmSpCbC4TXpPVRV1/CFuyYy483l3HTW/gzccdu8S5IkSU2II9PSRqSU\n+O4Dz/LYjAV8/9i9GT5gu7xLkiRJTYxhWtqI3/3fLO586lUuPGxXTj9wp7zLkSRJTZBhWqrDg9Ne\n5wcPPs8n9tmBb3x8QN7lSJKkJsowLdUy8dXFfOWeyQzt24Wff3pfyspcS1qSJNXNMC0Vmb1wJefd\nNp7tO7Xld5/dn7aty/MuSZIkNWGGaSmzZFUlZ98yjuqUuGXEMLq2r8i7JEmS1MQZpiVgbVU1598+\ngbmLV/O7z+7PLj065F2SJEkqAa4zrRYvpcQ3xkzl6VcWcc1p+zGsX9e8S5IkSSXCkWm1eL94+AX+\nNPk1vv7xARyz7455lyNJkkqIYVot2ujxc/j1ozM5Zf8+fH74rnmXI0mSSoxhWi3Wv198i2/dN40P\n7tad/z1+byJcAk+SJG0ew7RapBlvLOeiOybQf7sO/OaMIbQu95+CJEnafCYItTjzl63hnFvH0a6i\nnJtHDGPbtq3zLkmSJJUoV/NQi7KqsopzbxvP4lWVjL7gYHbs3C7vkiRJUglzZFotRnVN4ot3T+LZ\n15Zy7en7sXevTnmXJEmSSpwj02oxvv+X6fzzufl8/9i9OHyPnnmXI0mSmgFHptUi3Pzvl7n1P69w\n3gd35syD++VdjiRJaiYcmVazN+HNKq6dPJ0j99qey4/aM+9yJElSM+LItJq1yXOWcMOUtezbuzNX\nnzKYsjLXkpYkSY3HMK1ma86iVXzutnF0ahP8/qz9aVdRnndJkiSpmTFMq1laumodZ986jnXVia8M\nbUv3Dm3yLkmSJDVDhmk1O5VVNVx4xwRmL1zJDWcOZccOdnNJkrRlmDLUrKSUuOy+qfx31kJ+ctI+\nHLRLt7xLkiRJzZhhWs3Krx55kfsmzuOrH9ud4/frnXc5kiSpmTNMq9m4d8JcfvnPFzlpaG++cHj/\nvMuRJEktgGFazcJ/X1rIZfdN5ZBdu/GD4wcR4RJ4kiRpyzNMq+TNnL+cC0aOp1+39lz/maFUtLJb\nS5KkrcPUoZK2YPlaRtwyjopW5dxy9jA6tWudd0mSJKkFMUyrZK2urOZzt41j4YpKbh6xP727bJN3\nSZIkqYUxTKtkPTZjPtPmLeWa0/Zjn96d8y5HkiS1QK3yLkBqqKMH7cA/v3oYu/TokHcpkiSphXJk\nWiXNIC1JkvJkmJYkSZIaqF5hOiKOjIgZETEzIi6rY3/fiHgkIqZGxNiI6F20b6eIeCioVBu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93YZGgmwAAAC0nJQOFzHGfCxpkKRuxphiSfdJypcka+1rkkZIulhSoaRqSTcl8/z5ea4g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"text/plain": [ - "" + "" ] }, "metadata": {}, diff --git a/notebooks/neural_networks/rnn.ipynb b/notebooks/neural_networks/rnn.ipynb index bb63524..0b28501 100644 --- a/notebooks/neural_networks/rnn.ipynb +++ b/notebooks/neural_networks/rnn.ipynb @@ -23,7 +23,8 @@ "name": "stdout", "output_type": "stream", "text": [ - "Populating the interactive namespace from numpy and matplotlib\n" + "Populating the interactive namespace from numpy and matplotlib\n", + "Prepending /usr/local/lib/python2.7/dist-packages/bigdl/share/conf/spark-bigdl.conf to sys.path\n" ] } ], @@ -45,7 +46,7 @@ "from utils import get_mnist\n", "from matplotlib.pyplot import imshow\n", "from pyspark import SparkContext\n", - "sc=SparkContext.getOrCreate()\n", + "sc=SparkContext.getOrCreate(conf=create_spark_conf().setMaster(\"local[4]\").set(\"spark.driver.memory\",\"2g\"))\n", "\n", "init_engine()" ] @@ -181,7 +182,7 @@ "creating: createTrainSummary\n", "creating: createSeveralIteration\n", "creating: createValidationSummary\n", - "saving logs to rnn-20171025-111346\n" + "saving logs to rnn-20171107-134720\n" ] } ], @@ -227,8 +228,8 @@ "output_type": "stream", "text": [ "Optimization Done.\n", - "CPU times: user 25.8 ms, sys: 9.95 ms, total: 35.7 ms\n", - "Wall time: 4min 52s\n" + "CPU times: user 22.4 ms, sys: 9.19 ms, total: 31.6 ms\n", + "Wall time: 4min 6s\n" ] } ], @@ -255,7 +256,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 8, "metadata": {}, "outputs": [ { @@ -266,15 +267,15 @@ "7.0, 2.0, 1.0, 0.0, 4.0, 1.0, 4.0, 9.0\n", "Predicted labels:\n", "7, 2, 1, 0, 4, 1, 4, 9\n", - "CPU times: user 41.9 ms, sys: 3.35 ms, total: 45.3 ms\n", - "Wall time: 503 