{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "## Using Deep Learning to Predict Water Point functionality from an Image\n", "\n", "Imports and boiler plate" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": true }, "outputs": [], "source": [ "import os\n", "\n", "import matplotlib.pyplot as plt\n", "%matplotlib inline\n", "import numpy as np\n", "from keras.utils import plot_model\n", "from keras.preprocessing import image\n", "from keras.preprocessing.image import ImageDataGenerator\n", "from keras.models import Model, Sequential, load_model\n", "from keras.layers import Conv2D, MaxPooling2D\n", "from keras.layers import Activation, Dropout, Flatten, Dense\n", "from keras import applications, backend as K, callbacks, optimizers, regularizers" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Configuration variables for model and learning rate" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "collapsed": true }, "outputs": [], "source": [ "# fix random seed for reproducibility\n", "seed = 7\n", "np.random.seed(seed)\n", "\n", "K.set_image_dim_ordering('tf')\n", "\n", "# dimensions of our images.\n", "img_width, img_height = 150, 150\n", "\n", "wp_func_model_path = 'first_try.h5'\n", "wp_type_model_path = 'wp_type_model.h5'\n", "fine_tuned_model_weights_path = 'finetuned_model.h5'\n", "top_model_weights_path = 'bottleneck_fc_model.h5'\n", "epochs = 100\n", "batch_size = 32\n", "dropout = 0.5\n", "init_lr = 1e-4" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Visualization and model training functions" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "collapsed": false, "scrolled": true }, "outputs": [], "source": [ "def count_files_in_path(path):\n", " return sum([len(fs) for _, __, fs in os.walk(path)])\n", " \n", "def plot_history(path, history):\n", " plt.style.use(\"ggplot\")\n", " plt.figure(figsize=(12,9))\n", " plt.plot(np.arange(0, epochs), history[\"loss\"], label=\"Train Loss\")\n", " plt.plot(np.arange(0, epochs), history[\"val_loss\"], label=\"Validation Loss\")\n", " plt.plot(np.arange(0, epochs), history[\"acc\"], label=\"Train Accuracy\")\n", " plt.plot(np.arange(0, epochs), history[\"val_acc\"], label=\"Validation Accuracy\")\n", " plt.title(\"Loss and Accuracy on Water Point Classification\")\n", " plt.xlabel(\"Epoch #\")\n", " plt.ylabel(\"Loss/Accuracy\")\n", " plt.legend(loc=\"center right\")\n", " plt.savefig(path)\n", "\n", "\n", "def save(path, model, history):\n", " plot_history(path + '_performance.png', history)\n", " model.save(path + '_model.h5')\n", " model.save_weights(path + '.h5')\n", "\n", "\n", "def create_model(optimizer='rmsprop',\n", " classes=1,\n", " activation='sigmoid',\n", " loss='binary_crossentropy'):\n", " if K.image_data_format() == 'channels_first':\n", " input_shape = (3, img_width, img_height)\n", " else:\n", " input_shape = (img_width, img_height, 3)\n", "\n", " model = Sequential()\n", " model.add(Conv2D(32, (3, 3), input_shape=input_shape))\n", " model.add(Activation('relu'))\n", " model.add(MaxPooling2D(pool_size=(2, 2)))\n", "\n", " model.add(Conv2D(32, (3, 3)))\n", " model.add(Activation('relu'))\n", " model.add(MaxPooling2D(pool_size=(2, 2)))\n", "\n", " model.add(Conv2D(64, (3, 3)))\n", " model.add(Activation('relu'))\n", " model.add(MaxPooling2D(pool_size=(2, 2)))\n", "\n", " model.add(Conv2D(128, (3, 3)))\n", " model.add(Activation('relu'))\n", " model.add(MaxPooling2D(pool_size=(2, 2)))\n", " \n", " model.add(Flatten())\n", " model.add(Dense(128))\n", " model.add(Activation('relu'))\n", " model.add(Dropout(dropout))\n", " model.add(Dense(classes))\n", " model.add(Activation(activation))\n", "\n", " model.compile(loss=loss,\n", " optimizer=optimizer,\n", " metrics=['accuracy'])\n", "\n", " return model\n", "\n", "\n", "def build_model(init_model_fn,\n", " class_mode,\n", " filename,\n", " train_data_dir,\n", " validation_data_dir,\n", " do_checkpoint=False,\n", " do_load=False): \n", " if do_load:\n", " model = load_model(filename + '_model.h5')\n", " else:\n", " model = init_model_fn()\n", "\n", " # this is the augmentation configuration we