{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/ec2-user/anaconda3/envs/tensorflow_p36/lib/python3.6/site-packages/matplotlib/__init__.py:962: UserWarning: Duplicate key in file \"/home/ec2-user/.config/matplotlib/matplotlibrc\", line #2\n", " (fname, cnt))\n", "/home/ec2-user/anaconda3/envs/tensorflow_p36/lib/python3.6/site-packages/matplotlib/__init__.py:962: UserWarning: Duplicate key in file \"/home/ec2-user/.config/matplotlib/matplotlibrc\", line #3\n", " (fname, cnt))\n", "/home/ec2-user/anaconda3/envs/tensorflow_p36/lib/python3.6/site-packages/h5py/__init__.py:36: FutureWarning: Conversion of the second argument of issubdtype from `float` to `np.floating` is deprecated. In future, it will be treated as `np.float64 == np.dtype(float).type`.\n", " from ._conv import register_converters as _register_converters\n", "Using TensorFlow backend.\n", "/home/ec2-user/anaconda3/envs/tensorflow_p36/lib/python3.6/importlib/_bootstrap.py:219: RuntimeWarning: compiletime version 3.5 of module 'tensorflow.python.framework.fast_tensor_util' does not match runtime version 3.6\n", " return f(*args, **kwds)\n" ] } ], "source": [ "import numpy as np\n", "import random\n", "import matplotlib.pyplot as plt\n", "%matplotlib inline\n", "\n", "from tqdm import tqdm\n", "\n", "from keras.layers import Input, Conv2D\n", "from keras.layers import AveragePooling2D, BatchNormalization\n", "from keras.layers import UpSampling2D, Flatten, Activation\n", "from keras.models import Model, Sequential\n", "from keras.layers.core import Dense, Dropout\n", "from keras.layers.advanced_activations import LeakyReLU\n", "from keras.optimizers import Adam\n", "from keras import backend as k\n", "\n", "from keras.datasets import fashion_mnist" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "# set seed for reproducibility\n", "seed_val = 9000\n", "np.random.seed(seed_val)\n", "random.seed(seed_val)" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Size of the training_set: (60000, 28, 28)\n", "Size of the test_set: (60000, 28, 28)\n", "Shape of each image: (28, 28)\n", "Total number of classes: 10\n", "Unique class labels: [0 1 2 3 4 5 6 7 8 9]\n" ] } ], "source": [ "(X_train, y_train), (X_test, y_test) = fashion_mnist.load_data()\n", "\n", "print('Size of the training_set: ', X_train.shape)\n", "print('Size of the test_set: ', X_train.shape)\n", "print('Shape of each image: ', X_train[0].shape)\n", "print('Total number of classes: ', len(np.unique(y_train)))\n", "print('Unique class labels: ', np.unique(y_train))" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Plot of 9 random images\n", "for i in range(0, 9):\n", " plt.subplot(331+i) # plot of 3 rows and 3 columns\n", " plt.axis('off') # turn off axis\n", " plt.imshow(X_train[i], cmap='gray') # gray scale" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# plotting image from each class\n", "fig=plt.figure(figsize=(8, 4))\n", "columns = 5\n", "rows = 2\n", "for i in range(0, rows*columns):\n", " fig.add_subplot(rows, columns, i+1)\n", " plt.title(str(i)) # label \n", " plt.axis('off') # turn off axis\n", " plt.imshow(X_train[np.where(y_train==i)][0], cmap='gray') # gray scale\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Maximum pixel value in the training_set: 255\n", "Minimum pixel value in the training_set: 0\n" ] } ], "source": [ "print('Maximum pixel value in the training_set: ', np.max(X_train))\n", "print('Minimum pixel value in the training_set: ', np.min(X_train))" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Maximum pixel value in the training_set after Centering and Scaling: 1.0\n", "Minimum pixel value in the training_set after Centering and Scaling: -1.0\n" ] } ], "source": [ "# Converting integer values to float types \n", "X_train = X_train.astype(np.float32)\n", "X_test = X_test.astype(np.float32)\n", "\n", "# Scaling and centering\n", "X_train = (X_train - 127.5) / 127.5\n", "X_test = (X_test - 127.5)/ 127.5\n", "print('Maximum pixel value in the training_set after Centering and Scaling: ', np.max(X_train))\n", "print('Minimum pixel value in the training_set after Centering and Scaling: ', np.min(X_train))" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Maximum pixel value after upscaling scaled image: 255\n", "Maximum pixel value after upscaling scaled image: 0\n" ] } ], "source": [ "# Rescale the pixel values (0 and 255)\n", "def upscale(image):\n", " return (image*127.5 + 127.5).astype(np.uint8)\n", "\n", "# Lets see if this works\n", "z = upscale(X_train[0])\n", "print('Maximum pixel value after upscaling scaled image: ',np.max(z))\n", "print('Maximum pixel value after upscaling scaled image: ',np.min(z))" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "for i in range(0, 9):\n", " plt.subplot(331+i) # plot of 3 rows and 3 columns\n", " plt.axis('off') # turn off axis\n", " plt.imshow(upscale(X_train[i]), cmap='gray') # gray scale" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Noised train data Shape/Dimension : (60000, 28, 28)\n", "Noised test data Shape/Dimension : (60000, 28, 28)\n" ] } ], "source": [ "def noising(image):\n", " array = np.array(image)\n", " i = random.choice(range(8,12)) # x coordinate for the top left corner of the mask\n", " j = random.choice(range(8,12)) # y coordinate for the top left corner of the mask\n", " array[i:i+8, j:j+8]=-1.0 # setting the pixels in the masked region to -1\n", " return array\n", "\n", "noised_train_data = np.array([*map(noising, X_train)])\n", "noised_test_data = np.array([*map(noising, X_test)])\n", "print('Noised train data Shape/Dimension : ', noised_train_data.shape)\n", "print('Noised test data Shape/Dimension : ', noised_train_data.shape)" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Plot of 9 scaled noised images after upscaling\n", "for i in range(0, 9):\n", " plt.subplot(331+i) # plot of 3 rows and 3 columns\n", " plt.axis('off') # turn off axis\n", " plt.imshow(upscale(noised_train_data[i]), cmap='gray') # gray scale" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Size/Shape of the original training set: (60000, 28, 28, 1)\n", "Size/Shape of the noised training set: (60000, 28, 28, 1)\n", "Size/Shape of the original test set: (10000, 28, 28, 1)\n", "Size/Shape of the noised test set: (10000, 28, 28, 1)\n" ] } ], "source": [ "# Reshaping the training data\n", "X_train = X_train.reshape(X_train.shape[0], X_train.shape[1], X_train.shape[2], 1)\n", "print('Size/Shape of the original training set: ', X_train.shape)\n", "\n", "# Reshaping the nosied training data\n", "noised_train_data = noised_train_data.reshape(noised_train_data.shape[0],\n", " noised_train_data.shape[1],\n", " noised_train_data.shape[2], 