ms\n" + "CPU times: user 77 ms, sys: 6.18 ms, total: 83.2 ms\n", + "Wall time: 944 ms\n" ] }, { "data": { "image/png": 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"text/plain": [ - "" + "" ] }, "metadata": {}, @@ -300,14 +301,14 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 9, "metadata": {}, "outputs": [ { "data": { - "image/png": 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V+pN5UeJjwKwjEBj4/wN8QXSy1yMvKq/BjE2HdJelCOs6zbsLyiLeprlb87F4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\nliRJkmpgYJYkSZJqYGCWJEmSavD/YJ0rhXSC0q8AAAAASUVORK5CYII=\n", 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KGAVaPVoBgs5wByV5h8oxY8MBbCsow5yHM2xvZ9WuwyirrMWwnv759VbsdeeV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"text/plain": [ - "" + "" ] }, "metadata": {}, From 069a5ffc1ed8f26a5b0bc6497224bf663e1f3d1d Mon Sep 17 00:00:00 2001 From: lopelopelope Date: Tue, 7 Nov 2017 14:38:43 +0800 Subject: [PATCH 14/18] change to directly use jupyter --- README.md | 6 ++---- 1 file changed, 2 insertions(+), 4 deletions(-) diff --git a/README.md b/README.md index 97f82cc..4392cd7 100644 --- a/README.md +++ b/README.md @@ -27,10 +27,8 @@ Step-by-step Deep Leaning Tutorials on Apache Spark using [BigDL](https://github + [Setup env on Mac OS](https://github.com/intel-analytics/BigDL-Tutorials/blob/master/SetupMac.md) / [Setup env on Linux](https://github.com/intel-analytics/BigDL-Tutorials/blob/master/SetupLinux.md) ### Start Jupyter Server -* Download BigDL 0.3.0([linux or mac](https://repo1.maven.org/maven2/com/intel/analytics/bigdl/dist-spark-2.2.0-scala-2.11.8-linux64/0.3.0/dist-spark-2.2.0-scala-2.11.8-linux64-0.3.0-dist.zip )) and unzip file. -* Run ```export BIGDL_HOME=where is your unzipped bigdl folder``` -* Run ```export SPARK_HOME=where is your unpacked spark folder``` -* Run ```./start_notebook.sh``` +* Run ```pip install BigDL``` +* Run ``` jupyter notebook --notebook-dir=./ --ip=* --no-browser``` ## Run Demo * Open a browser - Suggest Chrome or Firefox or Safari From 1712b059612791931bed472f0fd00c97faf7e98d Mon Sep 17 00:00:00 2001 From: lopelopelope Date: Wed, 8 Nov 2017 16:02:36 +0800 Subject: [PATCH 15/18] specify version 0.3.0 , delete spark install in Setup.md for pyspark will be installed with pip --- README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/README.md b/README.md index 4392cd7..71c7116 100644 --- a/README.md +++ b/README.md @@ -27,7 +27,7 @@ Step-by-step Deep Leaning Tutorials on Apache Spark using [BigDL](https://github + [Setup env on Mac OS](https://github.com/intel-analytics/BigDL-Tutorials/blob/master/SetupMac.md) / [Setup env on Linux](https://github.com/intel-analytics/BigDL-Tutorials/blob/master/SetupLinux.md) ### Start Jupyter Server -* Run ```pip install BigDL``` +* Run ```pip install BigDL==0.3.0``` * Run ``` jupyter notebook --notebook-dir=./ --ip=* --no-browser``` ## Run Demo From 34c004386fa25409ef361eded4bf832e4ea9a96f Mon Sep 17 00:00:00 2001 From: lopelopelope Date: Wed, 8 Nov 2017 16:11:44 +0800 Subject: [PATCH 16/18] setup changes --- SetupLinux.md | 8 ++++++-- SetupMac.md | 7 +++++-- 2 files changed, 11 insertions(+), 