will use for training\n", " train_datagen = ImageDataGenerator(\n", " rescale=1. / 255,\n", " rotation_range=30,\n", " shear_range=0.2,\n", " zoom_range=0.2,\n", " width_shift_range=0.1,\n", " height_shift_range=0.1,\n", " horizontal_flip=True)\n", "\n", " # this is the augmentation configuration we will use for testing:\n", " # only rescaling\n", " test_datagen = ImageDataGenerator(rescale=1. / 255)\n", "\n", " train_generator = train_datagen.flow_from_directory(\n", " train_data_dir,\n", " target_size=(img_width, img_height),\n", " batch_size=batch_size,\n", " class_mode=class_mode)\n", "\n", " validation_generator = test_datagen.flow_from_directory(\n", " validation_data_dir,\n", " target_size=(img_width, img_height),\n", " batch_size=batch_size,\n", " class_mode=class_mode)\n", "\n", " filepath = \"%s.weights-improvement-{epoch:02d}-{val_acc:.2f}.hdf5\" % filename\n", " callbacks = []\n", " if do_checkpoint:\n", " checkpoint = callbacks.ModelCheckpoint(filepath,\n", " monitor='val_acc',\n", " save_best_only=True,\n", " mode='max')\n", " callbacks.append(checkpoint)\n", "\n", " train_num_files = count_files_in_path(train_data_dir)\n", " validation_num_files = count_files_in_path(validation_data_dir)\n", " \n", " history = model.fit_generator(\n", " train_generator,\n", " steps_per_epoch=train_num_files // batch_size,\n", " epochs=epochs,\n", " validation_data=validation_generator,\n", " validation_steps=validation_num_files // batch_size,\n", " callbacks=callbacks)\n", "\n", " save(filename, model, history.history)\n", "\n", "\n", "def get_activations(model,\n", " model_inputs, \n", " print_activations=False,\n", " print_shape_only=False, \n", " layer_name=None,\n", " max_layer=None):\n", " \"\"\"\n", " From https://github.com/philipperemy/keras-visualize-activations/blob/master/read_activations.py\n", " \"\"\"\n", " activations = []\n", " inp = model.input\n", "\n", " model_multi_inputs_cond = True\n", " if not isinstance(inp, list):\n", " # only one input! let's wrap it in a list.\n", " inp = [inp]\n", " model_multi_inputs_cond = False\n", "\n", " model_layers = model.layers\n", " \n", " if max_layer and not layer_name:\n", " model_layers = model_layers[0:max_layer]\n", "\n", " outputs = [layer.output for layer in model_layers if\n", " layer.name == layer_name or layer_name is None] # all layer outputs\n", "\n", " funcs = [K.function(inp + [K.learning_phase()], [out]) for out in outputs] # evaluation functions\n", "\n", " if model_multi_inputs_cond:\n", " list_inputs = []\n", " list_inputs.extend(model_inputs)\n", " list_inputs.append(0.)\n", " else:\n", " list_inputs = [model_inputs, 0.]\n", "\n", " # Learning phase. 0 = Test mode (no dropout or batch normalization)\n", " # layer_outputs = [func([model_inputs, 0.])[0] for func in funcs]\n", " layer_outputs = [func(list_inputs)[0] for func in funcs]\n", " \n", " if print_activations:\n", " print('----- activations -----')\n", "\n", " for layer_activations in layer_outputs:\n", " activations.append(layer_activations)\n", " if print_activations:\n", " if print_shape_only:\n", " print(layer_activations.shape)\n", " else:\n", " print(layer_activations)\n", "\n", " return activations\n", "\n", "\n", "def display_activations(activation_maps):\n", " \"\"\"\n", " From https://github.com/philipperemy/keras-visualize-activations/blob/master/read_activations.py\n", " \"\"\"\n", " batch_size = activation_maps[0].shape[0]\n", " assert batch_size == 1, 'One image at a time to visualize.'\n", " for i, activation_map in enumerate(activation_maps):\n", " print('Displaying activation map {}'.format(i))\n", " shape = activation_map.shape\n", " if len(shape) == 4:\n", " activations = np.hstack(np.transpose(activation_map[0], (2, 0, 1)))\n", " elif len(shape) == 2:\n", " # try to make it square as much as possible. we can skip some activations.\n", " activations = activation_map[0]\n", " num_activations = len(activations)\n", " if num_activations > 1024: # too hard to display it on the screen.