1)\n", "print('Size/Shape of the noised training set: ', noised_train_data.shape)\n", "\n", "# Reshaping the testing data\n", "X_test = X_test.reshape(X_test.shape[0], X_test.shape[1], X_test.shape[2], 1)\n", "print('Size/Shape of the original test set: ', X_test.shape)\n", "\n", "# Reshaping the noised testing data\n", "noised_test_data = noised_test_data.reshape(noised_test_data.shape[0],\n", " noised_test_data.shape[1],\n", " noised_test_data.shape[2], 1)\n", "print('Size/Shape of the noised test set: ', noised_test_data.shape)" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [], "source": [ "from keras import backend as k\n", "k.clear_session()" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Train on 48000 samples, validate on 12000 samples\n", "Epoch 1/3\n", "48000/48000 [==============================] - 10s 215us/step - loss: 0.4969 - acc: 0.8183 - val_loss: 0.3350 - val_acc: 0.8800\n", "Epoch 2/3\n", "48000/48000 [==============================] - 9s 185us/step - loss: 0.3215 - acc: 0.8814 - val_loss: 0.2927 - val_acc: 0.8937\n", "Epoch 3/3\n", "48000/48000 [==============================] - 9s 185us/step - loss: 0.2733 - acc: 0.8980 - val_loss: 0.2563 - val_acc: 0.9078\n" ] } ], "source": [ "# input image shape\n", "input_shape = (28,28,1)\n", "\n", "def train_mnist(input_shape, X_train, y_train):\n", " model = Sequential()\n", " model.add(Conv2D(32, (3, 3), strides=2, padding='same',\n", " input_shape=input_shape))\n", " model.add(Activation('relu'))\n", " model.add(Dropout(0.2))\n", "\n", " model.add(Conv2D(64, (3, 3), strides=2, padding='same'))\n", " model.add(Activation('relu'))\n", " model.add(Dropout(0.2)) \n", "\n", " model.add(Conv2D(128, (3, 3), padding='same'))\n", " model.add(Activation('relu'))\n", " model.add(Dropout(0.2))\n", " model.add(Flatten())\n", "\n", " model.add(Dense(1024, activation = 'relu'))\n", " model.add(Dense(10, activation='softmax'))\n", " model.compile(loss = 'sparse_categorical_crossentropy',\n", " optimizer = 'adam', metrics = ['accuracy'])\n", " model.fit(X_train, y_train, batch_size = 128, \n", " epochs = 3, validation_split=0.2, verbose = 1 )\n", " return model\n", "\n", "mnist_model = train_mnist(input_shape, X_train, y_train)" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "The model model accuracy on the masked images is: 70.67999999999999\n" ] } ], "source": [ "# prediction on the masked images\n", "pred_labels = mnist_model.predict_classes(noised_test_data)\n", "print('The model model accuracy on the masked images is:',np.mean(pred_labels==y_test)*100)" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [], "source": [ "# Smoothing value\n", "smooth_real = 0.9\n", "\n", "# Number of epochs\n", "epochs = 5\n", "\n", "# Batchsize\n", "batch_size = 128\n", "\n", "# Optimizer for the generator\n", "optimizer_g = Adam(lr=0.0002, beta_1=0.5)\n", "\n", "# Optimizer for the discriminator\n", "optimizer_d = Adam(lr=0.0004, beta_1=0.5)\n", "\n", "# Shape of the input image\n", "input_shape = (28,28,1)" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [], "source": [ "def img_generator(input_shape):\n", " generator = Sequential()\n", " generator.add(Conv2D(32, (3, 3), padding='same', input_shape=input_shape)) # 32 filters\n", " generator.add(BatchNormalization())\n", " generator.add(Activation('relu'))\n", " generator.add(AveragePooling2D(pool_size=(2, 2)))\n", " \n", " generator.add(Conv2D(64, (3, 3), padding='same')) # 64 filters\n", " generator.add(BatchNormalization())\n", " generator.add(Activation('relu'))\n", " generator.add(AveragePooling2D(pool_size=(2, 2)))\n", " \n", " generator.add(Conv2D(128, (3, 3), padding='same')) # 128 filters\n", " generator.add(BatchNormalization())\n", " generator.add(Activation('relu')) \n", " \n", " generator.add(Conv2D(128, (3, 3), padding='same')) # 128 filters\n", " generator.add(Activation('relu'))\n", " generator.add(UpSampling2D((2,2)))\n", " \n", " generator.add(Conv2D(64, (3, 3), padding='same')) # 64 filters\n", " generator.add(Activation('relu'))\n", " generator.add(UpSampling2D((2,2)))\n", " \n", " generator.add(Conv2D(1, (3, 3), activation='tanh', padding='same')) # 1 filter\n", " return generator" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "_________________________________________________________________\n", "Layer (type) Output Shape Param # \n", "=================================================================\n", "conv2d_4 (Conv2D) (None, 28, 28, 32) 320 \n", "_________________________________________________________________\n", "batch_normalization_1 (Batch (None, 28, 28, 32) 128 \n", "_________________________________________________________________\n", "activation_4 (Activation) (None, 28, 28, 32) 0 \n", "_________________________________________________________________\n", "average_pooling2d_1 (Average (None, 14, 14, 32) 0 \n", "_________________________________________________________________\n", "conv2d_5 (Conv2D) (None, 14, 14, 64) 18496 \n", "_________________________________________________________________\n", "batch_normalization_2 (Batch (None, 14, 14, 64) 256 \n", "_________________________________________________________________\n", "activation_5 (Activation) (None, 14, 14, 64) 0 \n", "_________________________________________________________________\n", "average_pooling2d_2 (Average (None, 7, 7, 64) 0 \n", "_________________________________________________________________\n", "conv2d_6 (Conv2D) (None, 7, 7, 128) 73856 \n", "_________________________________________________________________\n", "batch_normalization_3 (Batch (None, 7, 7, 128) 512 \n", "_________________________________________________________________\n", "activation_6 (Activation) (None, 7, 7, 128) 0 \n", "_________________________________________________________________\n", "conv2d_7 (Conv2D) (None, 7, 7, 128) 147584 \n", "_________________________________________________________________\n", "activation_7 (Activation) (None, 7, 7, 128) 0 \n", "_________________________________________________________________\n", "up_sampling2d_1 (UpSampling2 (None, 14, 14, 128) 0 \n", "_________________________________________________________________\n", "conv2d_8 (Conv2D) (None, 14, 14, 64) 73792 \n", "_________________________________________________________________\n", "activation_8 (Activation) (None, 14, 14, 64) 0 \n", "_________________________________________________________________\n", "up_sampling2d_2 (UpSampling2 (None, 28, 28, 64) 0 \n", "_________________________________________________________________\n", "conv2d_9 (Conv2D) (None, 28, 28, 1) 577 \n", "=================================================================\n", "Total params: 315,521\n", "Trainable params: 