4 deletions(-) diff --git a/SetupLinux.md b/SetupLinux.md index 1f4bf07..d593bc3 100644 --- a/SetupLinux.md +++ b/SetupLinux.md @@ -6,9 +6,13 @@ This guide is mainly for Ubuntu. If you has other linux platform, please do the ### Installation Steps -* Install Java and Spark +* Install Java * Install Jdk 8 from http://www.oracle.com/technetwork/java/javase/downloads/index-jsp-138363.html#javasejdk - * Install Spark 2.1.0 from http://spark.apache.org/downloads.html + * Run the following steps +``` + export JAVA_HOME=where you unzip your jdk + export PATH=$PATH:$JAVA_HOME/bin +``` * Install Python dev env. Python2.7 is shipped with linux. ``` sudo apt-get update diff --git a/SetupMac.md b/SetupMac.md index cdee87a..86dd4f0 100644 --- a/SetupMac.md +++ b/SetupMac.md @@ -7,9 +7,12 @@ ``` /usr/bin/ruby -e "$(curl -fsSL https://raw.githubusercontent.com/Homebrew/install/master/install)" ``` -* Install Java and Spark +* Install Java * Install Java on OSX following the guide https://java.com/en/download/help/mac_install.xml - * Install Spark on OSX http://spark.apache.org/downloads.html + ``` + export JAVA_HOME=where you unzip your jdk + export PATH=$PATH:$JAVA_HOME/bin + ``` * (Optional) (Mac) Install Python. Python is shipped with MacOS, but you may want to install updates using Homebrew ``` brew install python From d79eb8ffef71c8b4e82f3de43fa0bfd7c82af766 Mon Sep 17 00:00:00 2001 From: lopelopelope Date: Wed, 8 Nov 2017 16:12:43 +0800 Subject: [PATCH 17/18] setup changes --- SetupMac.md | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/SetupMac.md b/SetupMac.md index 86dd4f0..7679d89 100644 --- a/SetupMac.md +++ b/SetupMac.md @@ -9,10 +9,10 @@ ``` * Install Java * Install Java on OSX following the guide https://java.com/en/download/help/mac_install.xml - ``` +``` export JAVA_HOME=where you unzip your jdk export PATH=$PATH:$JAVA_HOME/bin - ``` +``` * (Optional) (Mac) Install Python. Python is shipped with MacOS, but you may want to install updates using Homebrew ``` brew install python From e57c7ef19a299ed158ac418daf080042a7a1f65f Mon Sep 17 00:00:00 2001 From: hawkwood Date: Wed, 29 Nov 2017 12:21:01 +0800 Subject: [PATCH 18/18] prepare sc for spark_basic --- notebooks/spark_basics/DataFrame.ipynb | 16 +++++++--------- notebooks/spark_basics/RDD.ipynb | 12 ++++++------ notebooks/spark_basics/spark_sql.ipynb | 16 +++++++--------- .../spark_basics/structured_streaming.ipynb | 11 ++++++----- 4 files changed, 26 insertions(+), 29 deletions(-) diff --git a/notebooks/spark_basics/DataFrame.ipynb b/notebooks/spark_basics/DataFrame.ipynb index 0108202..365e585 100644 --- a/notebooks/spark_basics/DataFrame.ipynb +++ b/notebooks/spark_basics/DataFrame.ipynb @@ -17,9 +17,7 @@ { "cell_type": "code", "execution_count": 1, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -35,6 +33,8 @@ } ], "source": [ + "from pyspark import SparkContext\n", + "sc=SparkContext.getOrCreate()\n", "# Defines a Python list storing one JSON object.\n", "json_strings = ['{\"name\":\"Bob\",\"address\":{\"city\":\"Los Angeles\",\"state\":\"California\"}}']\n", "# Defines an RDD from the Python list.