\n", " square_param = int(np.floor(np.sqrt(num_activations)))\n", " activations = activations[0: square_param * square_param]\n", " activations = np.reshape(activations, (square_param, square_param))\n", " else:\n", " activations = np.expand_dims(activations, axis=0)\n", " else:\n", " raise Exception('len(shape) = 3 has not been implemented.')\n", " plt.imshow(activations, interpolation='None', cmap='jet')\n", " plt.show()\n", "\n", "\n", "def plot_trained_model(weights_path,\n", " class_mode,\n", " data_dir,\n", " num_images,\n", " classes,\n", " save_model_plot):\n", " model = load_model(weights_path + '_model.h5')\n", "\n", " datagen = ImageDataGenerator(rescale=1. / 255)\n", "\n", " data_generator = datagen.flow_from_directory(\n", " data_dir,\n", " target_size=(img_width, img_height),\n", " batch_size=1,\n", " shuffle=False,\n", " classes=classes,\n", " class_mode=class_mode)\n", "\n", " \n", " for i, data in enumerate(data_generator):\n", " data = data[0]\n", " y = model.predict(data).tolist()[0][0]\n", " print('Classes: %s, Prediction %f' % (','.join(classes), y))\n", "\n", " activations = get_activations(model, data, max_layer=-1)\n", " display_activations(activations)\n", "\n", " if i > num_images:\n", " break\n", "\n", " if save_model_plot:\n", " plot_model(model, to_file=weights_path + '.png', show_shapes=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### A generic run function for common settings" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "collapsed": true }, "outputs": [], "source": [ "def run(basic=False,\n", " init_model_fn=create_model,\n", " class_mode='binary',\n", " filename=wp_func_model_path,\n", " train_data_dir='data/functionality/train',\n", " validation_data_dir='data/functionality/validation',\n", " bottleneck=False,\n", " save_bottleneck=True,\n", " finetune=False, \n", " analytics=False,\n", " num_images=1,\n", " classes=['nonfunc'],\n", " save_model_plot=False,\n", " predictions=False):\n", " ### Part I: Basic Model\n", " if basic:\n", " build_model(init_model_fn,\n", " class_mode,\n", " filename,\n", " train_data_dir,\n", " validation_data_dir)\n", "\n", " ### Part II: Bottleneck\n", " if bottleneck: \n", " if save_bottleneck:\n", " save_bottleneck_features()\n", " train_top_model()\n", "\n", " ### Part III: Fine Tune\n", " if finetune:\n", " fine_tune()\n", "\n", " ### Analysis\n", " if analytics:\n", " plot_trained_model(filename,\n", " class_mode,\n", " validation_data_dir,\n", " num_images,\n", " classes,\n", " save_model_plot)\n", "\n", " ### Prediction\n", " if predictions:\n", " predict(filename)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Common configurations for building models" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [ "adam = optimizers.Adam(lr=init_lr, decay=init_lr / epochs)\n", "\n", "configurations = [\n", " ['handpump', adam]\n", " ['handpump', optimizers.RMSprop(lr=init_lr, decay=init_lr / epochs)],\n", " ['handpump', optimizers.Adagrad()],\n", " ['handpump', optimizers.Adadelta()],\n", " ['handpump', optimizers.Adam(lr=init_lr, decay=init_lr / epochs, amsgrad=True)],\n", " ['handpump', optimizers.Adamax()],\n", " ['handpump', optimizers.Nadam()],\n", " ['standpipe_multiple', adam],\n", " ['standpipe_single'adam]\n", "]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Build a set of models\n", "\n", "Choose a subset of configurations to only build those particular models.\n", "\n", "Here is a sample of outputs we received on our data:\n", "\n", "Model | Learning Rate | Dropout | Validation Loss | Validation Accuracy\n", "--- | --- | --- | --- | ---\n", "ADAM | 1e-3 | 0.5 | 0.7822 | 0.7956\n", "ADAM | 1e-4 | 0.5 | 0.5002 | 0.8052\n", "ADAM | 1e-4 | 0.7 | 0.4982 | 0.8031\n", "ADAM | 1e-5 | 0.5 | worse than others | worse than others\n", "Adagrad | 1e-4 | 0.5 | 0.5158 | 0.8088\n", "Adelta | 1e-4 | 0.5 | 0.5743 | 0.7880\n", "ADAM AMSGrad | 1e-4 | 0.5 | ~0.5 | 0.78\n", "Adamax | 1e-4 | 0.5 | 0.6493 | 0.8020\n", "Nadam | 1e-4 | 0.5 | 0.6911 | 0.5367\n", "RMSProp | 1e-4 | 0.5 | 0.5 | 0.78" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [ "for folder, optimizer in configurations[0:1]:\n", " optimizer_name = optimizer.__class__.