315,073\n", "Non-trainable params: 448\n", "_________________________________________________________________\n" ] } ], "source": [ "# print generator summary\n", "img_generator(input_shape).summary()" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "_________________________________________________________________\n", "Layer (type) Output Shape Param # \n", "=================================================================\n", "conv2d_10 (Conv2D) (None, 14, 14, 64) 640 \n", "_________________________________________________________________\n", "leaky_re_lu_1 (LeakyReLU) (None, 14, 14, 64) 0 \n", "_________________________________________________________________\n", "dropout_4 (Dropout) (None, 14, 14, 64) 0 \n", "_________________________________________________________________\n", "conv2d_11 (Conv2D) (None, 7, 7, 128) 73856 \n", "_________________________________________________________________\n", "leaky_re_lu_2 (LeakyReLU) (None, 7, 7, 128) 0 \n", "_________________________________________________________________\n", "dropout_5 (Dropout) (None, 7, 7, 128) 0 \n", "_________________________________________________________________\n", "conv2d_12 (Conv2D) (None, 7, 7, 256) 295168 \n", "_________________________________________________________________\n", "leaky_re_lu_3 (LeakyReLU) (None, 7, 7, 256) 0 \n", "_________________________________________________________________\n", "dropout_6 (Dropout) (None, 7, 7, 256) 0 \n", "_________________________________________________________________\n", "flatten_2 (Flatten) (None, 12544) 0 \n", "_________________________________________________________________\n", "dense_3 (Dense) (None, 1) 12545 \n", "=================================================================\n", "Total params: 382,209\n", "Trainable params: 382,209\n", "Non-trainable params: 0\n", "_________________________________________________________________\n" ] } ], "source": [ "def img_discriminator(input_shape):\n", " discriminator = Sequential()\n", " discriminator.add(Conv2D(64, (3, 3), strides=2, padding='same', input_shape=input_shape, activation = 'linear'))\n", " discriminator.add(LeakyReLU(0.2))\n", " discriminator.add(Dropout(0.2))\n", " \n", " discriminator.add(Conv2D(128, (3, 3), strides=2, padding='same', activation = 'linear'))\n", " discriminator.add(LeakyReLU(0.2))\n", " discriminator.add(Dropout(0.2))\n", " \n", " discriminator.add(Conv2D(256, (3, 3), padding='same', activation = 'linear'))\n", " discriminator.add(LeakyReLU(0.2))\n", " discriminator.add(Dropout(0.2))\n", " \n", " discriminator.add(Flatten())\n", " discriminator.add(Dense(1, activation='sigmoid'))\n", "\n", " return discriminator\n", "\n", "# print summary of the discriminator\n", "img_discriminator(input_shape).summary()" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [], "source": [ "def dcgan(discriminator, generator, input_shape):\n", " # Don't train the discriminator when compiling GAN\n", " discriminator.trainable = False\n", "\n", " # Accepts the noised input\n", " gan_input = Input(shape=input_shape)\n", " \n", " # Generates image by passing the above received input to the generator\n", " gen_img = generator(gan_input)\n", " \n", " # Feeds the generated image to the discriminator\n", " gan_output = discriminator(gen_img)\n", " \n", " # Compile everything as a model with binary crossentropy loss\n", " gan = Model(inputs=gan_input, outputs=gan_output)\n", " return gan" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [], "source": [ "def generated_images_plot(original, noised_data, generator):\n", " \n", " print('NOISED')\n", " for i in range(9):\n", " plt.subplot(331 + i)\n", " plt.axis('off')\n", " plt.imshow(upscale(np.squeeze(noised_data[i])), cmap='gray') # upscale for plotting\n", " plt.show()\n", " \n", " print('GENERATED')\n", " for i in range(9):\n", " pred = generator.predict(noised_data[i:i+1], verbose=0)\n", " plt.subplot(331 + i)\n", " plt.axis('off')\n", " plt.imshow(upscale(np.squeeze(pred[0])), cmap='gray') # upscale to avoid plotting errors\n", " plt.show()\n", " \n", " print('ORIGINAL')\n", " for i in range(9):\n", " plt.subplot(331 + i)\n", " plt.axis('off')\n", " plt.imshow(upscale(np.squeeze(original[i])), cmap='gray') # upscale for plotting\n", " plt.show()" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [], "source": [ "def plot_generated_images_combined(original, noised_data, generator):\n", " rows, cols = 4, 12\n", " num = rows * cols\n", " image_size = 28\n", "\n", " generated_images = generator.predict(noised_data[0:num])\n", " \n", " imgs = np.concatenate([original[0:num], noised_data[0:num], generated_images])\n", " imgs = imgs.reshape((rows * 3, cols, image_size, image_size))\n", " imgs = np.vstack(np.split(imgs, rows, axis=1))\n", " imgs = imgs.reshape((rows * 3, -1, image_size, image_size))\n", " imgs = np.vstack([np.hstack(i) for i in imgs])\n", " imgs = upscale(imgs)\n", " plt.figure(figsize=(8,16))\n", " plt.axis('off')\n", " plt.title('Original Images: top rows, '\n", " 'Corrupted Input: middle rows, '\n", " 'Generated Images: bottom rows')\n", " plt.imshow(imgs, cmap='gray')\n", " plt.show() " ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "\r", " 0%| | 0/468 [00:00" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "GENERATED\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "ORIGINAL\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "100%|██████████| 468/468 [00:55<00:00, 8.41it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Discriminator Loss: 0.6932057 , Adversarial Loss: 1.3848277\n", "NOISED\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "GENERATED\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "ORIGINAL\n" ] }, { "data": { "image/png": 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\n", 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ " 0%| | 1/468 [00:00<00:51, 9.01it/s]" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch 2\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "100%|██████████| 468/468 [00:51<00:00, 9.09it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Discriminator Loss: 0.52874196 , Adversarial Loss: 1.2819059\n", "NOISED\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "GENERATED\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "ORIGINAL\n" ] }, { "data": { "image/png": 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\n", 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ " 0%| | 1/468 [00:00<00:51, 9.07it/s]" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch 3\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "100%|██████████| 468/468 [00:51<00:00, 9.09it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Discriminator Loss: 