\n", @@ -61,9 +61,7 @@ { "cell_type": "code", "execution_count": 2, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "data": { @@ -114,14 +112,14 @@ "language_info": { "codemirror_mode": { "name": "ipython", - "version": 2 + "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", - "pygments_lexer": "ipython2", - "version": "2.7.12" + "pygments_lexer": "ipython3", + "version": "3.5.2" } }, "nbformat": 4, diff --git a/notebooks/spark_basics/RDD.ipynb b/notebooks/spark_basics/RDD.ipynb index 0b8bf83..117857f 100644 --- a/notebooks/spark_basics/RDD.ipynb +++ b/notebooks/spark_basics/RDD.ipynb @@ -17,9 +17,7 @@ { "cell_type": "code", "execution_count": 1, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -31,6 +29,8 @@ } ], "source": [ + "from pyspark import SparkContext\n", + "sc=SparkContext.getOrCreate()\n", "text_file = sc.parallelize([\"hello\",\"hello world\"])\n", "counts = text_file.flatMap(lambda line: line.split(\" \")) \\\n", " .map(lambda word: (word, 1)) \\\n", @@ -65,14 +65,14 @@ "language_info": { "codemirror_mode": { "name": "ipython", - "version": 2 + "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", - "pygments_lexer": "ipython2", - "version": "2.7.12" + "pygments_lexer": "ipython3", + "version": "3.5.2" } }, "nbformat": 4, diff --git a/notebooks/spark_basics/spark_sql.ipynb b/notebooks/spark_basics/spark_sql.ipynb index e3f28b9..ef7aecb 100644 --- a/notebooks/spark_basics/spark_sql.ipynb +++ b/notebooks/spark_basics/spark_sql.ipynb @@ -24,9 +24,7 @@ { "cell_type": "code", "execution_count": 1, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -42,6 +40,8 @@ } ], "source": [ + "from pyspark import SparkContext\n", + "sc=SparkContext.getOrCreate()\n", "json_strings = ['{\"name\":\"Bob\",\"address\":{\"city\":\"Los Angeles\",\"state\":\"California\"}}']\n", "# Defines an RDD from the Python list.\n", "peopleRDD = sc.parallelize(json_strings)\n", @@ -60,9 +60,7 @@ { "cell_type": "code", "execution_count": 2, - "metadata": { - "collapsed": false - }, + "metadata": {}, "outputs": [ { "name": "stdout", @@ -110,14 +108,14 @@ "language_info": { "codemirror_mode": { "name": "ipython", - "version": 2 + "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", - "pygments_lexer": "ipython2", - "version": "2.7.12" + "pygments_lexer": "ipython3", + "version": "3.5.2" } }, "nbformat": 4, diff --git a/notebooks/spark_basics/structured_streaming.ipynb b/notebooks/spark_basics/structured_streaming.ipynb index dfc5112..957e1b6 100644 --- a/notebooks/spark_basics/structured_streaming.ipynb +++ b/notebooks/spark_basics/structured_streaming.ipynb @@ -43,7 +43,9 @@ }, "outputs": [], "source": [ - "from pyspark.streaming import StreamingContext" + "from pyspark.streaming import StreamingContext\n", + "from pyspark import SparkContext\n", + "sc=SparkContext.getOrCreate()" ] }, { @@ -227,17 +229,16 @@ "language_info": { "codemirror_mode": { "name": "ipython", - "version": 2 + "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", - "pygments_lexer": "ipython2", - "version": "2.7.10" + "pygments_lexer": "ipython3", + "version": "3.5.2" } }, "nbformat": 4, "nbformat_minor": 2 } -