__name__\n", " filename = 'split_%s_%s_le-4_do0%s_%s_%s' % (\n", " folder, optimizer_name, int(dropout * 10), batch_size, epochs)\n", " print 'Building basic %s model for \"%s\" using \"%s\"' % (filename, folder, optimizer_name)\n", "\n", " run(basic=True,\n", " init_model_fn=lambda: create_model(\n", " optimizer=optimizer),\n", " class_mode='binary',\n", " filename=filename,\n", " train_data_dir='data/split/%s/train' % folder,\n", " validation_data_dir='data/split/%s/validation' % folder)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Analyze a set of models\n", "\n", "Choose a subset of configurations to only analyze those particular models." ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Building basic split_handpump_Adam_le-4_do05_32_100 model for \"handpump\" using \"Adam\"\n", "Found 200 images belonging to 1 classes.\n", "Classes: nonfunc, Prediction 0.514617\n", "Displaying activation map 0\n" ] }, { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Displaying activation map 1\n" ] }, { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Displaying activation map 2\n" ] }, { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Displaying activation map 3\n" ] }, { "data": { "image/png": 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0miNm3Fgm+R8z4c9H/1jRwKTDNdU6Q71xuRba62HnadTmiBked7a/7f0966o2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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Displaying activation map 4\n" ] }, { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Displaying activation map 5\n" ] }, { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Displaying activation map 6\n" ] }, { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Displaying activation map 7\n" ] }, { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Displaying activation map 8\n" ] }, { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Displaying activation map 9\n" ] }, { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Displaying activation map 10\n" ] }, { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Displaying activation map 11\n" ] }, { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Displaying activation map 12\n" ] }, { "data": { "image/png": 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7Bt0S+clSVUuvD8F62wsGwL1jtaxvqAy0wVLsEcPz9gkltxUZCLUyUe1UGzuM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\nszALW+mrb4zZQ0ROlHQGcp8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ASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Displaying activation map 13\n" ] }, { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Displaying activation map 14\n" ] }, { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Displaying activation map 15\n" ] }, { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Displaying activation map 16\n" ] }, { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Classes: nonfunc, Prediction 0.907150\n", "Displaying activation map 0\n" ] }, { "data": { "image/png": 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1uXjGlZJwg+WWoPJtr0NZXa9alTLXUipCxhWlcu5BGqniyJ7FZJT28vKm6+FX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\ngcE5wv8DnHOcQmlKDJwAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Displaying activation map 1\n" ] }, { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Displaying activation map 2\n" ] }, { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Displaying activation map 3\n" ] }, { "data": { "image/png": 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QuDot+jUYMqreNuv1apOWc4En/LOb7bBOZekeKszGqYGlUWBaXr0Ru6xxRFfJ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\nUVbaZcqUKfMK4n8DKqwLC6EMscQAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Displaying activation map 4\n" ] }, { "data": { "image/png": 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QkMtO1PheWIoSTWMMs8IsswItgIgciB4abB98AhVlwF8bPZtLfUwSCHa5GyMF+lytfDEO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\noHq3AAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Displaying activation map 5\n" ] }, { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Displaying