0.6210924 , Adversarial Loss: 1.0432549\n", "NOISED\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "GENERATED\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "ORIGINAL\n" ] }, { "data": { "image/png": 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\n", 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ " 0%| | 1/468 [00:00<00:51, 9.09it/s]" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch 4\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "100%|██████████| 468/468 [00:51<00:00, 9.08it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Discriminator Loss: 0.59314895 , Adversarial Loss: 1.3116796\n", "NOISED\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "GENERATED\n" ] }, { "data": { "image/png": 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XsN5T3yNaKBpztcWqawpQurK9McZ0EtYKiaVlYLqjqJo9JKWiO6LSK+KdpupPi37TVd31on+uT58+AMydO7ch/4+pJy7V1XhU/eFRiSpNpm65p45V+9iqaAy6plTFKfpEtVBGvuqhQ4cWbbo+lbomJRpTlGIleigvKdVzKVqN56xZs4o+uk71PZRqBckKtRI1xphOwlpxW5a/RMu4tMMfpDuT7ki6+8Xom16vu12MtqufXi9lGusj1u12aBpPHDNFVDVmGp/Yp7WlezqmaLB85c60aAyy2HSdjBs3rmh75JFHALj++uuBtGwbUlyjavFFK0RoDKNqXJWCrPOnay4YO3Zs0SafuJWoMcZ0EjyJGmNMBt2auR68W7duWR+mwFA06arrpqupStDSHK+T/jL39PqYBtWotbcrV65sXBHDTkTuuNahQJI2KVTgUKYiJJNQidZ1bheNY13qWqNYl8dVQaAhQ4YUxzQeCvY0olJSDnWLa9ri1mnruFqJGmNMBk1VosYY09WwEjXGmAw8iRpjTAaeRI0xJgNPosYYk4EnUWOMycCTqDHGZOBJ1BhjMvAkaowxGXgSNcaYDDyJGmNMBp5EjTEmA0+ixhiTQVMr23dEybQqhx56KABHHnlkcUzl7i688EIAzj333KLtnnvuAeCaa67p6K+2TpdMC32L57179wZgxIgRANx5551F28CBA4FUVk3jesQRRxR9br/9dgAeffRRIO27A3DYYYcBsGDBAiDtAXTdddcVfaZMmQLk70Huce2auBSeMcY0gbVij6XV4eCDDwbKxXd32GEHAMaPHw/AySefXLSNGTMGgKeeegqAf//73034lusuUYl+9rOfBeDb3/42APvss0/RpjGbMWMGALvssgtQ3lVSFoV2kNQ+55D20tljjz0A+PSnPw2Ui/GqaLD2YTKmPViJGmNMBp5EjTEmg7Vqj6XW2HbbbQF44YUXgPI+StGErLZVj51zzjkAXHzxxQ3/jg5ApH2yIJnx2tJW219DMsdlhj/99NMATJs2rehz6qmnAtCnTx8Apk6dWrQpYKgtfWXGb7311kUfbekb3QDtwePaNXFgyRhjmkCXUaJbbLEFkJTobbfdVrQdd9xxALz77rtAWYkedNBBANxxxx1A2plwvfUaH3OzYkm7qUIK9B1yyCEAvP7660Xb+uuvX3qdFKwCTZBU5pIlS4C0+yckBfvaa6+VPnfjjTcu+txwww0APPvss239+rV4XLsmVqLGGNMEukyK04oVK4CkNNq617USvKVOpXj233//oo/TnhqHFj5AUodKqI9K9LnnngPg8ccfB2CzzTYDoEePHkUfWRYbbLABkFKdAJYvXw6k/eulbGPqm/rnKlGzbmMlaowxGXQZJSraqkCrSJW88sorAPzlL38p2hT5N/nETAmpxGXLlgHl5ZdvvfUWABtuuCEA7733HpAWRUDyg2+00UZA2de9ySablD5P/tKodvU6Y3KwEjXGmAw8iRpjTAZdzpxvLzLzZM6/8847a/LrdFmiya4gj5LslY4EyS2jNCYFj6IJ/sYbbwDJ5I/mvMx3BQoV0FJ1KEjBJ2NysBI1xpgMrEQr3HzzzUDHJNubckL80qVLARg2bBgAzzzzTNH20ksvAUltKkCkYBQktdq9e3cgqdb4XGlUClSpL8DixYuz/x9jrESNMSYDy60KN910EwAPPfTQGv4mXZPot1RRkLpE+vnz5wPJIpBPU4oSkipV0n2sFarkeqlVKdlevXoVfeT/Np2TnXfeGYBJkyYVx+6++24gFa9R6tuaxErUGGMy8CRqjDEZrFXmfLUuKNTXBs1BG5ztu+++xbEf//jHDf0M8z9kWstEVzAJ0iZ2SjXbfvvtgfKKI4291t7HtDSZ83IDKLUqrq+PQS7TefjTn/4EwLx584C0Mg3g6KOPBlJlNtWC1fYxawIrUWOMyaDTKNETTjgBgN/+9rdAOZVFiuGJJ54A4LLLLivabrzxRqCsYtqDAhiqAnXSSScVbZMnTwaSU9s0BikMJcsPHz68aNNYV7czjlXotUWyNpqLfWW1KLAkZRorNuVulWwaRwwqHnDAAUCqf/Diiy8WbTvttBOQ5gRdr9FKbYt1qtS3P//5zwD85Cc/KdqkgNuKlagxxmSwRpRo9EstXLgQSJWSlLIQVYJSWLRdrtQqwHnnnQekO8rVV18NwJw5c1p8rpYAHnnkkcWxH/zgB6XPV7pNrAalKvl1PlnVGpXPbtCgQQD87ne/K/qcddZZLV5n0m+s5Z9x/6MHH3wQSFsna7mm9lqCNJ5SsjH9Sf5RvbeS7ON5paWkscaoaS4jRowA4MQTTyyOyap85JFHgDS+APfddx8AM2fOBNL1v2DBgqLPFVdcAcCECRMA+MpXvlK0nX/++aX3lu999OjRRZ/HHntstf4HK1FjjMmgqXssTZ8+fSWUI98qOrHVVlsBLSuaQ9ovR8nRUqSQlKuisFI3sZiFFI4UrdQmJBWi30F9Xn311aJP3759gaR84j5BUjZ6lG9VlfYB9txzTwCWLFnivXgCX//614G0x1JcaitloeIkPXv2BOCuu+4q+qhNPlEtEYWWvlA9xj2Wrr322tLr24v3WFp9dL1PmTIFSP5PSNaHMjGi5arrXGpxyJAhQNly1Dyhz6hbwq0+ep+48OLkk0/WMe+xZIwxHY0nUWOMyaCpgaU+ffq0OFbdiEwmmaQ4tDTZY7UemeEyp5X6IFMP0prq6lYRkMx5BSX0WTHFStswyxSM7oBqmowCGrFWZXX7X/M/qmMVA3fVcZk+fTpQHnu5V2T6y+0S30u/vc6BeF4osGTyiQnxI0eOLD1efvnlRVu1Xq9cOdFk/9rXvgbAaaedBpRdMLreBw8eDKRxjalvMt/1qPMkvl7nxe677w6Ur9fVXYRhJWqMMRk0VYkqOBAVhxy7AwYMAFLQZptttin6yMGsNgV/oGUAQWq1rqJP3YZmUpLqo7a6PtXvAemOqu+hzz377LOLPjH9wiQU0Jk9ezZQDibqN5aaUOAhBgk01nWV7dVPx3TOxao/SvD2lsmrj66X3//+90BKgocUGPrpT38KlAN++v2rgdy4WEav+9nPfgaktEFIFuK4ceOAdA6o4hPAXnvtBaRrMypRJe4rNXHs2LFAuZZtDHK1BStRY4zJoKlKVIouKtGJEycCcNBBBwFJgcSUg6pfKyoOvZcedWeq22+nLdspx7uWqKqamD6lO6l8ePLZ3XrrrR/7Wes6+l2V1hbHZ5999gFg0aJFQLJYouLReFQT6+N7C50f0Q+qZaOm7ShWMXfuXCApuriVtfzXGqu4TFsWmq7v1lIsNVbRjy1rVmpT16vSCCH50XUOxKI1ajv00ENLnxHjFvEcawtWosYYk4EnUWOMyWCNmPNRwsscrq5OiKZddYuISNUcqEtPUJ86U31V361unXzVZRC/r4imi2kdjbFqRF5zzTVFm8x3uUdkPsY1zkprUT3R1lLJNPbRTRRTZ0xLlMqnteiQrkVdZ+qj4CCkOrFf+tKXgFSXAtJadbnEtA3PgQceWPRRf600VF0KaLndi+aPOA9orBXQitervrfSFnXO6G+AUaNGtfgtWsNK1BhjMmiqEtWsHwMASmuRw1h3mqgoFVDSXSemGOkOpNfpLhTvTNW7V7wzSYHqmD43VklXCk01wARJBel9/vCHP7TyC5iIxlW/YRxXVelR8EdjMGPGjKKPEq6VkhLPK41nNfAYA0uxOpBpiX57BXEgVVGS1aDrTWlNANOmTQPSeMQ6FLquNBcMHToUKC+uUZBKlbyihaF0wWXLlgFpDOMiDF3vUpfxvFKdWqVQxjah11144YUt2uqwEjXGmAyaqkSr9SMh3RF0rFqNCdLdTooj+jb1ujqVKXRMr4v+ztZeJ3QnVN+6pG7dvbwNb9tR4rRSYlStC9LvqORsVTuPCxeU+iIVE8+ragK+LIw4zm1JeVuXGT9+PFD+zTUu+q21xXhMC5Lau/fee4H637lfv36ltrgIopqAH19fXdyiazrOCdVFGFFtKoZR9e3G5dtRFbcFK1FjjMmgqUpUvhEVFoDky6gu14zJ0lU/Z1QcatOdpKpMI9W7V6Qa1Y99qu8V2/SecSmqaRv9+/cHUuEQ1ZaEpAbkw5QCirs6Pvnkk0AqHhHbpHI1rnXjIzVk6lFl+GghHHXUUUBaLqkxjLsK3H///UAal+gTlTWpbBw9KmoPqV6wlnvGcdLn6DrXmEefrK5XLfOOuyHIYtR5oayCRx99tMVntBUrUWOMycCTqDHGZNBUc161A2NirtawSuYrCbduC486J7DcAHqUE7kuUFRn4otq+lL8jGpAqi44odQPb8PbduT4r1sgoaCCTDv95nEdtVJwlJgfFz4oYKl0GY1vTHGK9UdNS7TAQY+QTGO54fQYf1eZ2EcccQRQriOs60VpUKq+FNOYdJ3pHIi1SpX2pPHU93n44YeLProWNZfELZer2wE1AitRY4zJoKlKVBV54l1g1qxZQEpdqKYeQEtHbwzsqF81DakujamO6jLPunqirbVJIakSkWk7VTUQVbwsCvXRYoy4qZwCS9p2V8sNISkUpc7o/aJiqtvAzLSOlmm2hiyDSZMmAeXrrxoIFmuzBWclaowxGTT1VlyXOqAiElrmp5SHvffeu+gjtanHWPW+uv9SnRKtKp62KNPo96wWQIltUjjaulVta/OdtVloyZ9UfByX6v5HUqBKn4Hk69KyxFjoQmk11SIUWmIaP8Nj1rHE6y+mJ3YVrESNMSYDT6LGGJNBp/Gsy6RT2smKFSuKtqVLlwJp5USsvhPX3EbqUhhaCzpppZRMu1jFqW59rpB5OG/evFV+rqlHJnfVJQOp1qfGR66g+PsqLU7rtuNmY/PnzwdSSpTGN66e0WfIrI9jbkxbsRI1xpgMOo0S3XfffYGUIBsVh1ImpBziBmNSEdXq9VFtVqvI1ClRqdu6hPpqrdGohBVYmjx5covvbVpHv101vS0iBaqgT7QGlPak9DbVmIz9pUC1jjpupa319GqzEjXtwUrUGGMyWONKtLo8Uz6ruCRv5MiRAPTo0QMoLxGTeqlTKlXq0pdWle4Uj+u9pYqiEpUSrquQbVqnOlaxOrnUoao36bePfTQu8kvHcZHVIH+r3k/nEKTKPx47k4OVqDHGZLDGlajUhKKpUplSDpB2/VPEPiZiV/dkqquMr8/QMUV1IfnF9N5amqqMAEj7+tx2220AXHDBBUXbAw88ALRtOZwpo+IgGuuYiC0FqT245K+MyfKyWpQZERWlIvUDBw4E0vmhGpeQ6pfGTBBjVhcrUWOMycCTqDHGZNCtmSk53bp1W+WHyRST4z9ufCUTTCZ2/M5rU0rRypUrV71ofy2mtXFtDdWSHD58OFB2oQhVY5IZH1OUqsFEuX3i8wEDBgDQvXt3AKZOnVr0keto8eLFpfdbXTyuXZO2jquVqDHGZNBUJWqMMV0NK1FjjMnAk6gxxmTgSdQYYzLwJGqMMRl4EjXGmAw8iRpjTAaeRI0xJgNPosYYk4EnUWOMycCTqDHGZOBJ1BhjMvAkaowxGTS1sr1La7lkWlfE47r6qDThhAkTADj99NOLtoMOOgiA7bffHoAFCxYUbf369QNg4sSJQNoduCNwKTxjjGkCnaYo87qAFUvXxOO6+uy4445A2kPrvvvuK9ouuugiIBXN/ta3vlW0HXDAAQD84x//AGDcuHEd9RWtRI0xphl4EjXGmAzW+JbJxph1j2233RZIe2bttttuRduZZ54JpL2z1lsvTVPaOvsXv/hFU75nW7ASNcaYDKxEjTFN58tf/jIAL774IgDXXntt0aadf3fffXcAZs2aVbT17t0bgEGDBgFw//33d/yX/RisRI0xJgOnODURp8J0TTyubWeXXXYB4LDDDgPgi1/8IpDSmQDeeOMNALbbbjsAli1bVrRJgb788ssA7LHHHo3+igVOcTLGmCZgJdpErFi6Jh7Xj32f4vn8+fMBeOWVVwB49tlnAdhiiy2KPoMHDwbggw8+AGCzzTYr2t5///3Se8+YMQNIyraRWIkaY0wT8CRqjDEZOMXJGNOhXHPNNcXzTTbZBIDly5cDLc1zSEn2alOV8sl+AAALmklEQVSCPcBbb70FpMpOqvh01llnFX0uvfTShn33tmAlaowxGViJmi6JErY/85nPACm5+69//WvRp2fPngB84QtfAODKK68s2pYuXQrASy+91PFftoui5Zo77LBDceyZZ54B4K677gJSQGnnnXcu+ijoJCW6zTbbFG0vvPACkKo/rVixAoBzzjmn6HPLLbcA8NhjjzXqX2kVK1FjjMnAStR0GX70ox8Vz0855RQAttpqKwDuueceAH7+858Xff7zn/8AcPfddwNw2mmnFW1ajvjLX/4SSAngpu1oDKJPU5XoVYBk+PDhQLIKIBUl+fDDD4E0hpGnnnoKSP7TDTbYoGg7+uijAbjwwgsb8F98PFaixhiTgSdRY4zJYJ005+fMmVM8VwBhzz33BODzn/88AE8++eQqXz9s2LDiuUxCOcwffvhhIK0JNh2PNjQ74YQTimNPP/00kAIQGpfDDz+86DNy5EgAttxySwCGDBlStGm7Cm1H8c9//hNIJqb5eE466SQAZs6cWRxTZaZevXqVHt9+++2iz4MPPlhq23jjjYs2pTgpWKW/46omXYvNwkrUGGMyWKeUqJzXqgQTjynVQspj0qRJRZ9vfvObQKp5+K9//avFe7/++usAjBgxAkhJxZDulqaxaI21xu69994r2lQTQknZBx54IFCuP6nzQMENpcZAClgo3Sau/zatoyCP1KHWt0O6Pj7xif/pN6Uo3XnnnUUf9ZdlERPyNS6q+qQgVFSyza4xaiVqjDEZdNkqTtqSFeDqq68G4PbbbwfKW7A+9NBDAOy7775AutNF35fuqG+++SaQKs8AXHfddUBSRfvssw8A119/fdHnvPPOA1ztp4rUhFR8/F132mknICXLL1y4EIDjjz++6KNUljvuuAOAgQMHFm1Sp7NnzwaS31PLDSEpJqnMV199tWiTOpV/7aabbgJg8eLFLf4Pj2uZDTfcEIBHHnkESJWbIFl+UqJKpNdrINUK7dOnDwAfffRR0aYEeo1Z9+7dgbLlpzS2yy67rD1fv8BVnIwxpgl0GZ+oVMVvfvMbIClDSHcv3dGij0VKR0pF7xOVqBKE5X+JakRJ2YoWSlVFJbzppptm/Gddi/HjxxfPtdxS4xGVoH6/iy66CEhR9q233rroI1VzxBFHACmzAtKSwxNPPLH09/PPP1/0kQ9ViimeFzofpIZkqcRCF0r4NmUGDBgAwLvvvguUVaYUqB41BjGhXr+9LJOYSK9rWK+XdRgT+mWt5CrRtmIlaowxGXgSNcaYDNZKcz6ax0p8v+KKK4AUUIiBHQWGevToAcBGG21UtMkhrSCHTLqYLqPPUxBOm20B7LbbbkAyXeoCU3IDrMvI1L7kkkuKY7/+9a+BZMotWrSoaFNwQWaaxjWmp2lBhF4XA0v6/TXWCkBEd4CCRnLXxOCEkvNVxUmLJ3Qcyi4bk1Aak66luPVHNZCt1KQlS5YUx3S9VtOYoKVrTGOnTe2gfO02AytRY4zJoNMqUQUCICVKjxs3DkhLxwCmTZsGwK233gqkStdRMai/7mgXXHBB0XbwwQcDsOuuuwLprhmXkUnxKHgktQkpaKVHLR2MaRnrYmBJ46fgi+p4xmCM0piuuuoqoBzYee655wDo378/kJTkxIkTiz6qSanFDEolg6Rw9Nsr+LTffvsVffQ61aiMakZWi9DYx/OirrqQScgaiIEhPY/XUOwLSUluvvnmQLLyIAVyq6lR8Xrr27cvkM4ZLZjoKKxEjTEmgzWiRONd6IwzzgDSnUU+sOOOO67oI7+WlGT0qxx77LFAumvpTnfuuee2+Fwph7hETMpTn6E7WvyOqpKulAsld8fvq7uffDQxxaojtnPtjCjtBOCPf/wjkBSd1J4Ke0BSm1IMn/vc54o2FZ3Yf//9S33jEkL91hqXfv36FW0aRynQoUOHAuUq6fq+1XMHksJRSpT6xO9v6tGCk2pCPKRrV+MjBVpX2OWJJ54AyuMia0FqVZ8Rr2n115hZiRpjTCfGk6gxxmTQVHNeK1QUSIBktsksVn3PuF2A1rdrS4G4xlrpRjIH5ISuS3lQykRMcZJ58cEHH5S+R9wOQq+fPn06kMwESKa+zAmZi1rpAvDVr361+lN0KbRFbaxJoECS6nCqjqfGF5LJrE3kojsgjh+kQNUhhxxSHFM9ULl5YjBSyF2jlKnYR+eMvofOD0hmvPpoe5FYzenMM89s8XkmuW5ksscUJY2xfkddP9FFJ1eaAn+6NiGNn4KQ+lvvA+VUtWZgJWqMMRk0VYnqzhJTWaQytX5ZTuCYoCs1oyBFXP8sVSjlKFURU1H0XkqviUpUCddKqpaSVCoFwKhRo0rvc/bZZxdtMVABLZOJoaxwuiIPPPAAkGqxQkr50u8jRSdFCGkc1Vfr4yGNq+pNSumPHj266COFoxQ0WSqQqjdJFWk9dkTjKaXTu3fvok3nhdpkWcTUuSlTpgDwve99r8V7r8tIZWoMo0qsW08fXxORoozWg/rpUddynFM0ZnWWSUdgJWqMMRk0VYmefvrpQFmNKC1FlV+kKOOdSUv1pEaU+gBJxeiuJQURlxAq4VopMfEuWF2uqb9V/Qdg7NixAOy9995A/Z1RflOlP8WkcFXCj/93V0IVjrT1MCTlKRWumq5x4YHGc968eUDZ163fVdaHxlV7WkFSH7Ii4riqmpYe5YuLSdlCbXFc1U/fQ+dXTKWJytcktIfZUUcdBZStwqqSlOUW/eHVJbtxXKrbKev10e9alwrZkViJGmNMBk1Voq1FqeOdCMqFIlR0YsyYMUC58IOWa2q5pfyu8c6kiLDa6iL3StCdOnUqkHxxkHygqq4eI/fN3Bmgs6JiL1qiCSnhWosQNHZx50cpR/3W0VctP5oUobI4qucJJJUY/Z5SvEr0rosUV5fjxmWcUj/y69V9RlRYJqGFDfrNYwyjGjmvu36qtUKjT1VofKRI41jK162lurG4SUdgJWqMMRl4EjXGmAy67EZ1nZGuvqFZDAZ+5zvfAZKpriBMDMbINJbJHbd4ULpTdYuIGNjRdiIKHtWtv5aZJ3eA3AyQgokKbkbzXKl22nJZKW9x7bzS895///0uPa6ri+obyHSP275orKtBozgPycWmIG9cOy80dgouxoChzqsrr7wSgB/+8Ift+Te8UZ0xxjQDK9Em0tWVaBv7Fs8VMKhLhJeqVIBRCjbWlpTKVYpTrGiu87p6fkdVo/51amZ18LiWA35z584FWipKSIsvNA4KLsalnUpFrEs90/mjYwoWx/RBBZQU0IobGK7OfGclaowxTaDTVrY3XZOoBJRupKWZdUhhKL0sl2bvv7OuEGuGKoVQ/uw45tU6ovJxx2WbGiOpzbrlm9VlotGakdrVe8bUuehTbxRWosYYk4EnUWOMycDmvDEmGwWDILlgFDyKqWcKJsZAEpSDejLflZYWVyPpdXIFyVRXMCu+TmlpMbDVEViJGmNMBk5xaiJOhemaeFzLnHLKKQCcc845QHmBhdKWlJokolqVypQCjZtGaj29lKsS+mOKlSq4nXrqqUBaMLG6OMXJGGOagJVoE7Fi6Zp4XOtR2tGkSZOKY3vttReQ/JSqNxt9olr+KyUaVaaUqPym8onGSk/a8yt3xwErUWOMaQJWok3EiqVr4nFtO9rd4uSTTwZSreA4Dy1fvhxIBWFiYRgl4kt5yn96/PHHF31UEzgXK1FjjGkCnkSNMSYDm/NNxGZf18Tj2n5klse18Eqo19wU26ob3VU3rGskNueNMaYJNFWJGmNMV8NK1BhjMvAkaowxGXgSNcaYDDyJGmNMBp5EjTEmA0+ixhiTgSdRY4zJwJOoMcZk4EnUGGMy8CRqjDEZeBI1xpgMPIkaY0wGnkSNMSYDT6LGGJOBJ1FjjMnAk6gxxmTgSdQYYzLwJGqMMRl4EjXGmAw8iRpjTAaeRI0xJgNPosYYk4EnUWOMyeD/AFU0dxeOHe6rAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "ORIGINAL\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ " 0%| | 1/468 [00:00<00:51, 9.13it/s]" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch 5\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "100%|██████████| 468/468 [00:51<00:00, 9.09it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Discriminator Loss: 0.61026025 , Adversarial Loss: 1.0302075\n", "NOISED\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "GENERATED\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "ORIGINAL\n" ] }, { "data": { "image/png": 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\n", 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "def train(X_train, noised_train_data,\n", " input_shape, smooth_real,\n", " epochs, batch_size,\n", " optimizer_g, optimizer_d):\n", "\n", " # define two empty lists to store the discriminator\n", " # and the generatoe losses\n", " discriminator_losses = []\n", " generator_losses = []\n", " \n", " # Number of iteration possible with batches of size 128\n", " iterations = X_train.shape[0] // batch_size\n", "\n", " # Load the generator and the discriminator\n", " generator = img_generator(input_shape)\n", " discriminator = img_discriminator(input_shape)\n", " \n", " # Compile the discriminator with binary_crossentropy loss\n", " discriminator.compile(loss='binary_crossentropy',optimizer=optimizer_d)\n", " \n", " # Feed the generator and the discriminator to the function dcgan\n", " # to form the DCGAN architecture\n", " gan = dcgan(discriminator, generator, input_shape)\n", " \n", " # Compile the DCGAN with binary_crossentropy loss\n", " gan.compile(loss='binary_crossentropy', optimizer=optimizer_g)\n", "\n", " for i in range(epochs):\n", " print ('Epoch %d' % (i+1))\n", " # Use tqdm to get an estimate of time remaining\n", " for j in tqdm(range(1, iterations+1)):\n", " \n", " # batch of original images (batch = batchsize)\n", " original = X_train[np.random.randint(0, X_train.shape[0], size=batch_size)]\n", " \n", " # batch of noised images (batch = batchsize)\n", " noise = noised_train_data[np.random.randint(0, noised_train_data.shape[0], size=batch_size)]\n", "\n", " # Generate fake images\n", " generated_images = generator.predict(noise)\n", " \n", " # Labels for generated data\n", " dis_lab = np.zeros(2*batch_size)\n", " \n", " # data for discriminator\n", " dis_train = np.concatenate([original, generated_images])\n", " \n", " # label smoothing