activation map 6\n" ] }, { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Displaying activation map 7\n" ] }, { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Displaying activation map 8\n" ] }, { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Displaying activation map 9\n" ] }, { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Displaying activation map 10\n" ] }, { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Displaying activation map 11\n" ] }, { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Displaying activation map 12\n" ] }, { "data": { "image/png": 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iLPpFm0cUU73sr+lIKqtIv7AviNii8+xQXhAmpOBNDdIw6udCdFGUpRbX0nmX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\nP3wj++YVDwvaE22mli/Gwo1rJcWyV68YXwIAl/m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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Displaying activation map 13\n" ] }, { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Displaying activation map 14\n" ] }, { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Displaying activation map 15\n" ] }, { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Displaying activation map 16\n" ] }, { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Classes: nonfunc, Prediction 0.749731\n", "Displaying activation map 0\n" ] }, { "data": { "image/png": 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mGoMa9ZxYKZAnv/Ocjp2zVquFtPtdzae1sGnNDa+5N8m6nM2dTsmNWJJy3O7B\n9+L/5oQRMzZqyHmxz3vYbsuZu2dej/vcajrzcT9lh65MKc0a9JjrRBy20+YwbbNpL/H5lNf9sRK9\nq3Y67HFXy+Ub8vmGfFjV3rkiCv7KqxVKNX0jp7WWanJxzdzMAEtFU1Nb3Ou2FFdQVZf3L/1nuzwi\niMp6VRUt6vJhb9ar7C0+7NF4/YWdSsqsWqe0sGdJeOkyi0Vuq1h8ZIPWYs3wwAknDDtmq8WlLrVq\nwYn5zYrFtGs5E/uSIbstG9tB69lOh/fzoX18/t289+8Oin4zaYt/LLlXQgjhGfwHXJYN4fMkHfK8\nGONECOGLUlhza1Y+h+lvVPemtpBUQStdZ+jaLglqGNXWZBlvlRbICm3/pGxlupdGUSitiRtXebDE\nFdx28373Tu+hJadQrGvtOqdey6sGdNXtGJpIN9s8tVN+YNG1y6VkIa8EVtqFfCXdfFLL0xKTT/BK\nnO5IZF0L6fOhQL1E/1rKaunDY3m2BKZb6cZqkUZIN0Q0Uh1h84r4l/2pbwMxLfJ+KZLdJZ3Xiwc4\nscLwHtRoq7VrNFpcXcp75Phr3TQ0p7JcEs9u0dPX4mbjyuFO9bndbumfdbMnnLJJn3bzus3X2l3d\n1qrfjKFYMdGDhRb6ktXqtNSONgZ2TZq7a5S26NUv+h/+6qE3sNKW2lsM6+6LopSytRQVY0GLm7Q7\nJ6fo7Mv36JtYUXK9Xjvk4241A2KxbuT+eXueV1GNJT1hXodhFSXdCha02qlLbwiO/JtXGf7lR11h\nXtTijJfZ6hmnDSvp12WnMTPucism7XxmQ5b1EZISPZ/33oJCoDW4duQhPQbMeK1uy7aFAVPbXm6j\nbapGDBvWo+xxdwqic15iWE23K7SGVd126jLmjC2u9ZCz8SYP/dANbi0vqFcLnCim9LKXSn7OAp5u\n4aHIKwKrwYAeJSVrbtVQNmJIUb9lo/b4op3yPu+73LQjEouKW+dVH+yhO9KSpxDpb0n3Zu9OK61U\nvdY1xSXRmlmvdq05Zb0qRnR7QEnJbca9vLtsenXY88JTJuMWa6FF1GFDLif0VjQaOT25JScXhjQa\nrXSvCVrF5YJcoW6t0Soeb+OqmALmD93mpq0S+UxLLoJWKTDaLpF6Db9Pp51e6Yxlwx7zNq/yZV92\nu81GtLrBtVr1KwlucqMWPbHou8MnBdFXXIYhHUqCmxUtG/WEjWcus+nNS3p6y8ZPvcVrNt7vaG5M\neambqRf98aiuAAAEcElEQVT48Sv+wv6FO411jZuuFY0u9OjtL8uFouFi1OiuC63RlWFeXa8zccDm\nsOpz3qVXVLFH2eX6Xa5mk1f7rPl4p8NhxO3hS25qw1JJ2LMiltvW76ab76ARdV952rm57rS25vq0\nF7m+7VHzemxoDZYXuu0YGNcelzy58kIj031G7pDub+jOZCix7MI2Fo5LLr1dnPya++4v4utv5sai\nEMIefCbG2BZCuA5/ky5lOqPfKdwqpTO+RfL6jEjJbC+JMd77der8n1+4iSaaaKKJr8G3cmPRH0t2\nRzGz0N8tWd4L2fsmfDbGeCqE8F7Jt34oO72M+/6/NKiJJppooom/H75ZH3qD7NYuxBiviDFujTHe\nJFnnP5OVH8JvZj9bxdvit+OB60000UQTTXwNvi1/cNFEE0000cR3Hs3/FG2iiSaaeI7gWSH0S+3/\nRkMI7wshzIQQHr2orC+E8KkQwuEQwidDCD0XfffzIYQnQwiPhxBecVH5TSGERzO5/fp3uh/fDvxd\n/3x1KcsnhFAMIdwbQng4k80vZ+WXtFwuRgihJYTwUAjhL7LPTdnEGL+jL0mJHJUSEltxAFd9p9vx\nHe7zC6REs0cvKvuPeFd2/LP4lez4Gul+0byUjHfUumvsXilFFD6BVz7bffsHkM0m7M6OO6Ubnq9q\nyidCe/aek+6+3tOUy9+Sz7/EH+Evss+XvGyeDQv9VjwZYzwWY1x1CfzfaEx32579quLX4wPZ8Qfw\nPdnxd0uPG67HGCekR/vfGkLYhK4Y4/3Z7/7wonP+0SLGeDLGeCA7XsTj0u05l7x8YozL2WFRMoTO\nasoFaWeH1+C9FxVf8rJ5Ngh9hOzZnQmX6v+NbowxzpBITboNia+Vz1RWNmL90V88B+UWQtgm7WS+\njKFLXT6ZS+Fh6X7E/TFlkV3ycsnwn6XsuouzOi552TSDov//wSWdbhRC6MRH8FOZpf7V8rjk5BNj\nXIsx3ijtWF4YQtirKRchhNdKf7hzwNc+luRiXHKyeTYIfUp6dMB5fP3/G33uYyaEMATZ1u9UVj6F\nLRf97rx8vlH5P3qEEPISmX8wxvjnWXFTPhlijOck/+4tmnIhxRK+O3te1J/gJSGED+LkpS6bZ4PQ\n78dYCGFrCKEg3Vn6F89CO77TyB7JdwF/gR/Njt+KP7+o/PtDCIUQwnbpWYL3ZVvI+RDCrSGEgB+5\n6Jx/7Ph9HIox/sZFZZe0fEIIg+ezNEIIbdLzlB52icsFYoz/JsZ4WYzxcok/Phdj/GH8pUtcNs9W\ndPpVUjbDk/i5Zzsy/B3o7x/jhPR4q2ekf4Hqw2cyOXwKvRf9/uelSPzjeMVF5TfjsUxuv/Fs9+sf\nSDZ7pDuRD0iE9VA2P/ovZflIj7d6KJPJI/jprPySlsvXkdOd1rNcLnnZNO8UbaKJJpp4jqAZFG2i\niSaaeI6gSehNNNFEE88RNAm9iSaaaOI5giahN9FEE008R9Ak9CaaaKKJ5wiahN5EE0008RxBk9Cb\naKKJJp4j+H8BsDHoZFasCawAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Displaying