for original images\n", " dis_lab[:batch_size] = smooth_real\n", " \n", " # Train discriminator on original iamges\n", " discriminator.trainable = True\n", " discriminator_loss = discriminator.train_on_batch(dis_train, dis_lab)\n", " \n", " # save the losses \n", " discriminator_losses.append(discriminator_loss)\n", " \n", " # Train generator\n", " gen_lab = np.ones(batch_size)\n", " discriminator.trainable = False\n", " sample_indices = np.random.randint(0, X_train.shape[0], size=batch_size)\n", " original = X_train[sample_indices]\n", " noise = noised_train_data[sample_indices]\n", " \n", " generator_loss = gan.train_on_batch(noise, gen_lab)\n", " \n", " # save the losses\n", " generator_losses.append(generator_loss)\n", " \n", " if i == 0 and j == 1:\n", " print('Iteration - %d', j)\n", " generated_images_plot(original, noise, generator)\n", " plot_generated_images_combined(original, noise, generator)\n", " \n", " print(\"Discriminator Loss: \", discriminator_loss,\\\n", " \", Adversarial Loss: \", generator_loss)\n", " \n", " # training plot 1\n", " generated_images_plot(original, noise, generator)\n", " # training plot 2\n", " plot_generated_images_combined(original, noise, generator)\n", " \n", " \n", " # plot the training losses\n", " plt.figure()\n", " plt.plot(range(len(discriminator_losses)), discriminator_losses,\n", " color='red', label='Discriminator loss')\n", " plt.plot(range(len(generator_losses)), generator_losses,\n", " color='blue', label='Adversarial loss')\n", " plt.title('Discriminator and Adversarial loss')\n", " plt.xlabel('Iterations')\n", " plt.ylabel('Loss (Adversarial/Discriminator)')\n", " plt.legend()\n", " plt.show()\n", " \n", " return generator\n", "\n", "generator = train(X_train, noised_train_data,\n", " input_shape, smooth_real,\n", " epochs, batch_size,\n", " optimizer_g, optimizer_d)" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [], "source": [ "# restore missing parts of the digit with the generator\n", "gen_imgs_test = generator.predict(noised_test_data)" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "The model model accuracy on the generated images is: 76.68\n" ] } ], "source": [ "# predict on the restored/generated digits\n", "gen_pred_lab = mnist_model.predict_classes(gen_imgs_test)\n", "print('The model model accuracy on the generated images is:',np.mean(gen_pred_lab==y_test)*100)" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "data": { "image/png": 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KvNZxrov77rsvgML3yrbbbhvt7bdvCBW+1157AWiQwxv/zsMU55xzDgBgzJgxMW3ixInRnjJlSrSnT09WRW2N9lIyuBBCCFGnVM3BTNQWEyZMiDY7GrHTh9srVqyIadzr6Ny5c7S9R7dy5cqYxo5RfNwdd9wRQGHPnPfzHiPQ0CPfYostMretN1y54LJhm3t1y5cvBwC8//77Ma1bt26Z9qpVyXoFrHYcf/zx0W6rnnXe6dGjBwDgo48+imms8nBd894dq0TFytu3YSdMdu5rK2enasM9aO4B8/Pr5bD++uvHtCeeeCLa8+bNi/awYcMAFDrq8TkeeeSRaA8dOhQAsMcee8Q0fkeNHj062v4e+8///M+Yxr30SqCetRBCCJFz1FgLIYQQOUcOZjVENZxvfG7u888/H9NYRnW5FGiQkFgGZymP50O6vMoOTlwXWQ50WbclddWdp6ZOnRrT3OmsVPLqfMN42bCDGUuxLJ9+/PHHAICuXbvGNL4/XL4sHToPP/xwtE844YS1yXZR8u5g5kM1PDeXy5tjAbhznz9DQOHwDpe33xOOGbD33m25lHPMQ1Xr+AEHHBBtn2sOFA4zeL3t3r17TPvkk0+izfK4O+hxObNczefwZ4eH6nyYAyh0jt10000BAH369IlpPA++lHZUDmZCCCFEnaLGWgghhMg58gYXa+Tcc88FUChts0TKcrWHruR5vOyZnLVtSzxeWdJyWAZjCco9c4cPH555rHrDpUH22uYyZSnP57Tz76XI4BtssEEr5Li22XDDDQEUxgdwmRbIlkP5GSgWztLl10mTJrVeZnOMz1IYMmRITOP4AIy/T1avXh3TuPz5/eDvBb9PQGEdZ0nc7wvvz0MaXN/9vcJSfP/+/aP9xhtvZOa9NVHPWgghhMg5aqyFEEKInCMZXKwRDxjAUhEHgWCvTZegOLgJy4LsOZ4Fe2VyMA+Xo9jjuZjM5flkuYpXlmIZsh7Yc889ARR61XvwE6DwvnmZFpMQuZz8XnHZ8j1pr3jZchjXV155Jdpc9z3IR9bKZ0DhcJGX8y233NLKOc4n+++/P4DCkKu80h4/3/4O4aEZrpcc+tWfex5iWLhwYbR5+Mxnr7DczQGW+HnwPPD7g++lZHAhhBBCqGctmsJflO74UswxhufsujMTp/GXMzup+XxF7hFuvfXW0eZe+KWXXgoA+MEPfhDT2FmNe/feU2RnFO7B1FvP+vTTTwdQ2JvmXkfW4ikcUpHhcvR7xT1vns/aXvF6xfWP1aMsh0oOK8plz3Xcn7PXX3+9lXOcH7hn7Ivy8MIZ/H7gRUz8vcK9bXYU4+O6sx8rH6wkcfn7tnxeVkG22WabJtfA53V1oPF1tBXqWQshhBA5R421EEIIkXMkg4smsIzqshHPJeWQfCyTuqMNO2ywXMjyuEtTLFGxzMUhTa+77joAwNixY2Mar/vL8qzL7izpbrbZZtFmyase8DWTWVKdOXNmtHmFNB8CuOyyy2LaeeedF+0sBzO+P7xGcHvF6xfPx+UQoRtvvHG0vQ76MA4A3HbbbdFmyXzWrFkACsu73uDhKJ+jzGWw2267RZuHq3xoYPPNN49pXN95WM7vC8vd7BjJ5evOZrw/b7vDDjtE2+VxHtbjWA4sxbdVCG/1rIUQQoico8ZaCCGEyDmSwUUTWK5iadRh2YjlKpeIWPrmeY28n2/DkhEfa/z48dH2+dW77rprTHvttdeizfKYH4NXP+IF49mjvB7weaUs+/EwBHsiT5kyBQDwi1/8Iqadc8450ebhD5dwOVypaKivPJ+a6y3P6R06dCgA4KGHHoppPEuBJWAOXVmvcF10m+dIH3fccdHm4arp06cDKBxG4zLn940/B/ze4bgQxTzDHZ5VwXXf5fEXXnghpvXt2zfafC/5Hrcm6lkLIYQQOUeNtRBCCJFzJINXAZZfFi9eHG33KmW5txqwrORSEIcCZO9qlrZcPmf5iGXuLAmKz8UhQk877bRoX3TRRQAKpUL2eGbZ16V2ltc4eEG94XIge9LfdNNN0d59992jPXr0aACFwxEs37GHs8u57m0ONHjli8KgHRwm14P9AMCpp54KoHBIhoMAcYAN9iivV/i94PWLvaj5vcchXH14jestD9kw/jzw8B2/d1g+9/cGvz/4fTVnzpxo+7uHZfAvfelLTX4HgFdffTUzb2uLetZCCCFEzlHPei3gniA7FfDXs3+pcei6cePGRXvGjBnR5q/yasJzRR3uBfC1sDOaO4DwHGf+Guby8t4Gz9Mu9rXsDiabbrppTGNFgvPgPXVWL/j3esPnm3JPzxf3AArLlOeuO8VCZfq94rrw8ssvt0KO6wOOO8Dlxs5MDzzwQJP9uF5mLSpRz7CK5s89O2nxIhqsnPm2rPzwO5aP6z11/p3hHrfb3PPmXjGriT/96U+bHIvvGT9z6lkLIYQQ7RQ11kIIIUTOkQzeQtg54kc/+hEA4JBDDolpzz//fLRZ7vVQmDwvk9dl5lVett122ybnKibntCU77rhjtF2qYzmUJUCWUbfccksAhUMCLINnwb+z1M4ytzs5sTMbr07Ur1+/aHsoVJaosmT9esFlP64zgwcPjnZzq4xx+U+dOjXaDz/8MICGOgkU1tX2itd3fi65jPnZz6r7jz32WLR5eObnP/95q+Yzj7Bc7TI3D9/ce++90f7lL3/ZZD+WsLls2fZ3EzuuMfy+8vcUz99mRz+W4j28MW/LQ5j77bdftG+44YbMc68t6lkLIYQQOUeNtRBCCJFzJIOvAV6B5Yorroi2ezDy/Dyec8dSicuTvBg6y19Zc5J5FSmeo1kptthii2h7/lhKZtmP5UCXqYtJVCxNeTqncbmwx7mHAGSJkaV69lL2VaY4vyyfsecuy/m1il8P3wceFuDwiVn89re/jfbll18ebZ+xwEM21RiSyRtZ3sZf+9rXor3TTjtF+/TTT2+y/5e//OVoF/Mir1f4XeDvCl5p66WXXor2okWLoj1s2DAAxUPfFpO8HZa+eVuftcLvMw8RCwCTJk2Ktj9HPCzEqw9WYiaPetZCCCFEzlFjLYQQQuQcyeCNuO+++6K9ySabRDtrUXiepM/BJ3iBcicrhCdQGBjBj8EhHv/5z3+2OO+tBQcq8byy7Md55m0dLovmvMFZoiq2QpcPN3C58v3gYB9+vGILwLPEP3v27DXmrRbIKn++xmnTpq1xf5/ZABTWSy//atS/POP1isudg/U0F4CHZ0oUm1VRr4wYMSLaWcM38+fPjzY/6z6kxcGWmObCGBdb2c+35SEIHprgvLlEz88ID3dyQJe2Qj1rIYQQIueoZ53y3e9+F0Dh1xs7d3lYR6Bh0QR2VuAvuSz4665Yb9PThwwZEtOq0bNhxzmnWJ6znD6KOZgVCyeaRZZSwflim4PrH3nkkU3yxfeJHYDqoWed5fTFPQ3uOTcH11HvNahnnQ3XT140pj30kMuFnbN8PjM73nJsBH5mXY3o3bt3TOMectY8dz4Wv8e5N+zPSVYYVKDwHeKLtfD95f3YibWtUM9aCCGEyDlqrIUQQoic0+5kcJYrWD51ZzF2VmJnA7Ydlkl4bjSvLewyDzujFQtJ6HLv97///Zh2yy23rPF62gKWmF3u42vlUKDsXJMln5dCsfmSfs/YOYfvIw9duCTGchZLxTx3vh7w+8KyLNfVN954o+RjAQ3DPpVwnKklshwYN99882hnrWxWDL5nXvezHFnrhaz5zrwWOL8LuRy8Lma9gwFgxYoV0fbnm9/BHGuAz5HlnMnvGD6fO5ixjM555zrg97U559pSUc9aCCGEyDlqrIUQQoicU9cyuIcFvf3222MayxhZYT2LeQNmeXNz2tKlS6O9cOHCJudg6buY1OVyDXsyZkk1bU3WPGn2fGTZictzs802a3IsLiO2/RwsfbPdnFcte4BmzQ8uRv/+/df4e63h94XnpRZbgau5VbO4bHz4hvcXDfAzzOXNMRKy4Gebw8L6MWbNmtVaWcwdXGbPPPMMAGD06NEx7bnnnos2P8deZjwvnZ9/9vb29yUPd/GsD165z8u82Mp0vtIW0DD0t91222Xmcfr06dH2Z5Il9dZAPWshhBAi56ixFkIIIXJOTcjgWVIpyxy8us0JJ5wQbZcj2GuP5cLXX3892i7LsuzM27I07LIMexyyxMNehC6FsPzC3stsu6zCk/95v0rBAWA8/7xIPHu88lCClxHLSsVk7ubI8hzN8pwHClfYcq973pZDQPIi8fWAXyeHauU605yHPtd3DygDAAceeCCA4isdtXe4jvPqSyxzZ3HAAQdE+7DDDou2hzY+7rjjWiuLuYDfmxzK2d8xr732WkzjVbf4+fd3K6/ExXWc31e+7ZZbbhnTnnrqqWjzcJ4/M/zu5tkTPBPC7zF7lheTzyWDCyGEEO2UqvWsufd45plnAih0IOAvMl5Qw3ui/NXjjmRAoRONfzGxQxT3erlX4Y5SfF7ulfBc3aywmcUC9PtXH/dGudfHX2f+1Za1iEUlyVoDmcuNf89yluNyzXIqY4r1vHnbLGcz3padPnz95aywgkDxxQBqFb8v3KPj6z300EOj/ac//anJ/hzalhUI70m0du+gXuDy5jrVXNjho446Ktr8DuP12+sJfo75PbzLLrsAAHbfffeY9uijj0abn++s+dVc/llzpzn+A9fh5uozv4/ZWdDf/zNmzIhp//7v/5553FLCKpeCetZCCCFEzlFjLYQQQuScqsngLlcCDTISSxu8Ji/LIC6l8Jw8XvWGnb7c+YlldHZMYJnDpUN2VuL9WFb1OdMsf7H87nMIAeDVV18FUDinkp0Y+vTpE22/5mJrR1eKrJCrHN6T7x2Xt+e7JY5kWfOsi+HbcLlw2fP8YJ+nyqtr8X7sKFcPTJ48GUChnMjOdzzclAX/fswxxzRJf+WVV1ojm3UHy54s7zYXF4HnBPP7p97m/zs8RLVkyZJo+/t21113jWnFnPb8+ed3LD/fPOzo94Xf48Wkb1/HmmNgcB74ne/H4GFJHm664447mhy3tVHPWgghhMg5aqyFEEKInFM1GZylyQsuuCDJTJFQnzyX12VsDm3JYeFY5nYZm+fhsec4exG69+CLL74Y05588slo33rrrdF2aZvlFZZSrr766mi7XMtyD3vozpkzp8l1cn55jnilyPIs5nszb968aLMcneW1XUwWdGkra+WhxsfydE5jz2UeJvG8DRs2LPO4bSVRVYt7770XADBq1KiYxkMnw4cPX+P+LE326tUr2l5mmmedTbEV4Pg90Nx+/K7y9yEfq9g83lqCY1nwENTQoUMBFD6bLDvzO9DnYrM0Xqxe+vAN/87lyHaWlzm3CXwMl/NHjBgR03gI8Pe//33mMVoT9ayFEEKInKPGWgghhMg5uQo3yt51bLO3n3t+s0f1lClTKpC7NcMeoTxZPotSVpeqBryQusP5ZCmPgw/4dbGUx5JQVtCTlsjgLhHy0Al7rLNXrQdsKRZUgaXeeuC2224DAIwdOzamcaCT5oJ08CwFLiffj2dE5L3eVhIenuKAJs0F3eHVmXgox8ubpXH2HK9V+F3x5ptvRtuHFX11N6DwXcFDn/7M8ruCj8v7eb3kusrSN0vX/s72EMVA4TApy/aPP/44AOCRRx6JaXwvK4F61kIIIUTOyVXPur2Q914Jz1v3vPLXK6/dzV/AWXOmi4Xey3IwK0bWIivsyJPlmMJfy/yFzNvWA6468fVyOFgusyxHPe4d8H7em+HetnrWDXAvkXvW7BiVxdSpU6PNiuGa0uoRnzN9ww03xDR+pjnOhj//7777bkzjedSsRrjN5cjPPztfejyCYrEe+Jny/Srdm2bUsxZCCCFyjhprIYQQIudIBhdN4HCi7ujHsufChQujzenuJMPztIvJpT6HsSVyqkta7JDDjilZ891ZruKQms05XNUq48ePj/bZZ58dbZYLvfw4HCk7Mc2cOTPaI0eOBFAoTZayHnm9w+sw8xrpXLZZ8Lz2rBgF7UUGd/j553gZHD7Xy4mdeFkS5xCgXp9ZwmaZfO7cudF250p+BtjBjB3Tqil/O+pZCyGEEDlHjbUQQgiRcySDiyawR6t7gfPcaZadx40bF+2sUH8lO3r9AAAfdElEQVQsH7EXuUvlxVbHYcnLZffDDjsspt19993RPvfcc6Ptq24Vk+JZHqsn7rvvvmhfcskl0ebwqlme9yzFshzo95CHPNoqjGItwqv+nXrqqdFuLjww13EOZ3z88ccDaN9lzLMReJaJvzdYlubfuUxdHl+0aFFMKxbrwYcs+F3Bv/OQxPz580u5lDZBPWshhBAi56ixFkIIIXKOZHDRBA716nI0hxXlUK+8AldbwwEUmLPOOivaO+64I4DiXsws59cTLAVyUBv2Ps6SWHnIgu+xb+vBKwAFQmGmTZsWbZZnWVJtDg6Qcuyxx7ZOxmqYQYMGRZtnpPjwDD/TxYIeOffff3+02XOcgyL5u4CHijiIUNaqXNVEPWshhBAi56hnLZqQFcw+K1h+HvG1xi+88MKYxvMws5xN8nw95TBjxoxo+7rBQPYawMXW+vWeDff+RAPcQ+vTp0+0S1kvnZ3RmlsApD3AsRN4MSEv32KhXHlxDocVNF6Mhh3TevbsWXB8oHBONi+Ik4d13dWzFkIIIXKOGmshhBAi51i1JEAzqy/tsQKEEMqO91hKebOTxcCBAwEUynvstJRXWO4aMWJEtHneMIfXzGJtyhuoXh1nhzqWwV988cU17sfS4a677tpkn0pItZWq42sLlzGHd/3DH/4QbV5zvTl85a7Zs2e3Qu5aTp7qOJcpDzP4MFYxh6/tttsu2r5aHId95TnSXIfdGXDbbbeNaf/617+i7e8+AJg8eTKAwlW7yqXcMlfPWgghhMg5aqyFEEKInFM1GVwIIYQQLUM9ayGEECLnqLEWQgghco4aayGEECLnqLEWQgghco4aayGEECLnqLEWQgghco4aayGEECLnqLEWQgghco4aayGEECLnqLEWQgghco4aayGEECLnqLEWQgghco4aayGEECLnqLEWQgghco4aayGEECLnqLEWQgghco4aayGEECLnqLEWQgghco4aayGEECLnqLEWQgghco4aayGEECLnqLEWQgghco4aayGEECLnqLEWQgghco4aayGEECLnqLEWQgghco4a6ypgZueb2c3Vzkd7wczGm9lF1c5He0J1vLKojleWatTvqjTWZjbZzN43s/VauP1AMwtm1rGEc+xoZg+Z2TtmFkrM3/5m9oWZfWBmK81slpmdXMoxWgsz62Rmd5nZvLQM9i/jGG1e3o32n1TK/mY2xsw+T8t7hZm9YGZHlnPu1sTM/phexzZl7FuRMjezrczsr2k9fcfMLmvhfrmp42l+uprZVek1LDezJ0rcvxLvFK6n/rd/GftWtY43uvf+d1KJx6hEef+hUR4/NrOVLdw3N/XbzE5odB0fpmWxaynHqXhjbWYDAewLIAD4chue6lMAdwA4pcz9F4cQugPYAMBPAFxrZkMab1Rug1YiTwH4JoAlpe5YwfL2850AYN0ydn02Le8NAVwH4A4z2yjj+JUob5jZPgC2LnPfgahAmZtZJwATATwKoA+AfgBK+drPUx2/BsDGALZP/x3X0h0rXMefDSF0p7/Jpe6LfNTxxY2u44aW7lip8g4hfI/zCOA2AHeWcIhc1O8Qwi2NruNUAHMA/LOU41SjZ30igCkAxgMo+Jozsy5mdrmZvZF+XT9lZl0A+Ff2svTLZM/mThJCmBVCuA7A9LXJbEj4M4D3AQyhL8RTzGw+khclzGykmT1jZsvM7EX+4jazLc3s8fQLbyKAXiWc/5MQwm9CCE8B+LyMS6hIeafH6wHgPABnlZFPAEAI4QsAfwTQBcDW6RfyQjP7iZktAXB9eq4j097JsrTch1I+hpvZP9PyngCgcyl5SB/e3wE4vczLqFSZj0HyQvp1CGFVCGF1COGlUjNb7TpuZoORvPS/E0JYGkL4PITwjxIuoWJ1vDXIQx1fSype3mbWDcDRAFr8UeFUu35ncBKAG0MIJSm+CCFU9A/AbCRfFrsi6f1uSr9dCWAygL4AOgDYC8B6AAYi+YrrSNv2B7AMQP9mzrdNcpkl5XF/AAtTex0AR6V53Y7yciOAbkgeuL4A3gXwpXT7Q9L/906P8SyAX6fXsh+AlQBupvO9BOD4FuRrIYD981re6fHGZe3fTB7HAHgqtTsC+GFaRj3Se/EZgEvTvHUBMBzA2wBGpPk+CcC89PdOAN5I87EugGPS676IzrcMwD5ryM+PAfw2tQOAbfJY5khe+DcBeADAO+lxd6q1Oo7k5T8NwP+m1zENwNE5LO8xAFaleXwVwLmowTqenu8TAG8BmJuWe7e8lXdGHZkDwGqtfjfK1wAkna4tS3mnhBAq21gD2CctsF7p/2cCGEcF+hGAnTP2a3KjSzhnuY31F2lFeg/ACwCObZSXrWj7nwC4qdExHkofsP5IHsRu9NutfKNLyFdJjXUlyxvAbmk5dSx1fyQvss/S8n4HyVf7wXQvPgHQmbb/PYALGx1jFoBR6YO0GPRQA3gG9CJrJi9bIHkZ9Uj/X1JjXeEyfzg91+FIXuA/RvJC61RLdRzAz9LznZ9exygAHwDYPmflvRWALdPj7gTgFQA/rcE63gfAkPQ6tkTS6706b/W70f6TAJxfwva5qd+NjnkugMnllEGlZfCTADwcQngn/f+taJBReiGRcl6vcJ6KsTiEsGEIYeMQwrAQwu2Nfl9A9gAAX0/lk2VmtgxJpd4MwOYA3g8hrKLt32jbrEcqUt5mtg6AqwD8MITwWZmHmZKWd68QwsgQwiP029IQwmr6/wAAP2pU3lsgKevNASwK6ZORUkp5/wbABSGE5WVeRyXr+EdIemsPhBA+AfArAD2RjPu2hLzU8Y/Q0DP8JITwOIDHABzagn0rVt4hhDkhhLkhhC9CCNMAXICkV9tSclHHQwhLQgivpNcxF8mw1dEt3L3i73Az64+k8b2xxF3zUr+ZE1GGlA8kvaCKkI5bfANAh3RcBkgkhQ3NbGck0tdqJE49LzbaPSB/cJ4WIPkq+3bjjcxsAICNzKwb3ez+aONrqnB5b4CkZz3BzIBE/gKAhWb29RDCk2VcwpryswDAL0IIv2i8oZmNAtDXzIxeZv3R8hfIQQD2sUKv6mfN7IchhFvXtGMV6vhLAPYuY7+WUqk6njXO3uy+OXinBADWCsfxYzFtWcezzt1sx62K5f0fAJ4OIcxZi2NkUdF3uJntjaThv6u83JbRHS/nD8BxSOSI/khkGP97AsDl6TZXIpE7Nkfywt8TSWXoikTnH1TC+QzJV96QtFA7A1iPfh8PYHyRffdHOt6R8dtANB172QKJp/a/pfnunB6jX/r7FCS9nk5IvtZWoAQJJS2Dzkhk8ENTe41jN5Us77Ss+Ry7p2XUF6kki2QcK1PGAo3nteReIPkwWIBkPM+QjDsdAWD9tIznIxkTXBfA19BoPK+Za9mk0bUEACMBdMlhHd8OwIcADk6PNQ7JC9vLvCbqeHqfZiMdA0byAbISwOCclffhSMdnAQwG8DKA8+j3WqnjByDpSVp6Xx8DcH3e6jeddxaAsRnpNVG/6RzXIHEsK+n64/7l7lhGgT/oN7RR+jfSQuqIZKD/NwAWAVieVoIu6XYXAFiKZAxiZFphPkBxZxC/Ifw3j36fBODbrXGj0/QRAB5PK/NSAH/zvCEZ63oyze9EAFeg0DlhOoAT1lB28zKuZWCeyrsFD8PrAA4psv0YlPAiS9MPA/B8mr83kUzpWD/9bTcA/0Lywp+Q/rHzzQcA9m1hvQ1o4Zh1NcocyYt6NpKXx2QAO9RoHd8BiRPPKiRjwUflrbyRvKzfSvM4J91/3Vqr4wDOTMvjQyQfBP/nx81Teaf77JmWd5P81Vj97pxe90HNlXOxP0sP1K6wZH7qiwCGhhA+rXZ+6h0z6wfgjhDCXtXOS3tBdbyyqI5XlvZYv9tlYy2EEELUEooNLoQQQuQcNdZCCCFEzlFjLYQQQuScis2zboyVuBLW2nDjjQ1z6dN5wACA9957L9q77LILAKBXr4aQr/Pnz4/2ihUrov3BBx8U/AsATz31VLQnTJjQGtluQgih7DmdlSzvYuy2227RHjVqFADgoIMOimlnndUQUnzEiBHRvu666yqQu6asTXkD+SjzjTfeONonn5wsOrTOOg3f6Dff3LDux6WXXhrtE088sQK5a0qt1/Faox7qeK1RbpmrZy2EEELkHDXWQgghRM6p2tStSsgnLve9++67MW3lyoa1y5cvbwj/7HJh586dM7f9+OOPo+3yd+/evWPazJkzo33ooS0JaVw6tSgRDhs2LNq//OUvo/32228DAB566KGYxuV9xx13RHvddctZHnvtqVWJsHv37tG+++67oz10aLLC4umnN6z8yffnZz/7WbT79esHAFi0aFGb5TOLWqzjtUyt1vFaRjK4EEIIUadUzcGsEgwZMgRAYa+Ye2+ffPJJtKdNmwag0Pmmb9++0e7atWu0vffNadzL5p7gp5+2i+A6BRx9dMMCPq+99lq0p0+fHu2ddtoJAHDhhRfGtPXXXz/aixcvjrbfky+++KL1M1vjdOvWDQCw7bbbxjSut08//XSTfa666qpos2Pk17/+9WiPHDkSAHD22WfHtCuvvDLa7Jj22WflLrQmhGgp6lkLIYQQOUeNtRBCCJFz2oUMvt5668U0llJZdnU5kR3MWBLn+dkbbrghgEIZfYMNNsg8Ls/lrnfcKemUU06JaWeccUa0b7vttmi7VO77AMD9998f7W222SbaAwcOBADMmdPay9nmm44dGx5Pno/O9dLnTt