activation map 1\n" ] }, { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Displaying activation map 2\n" ] }, { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Displaying activation map 3\n" ] }, { "data": { "image/png": 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Enojw17IiG3gh6ZGmWFH/V+zGH4rr/h2xCI2LN4yaeb4LvOvOnzBoVUt8M8mc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\nQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Displaying activation map 4\n" ] }, { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Displaying activation map 5\n" ] }, { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Displaying activation map 6\n" ] }, { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Displaying activation map 7\n" ] }, { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Displaying activation map 8\n" ] }, { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Displaying activation map 9\n" ] }, { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Displaying activation map 10\n" ] }, { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Displaying activation map 11\n" ] }, { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Displaying activation map 12\n" ] }, { "data": { "image/png": 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miafEH5hHslf1PTw8CP7B9/CohSisqp8zH1u2u+QZkfCxPRksy+hEXBoXh5cm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\nxP8D/JH+eQDkDsYAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Displaying activation map 13\n" ] }, { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Displaying activation map 14\n" ] }, { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Displaying activation map 15\n" ] }, { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Displaying activation map 16\n" ] }, { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Classes: nonfunc, Prediction 0.716417\n", "Displaying activation map 0\n" ] }, { "data": { "image/png": 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nnuquIdLJMABTPU00d3Zzev1zPJVaQ2fkAGlPWCkbQnnWaIxSh0+WWMIONrMS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\nRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Displaying activation map 1\n" ] }, { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Displaying activation map 2\n" ] }, { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Displaying activation map 3\n" ] }, { "data": { "image/png": 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OO7fcEwt1WhJtN2JfSkdCV8UPbvwdvetPe/LoddIauszFowc1LSlVWfMKqnI+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\nYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Displaying activation map 4\n" ] }, { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Displaying activation map 5\n" ] }, { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Displaying activation map 6\n" ] }, { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Displaying activation map 7\n" ] }, { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Displaying activation map 8\n" ] }, { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Displaying activation map 9\n" ] }, { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Displaying activation map 10\n" ] }, { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Displaying activation map 11\n" ] }, { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Displaying activation map 12\n" ] }, { "data": { "image/png": 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zpwgiIaLuRjyjp0XU/tT9ZOIRN5VN+ZVwhQX+I5ngNacfy3+pqq9QKAL0xVco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\nB+eYCmRNFVPQ3HkKhSICffEVijrEx6/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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Displaying activation map 13\n" ] }, { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Displaying