97770xjZ3Crr322mh7feUyHzt2bLTZMW3QoEEAgD/+8Y8xbY899oj2jjvuGG2X2u+5557mL0oIURbqWQshhBA5R421EEIIkXPqWgZ379YPP/ww83f22v78888BFJe+Ob1Dhw5NjsXy+uGHHx7tW265pdRs1xRdunSJ9urVqwEUSq8DBgyI9ptvvhntTTfdFADw61//OqZdcMEF0WYv8T333BNA+5PBTz311GhzXf373/8e7R/84AcACr3BvWwBYKuttor2t771LQDAX//615jG96dnz57R9mEI9uZ/5plnou3e/ABw4IEHAgDuu+++mCYPcSFaF/WshRBCiJyjxloIIYTIOXUtg/fo0QMAsGzZspi2dOnSaHOwFPc4Zjmbvcg5LKsfj+Vw9gA/5JBDol2PMvgmm2wS7SOOOCLaL774IgBg0qRJMY295N95551ou1TL94bLmL3IfQiChyWqFSa3Enhd7NSpU0x7/fXXoz1v3rxou3Tt4VuBwtXg/FgAcNdddwEANt9885jGsxX4XnjdnjVrVkxzD3GgUGp/4oknADQEUgEKg60IIdYe9ayFEEKInFPXPWufO11sPjTPY/XeG/em2amM17b2HiL3LrinV+/ONbzgw8UXXxxtLxd31gMK1wFn3BmtGKxwtLcwo+705T1WoLCXzSFsPcytxxQACp3ROG6Ah3BlpzFWK7bccstou3riagkAvPXWW9H2Z4vTq7XgihDtAfWshRBCiJyjxloIIYTIOXUtg7ss16tXr5j24IMPRnu33XaLtkveEydOjGlHHXVUtH29awCYMWMGgEKJkZ1zWD6vF3h4oJg0KloHdwDjddjZgYyHEBYuXAigcI40z63mFbief/55AIXOkCNGjMjcdocddgBQOLd6s802izaHG/XwpsXiGQgh1p76a1WEEEKIOkONtRBCCJFz6loG99WAPMwiAHTt2jXaLO1OmzYNADB69OiY9tFHH0WbpW33ImevXPaAZnm8XvCVxgDg5ptvrmJO6h8ftuEZCOypzUMuCxYsAAC88MILMe28886L9ty5c6P95z//GUChZzmHgN1oo42i/eqrrzbJFz8vHKPAnwPOV3uZEy9EpVDPWgghhMg5aqyFEEKInFPXMrivLvT9738/prFEzXLgN7/5TQCF0jZLeSwXLl++vMm2r7zySrQ5vV7gcqvH68sTHpCEw7pywJEDDjgg2nfeeSeAhpXJAGD48OHR5hXQXKbeeuutYxrXW77Hffr0AVAYUIhnT7B99913Ayg+FMTDSUJUgptuuinaPIR30EEHRfu4444DAPzlL39p1XM/+eSTAApXEeRZRuWinrUQQgiRc+q6Z+1hFbknyIsc8Bf/ypUrm+zPPYV+/fpF2xdS4J43hzF1p596Iqt81gZ32GtvoUSLwXXpueeeA1DomMULcnC99NC2HD+A1/1mRej9999vcl4+B/eid9llFwCFC31Mnjw52meeeWa0/fkaPHhwTPO51wAwffr0JucVoi3Ze++9oz116tRoP/bYY9HebrvtABR3nCwFjuXha72PHTs2prXGwjbqWQshhBA5R421EEIIkXPqWgb3VaBY2mC5mudOswTocChN3s8lS5ZwWV73Odv1BK+BzJJ4Kc5mLPV6aEte47o9OyJxXfS50VzneC3phx56KNoug7OUx2E/uY768TjWAEvqvNb7I488AgA4+OCDM/PL8rhLji7fA4WyoBCVwp8jXhHxpZdeijbHAjj00EMBACeffHJM4zC6/GxkwQ7KV199dbRXrVoFoPA5aw2nXPWshRBCiJyjxloIIYTIOXUtg7tEWAyWZbNkii5dumTu53IiS98smbC0Wy/07t072jzH9oYbboh2c2EledWmbt26ASiUaRcvXtziY40fPz7aPMfYPZJrLcRlhw4dmqTx0Myuu+4abQ496vdljz32iGkPP/xwtFkCdGma6zofa/bs2dEeMmQIAGDo0KEx7Zprrok2r9zlnuo8X3X77beP9uOPP97k2oRoC/x94u+XxrB07fEKWDK/8cYbo3322WdH29/1Rx99dEzbZpttos3PlA9D8bBSa6CetRBCCJFz1FgLIYQQOaeuZXCXplmiYC9VlsHdm5Y9x2+55ZZo88pdLoNzCEgOaVePnrBbbbVVtIcNGxbte++9N9rsIeywl7N7XwLAu+++C6Dw3rCnpntUMhwY5PDDD482e116mMta8yzna1i9enWTtB49ekR74403jravLMeBRw477LBo8/CMS+lcVzncKJev3wsPLNT4vCzRc+CVWubnP/95tDmoy/XXX9/m5/ay9RCYQOGwwsKFC9e4P7/LPNgHAOy+++4AgEcffTSmvf3222uX2Qpw1FFHRduH3c4555y1Pi7XW5fKeTiTh9SeeeaZJvt5QCygcJiUy9zvJQ8dfu9731vbrKtnLYQQQuSduu5ZO+xo5mtRA4XzWL03w/BXGPdQ/BjcC+feCn9R1Qvcc+OyYHXBv1S5V8zlwiFb/Z4U6z1y2Xvvm+cPszMab5vlqFULcL79S597sqwU8Fe6KxeuVACFjny8aIdvw3OnJ0yYEG2+r96rOPLII2MaL87BKogrSdxj47Wx807Pnj0BFD63F154YbRdvQCy1/kuF77n7tDHIVv53vniEEDDc7LvvvvGNF70hXt8/o5bsmRJTGvN0MGsnLlTZ0ucO/3auUc6ZsyYaI8cOTLafm2XXnppTFuxYkV5GSaOOOIIAMD5558f03784x9Hm2MXeMwNv09AobMaX7O3JfzMNjdnuyWoZy2EEELkHDXWQgghRM6paxncpQme98zOBCyJZ8mnF198cbR5BRWXA4vJtlnOUbUODxPw/EGXEIGGOY4sV3OYUp7P6BLTG2+8EdNYNmJ5zZ1n+N6xJMtycT2s4pV1vVxOLHN7mflKP0DhEAEfw+dis1Ng9+7dM/Pg94odk9gZjeuDD4WwsyAPb+Qdd4y87LLLYtoZZ5wR7baas8/SqK/KVMrqTBzjgJ8HLnuvH3xvmos/UQosBX/1q18FUDg8yPL8SSed1CSdh9duv/32aHN8gNNOOw0A8J3vfCem/epXv1rrvDu8Gh2/x1lq95W7rrrqqpg2Y8aMaPP7it9HTmvUIfWshRBCiJyjxloIIYTIOXUtg7t3MntHsvTNEk6WN/jy5cujzR6Uvh9LHyz91qpH8ppguZvlO5adXQ7lOZ9cRuxd6VJdMc9yPoZLSMVkVt7W88n3oxbguuhlwml8jby6lYcD5RXiWObkYQiXFvfbb7+Y5qtrAQ1zcoEG72GWAnkOMJevP1P8nLEUmne8fvHc6lqApVUeQqpkjAF+b959990ACp9j5h//+Ee0fR41zxAZMWJEtLn+eF38yle+EtNYjl7bZ/13v/tdtK+44opol+vBvWDBgrXKTzHUsxZCCCFyjhprIYQQIufUtQzucgzLJCzLMlneellBIgDgwAMPBFAY8IO9MYvJQLUMB93gYA2My6BZntxAoRfzgAEDABSGUWRJvbnF2jmgDUu1tToEwdfrwzecxvWPr9HLYeedd45pXOYTJ06M9qhRo5ocl73B2SvWw8vyfb///vubHIuPx88Ly5s89NSansgiX7gnNXtUM3//+9+b2FxXeciGQxr7e4VX2muNICNOrcwgUc9aCCGEyDl13bN2JwV2fGEnEv7ib47//u//jrYvSMEOUxzOr9jc1Vpm0KBBmelcht7D5Z41O+ZNmjQp2j53khc9yQpdWAw+L3+dl3JP8wR/3fsa09xD4fm3rBR5DIHJkyfHtGLz/30/dt7hsmN7iy22AFDouMYKBofg9EVV+Dnj54HXFmanTSH4Oed3M9t/+9vfKpqnvKKetRBCCJFz1FgLIYQQOac2NcMW4hIgy3s8P7cUZyQO9+jSLsvdHNKU5fF6gWVNlju5DF3GZmmLZXB2VvJtOAQp75clg7NzEofRZIepWpXB+Rq8LvHauhzqk7d1SZvndvq61UChE6TPv+X1rh988MFo85zZadOmNUnjFYdYivd7yPI7Pw+cB8ngQpSHetZCCCFEzlFjLYQQQuSc2tQMW4jLhTx/tBgulRfzQs6ai8dpLLVnrbpS67DcXcz72uf8vv3225nHYEncj8ESaSne4BxSkcNy8jlqiaz6xfWIvbJZbva5qTwkM3fu3Gjz0MHo0aMBFHqOc5mz7VL6jTfeGNP4nvDwheetf//+MY2HPOpxdoQQlUY9ayGEECLnqLEWQgghck5dy+AOh7nba6+9op0VWKOY/MrpLlmy1MfH8lCa9QTL4MVW9fEwq+xx37t372hzaFH3Jt5oo41iWnNe9HwPWBYeOHBgtNlTvZbgELVeNix3czjbxYsXN9mW04qF1HVJe999941pHDSFPb/9HvM92WSTTaLN99KDuAwePDimcZhTHuoQQpSHetZCCCFEzmkXPWueg8oB4Nn2tXynTp2aeQzurXjPmnuQ3Csp1rOpRbxnxXN72cGMe14eVpLLhXuM7Oy0atUqAIXOYc05lTE8j5cXFuGQmLUEX7uXL/dks5zKAODll18GAAwfPjym8SInDzzwQLSzwuRyKFBWT1wp4vnsfC+5vrvNacXWGxdClEf9tCpCCCFEnaLGWgghhMg57UIGv+uuu6J98sknR5vlue233x5AcRmcZcr33nsPQKGcyKtHrb/++muZ4/zgDmIcJpKdwngOrTsdefkAhU54POywdOlSAIXyLUuuzVFvq5yxA5lL0Cxnjxw5Mtq8CpHXOx9WAIA333wz2uxw5yFLt91225jGa4yzJO7HYwdB/n3evHnR9iESXwMbAJ5//vlolzK8IYTIRj1rIYQQIueosRZCCCFyTruQwTn8IkuL7L06atQoAMD48eMzj8GSuUuE7PHqsi5QPNxmLZLl2d6nT59M++mnnwZQWK7FuP766wEAc+bMiWktCQvrTJgwIdoHHHBAtFty7jzC4UZ9eIW959nmOf3Lli0r2AcolNT5uF5HX3311ZjG5cUe/z6Dgs/LzwAf1z3zua707ds32jNnzoQQYu1Qz1oIIYTIOWqshRBCiJzTLmTwYmEq2YvYwzYWg+Vzlxk5xKN7kwPA/Pnzy89szvByGTFiRExjadSDcgCFHsnNcc899xT8WyqPPfZYtG+77bZoe2jLWguO8vHHH0fbw3fycAqHBc3yHGdvffaUZw97l8pZlubgMhyExcuvmIc+5/eJJ54AULjqFge74VkAQojyUM9aCCGEyDntomfNjBs3LtpXX311tHmedBbcO/f5qu7cAxSGYvSeRj3gCzr4+sZAYa/qoosuqniegMLe2mWXXRbtQYMGAag9dYOdu4YOHQqgcAEMnuPMTn2zZ89ucixWjNiB7PDDDwdQOGebz8uOa15+xRzFeDEX34975uxsVmv3Qog8op61EEIIkXPUWAshhBA5x6oVCtDMqh6DkNffdcezYnN9eY7pkCFDAAD9+vWLaT7HGCiUHtkZa20JIZS9fNHaljdLqyyDs4yaB1x+5XnA5bI25Q2UX+a+Hro7mgGFK8dxHXUHQA4r2rNnz2jzSlpjxowBUCip33rrrdHm+dfuWMb1t1iZuvx99NFHx7S//OUv0WaHt+buSzXreHukWnW8PVNumatnLYQQQuQcNdZCCCFEzqmaDC6EEEKIlqGetRBCCJFz1FgLIYQQOUeNtRBCCJFz1FgLIYQQOUeNtRBCCJFz1FgLIYQQOUeNtRBCCJFz1FgLIYQQOUeNtRBCCJFz1FgLIYQQOUeNtRBCCJFz1FgLIYQQOUeNtRBCCJFz1FgLIYQQOUeNtRBCCJFz1FgLIYQQOUeNtRBCCJFz1FgLIYQQOUeNtRBCCJFz1FgLIYQQOUeNtRBCCJFz1FgLIYQQOUeNtRBCCJFz1FgLIYQQOUeNtRBCCJFz1FgLIYQQOUeNtRBCCJFz1FgLIYQQOUeNtRBCCJFz1FgLIYQQOUeNtRBCCJFz1FgLIYQQOUeNtRBCCJFz1FgLIYQQOef/A3H8q2INn3BlAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# plot of 10 generated images and their predicted label\n", "fig=plt.figure(figsize=(8, 4))\n", "plt.title('Generated Images')\n", "plt.axis('off') \n", "columns = 5\n", "rows = 2\n", "for i in range(0, rows*columns):\n", " fig.add_subplot(rows, columns, i+1)\n", " plt.title('Act: %d, Pred: %d'%(gen_pred_lab[i],y_test[i])) # label \n", " plt.axis('off') # turn off axis\n", " plt.imshow(upscale(np.squeeze(gen_imgs_test[i])), cmap='gray') # gray scale\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "anaconda-cloud": {}, "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.6.4" } }, "nbformat": 4, "nbformat_minor": 2 }