activation map 14\n" ] }, { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Displaying activation map 15\n" ] }, { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Displaying activation map 16\n" ] }, { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Classes: nonfunc, Prediction 0.727860\n", "Displaying activation map 0\n" ] }, { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Displaying activation map 1\n" ] }, { "data": { "image/png": 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jRsjtSThmsI8A9w/BYA0jVegnXBQ1xqwXkYlJyTF050obOjwPoypjOtpFTxtj7hSRODpn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\n4TFK4BW6h4eHxyjB/wGRTMYVF4u63gAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Displaying activation map 2\n" ] }, { "data": { "image/png": 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L/LQiQVDPdzV/9GZRxPayCcqJTRy4HBVgoV1IK7nEiRC3KaSbXnZ0T6StIQ+2REUHOoBn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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Displaying activation map 3\n" ] }, { "data": { "image/png": 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isi1SvbqdrNG0GSwucsqtMji+iO87RKEin2lSbeZwXJ9WQ+eK0sUGjWoKbxKt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\n/wFzA3qiu3PK5gAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Displaying activation map 4\n" ] }, { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Displaying activation map 5\n" ] }, { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Displaying activation map 6\n" ] }, { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Displaying activation map 7\n" ] }, { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Displaying activation map 8\n" ] }, { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Displaying activation map 9\n" ] }, { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Displaying activation map 10\n" ] }, { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Displaying activation map 11\n" ] }, { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Displaying activation map 12\n" ] }, { "data": { "image/png": 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fPs01UlwfjMM0m2UsPj87Oghlr2X8RibtmAWZ30t6EvYTokE7pDAFQPKZo+BZ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\nz523ppLNf1WTX9Q68F++Wl/zOtFO+xB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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Displaying activation map 13\n" ] }, { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Displaying activation map 14\n" ] }, { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Displaying activation map 15\n" ] }, { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Displaying activation map 16\n" ] }, { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "for folder, optimizer in configurations[0:1]:\n", " optimizer_name = optimizer.__class__.__name__\n", " filename = 'split_%s_%s_le-4_do0%s_%s_%s' % (\n", " folder, optimizer_name, int(dropout * 10), batch_size, epochs)\n", " print 'Building basic %s model for \"%s\" using \"%s\"' % (filename, folder, optimizer_name)\n", " \n", " run(analytics=True,\n", " class_mode='binary',\n", " filename=filename,\n", " validation_data_dir='data/split/%s/validation' % folder,\n", " num_images=3,\n", " save_model_plot=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Build a model to distinguish between 3 types of waterpoint" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [ "run(basic=True,\n", " init_model_fn=lambda: create_model(\n", " activation='softmax',\n", " classes=3,\n", " loss='categorical_crossentropy',\n", " optimizer=optimizers.Adam(lr=init_lr, decay=init_lr / epochs)),\n", " class_mode='categorical',\n", " filename='type_adam',\n", " train_data_dir='data/type/train',\n", " validation_data_dir='data/type/validation')" ] } ], "metadata": { "kernelspec": { "display_name": "Python 2", "language": "python", "name": "python2" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 2 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython2", "version": "2.7.13" } }, "nbformat": 4, "nbformat_minor": 2 }