{"cells":[{"metadata":{},"cell_type":"markdown","source":"# **What are GANs?**\n\nGenerative Adversarial Networks (GANs) are one of the most interesting ideas in computer science today. Two models are trained simultaneously by an adversarial process. A generator (\"the artist\") learns to create images that look real, while a discriminator (\"the art critic\") learns to tell real images apart from fakes.","execution_count":null},{"metadata":{},"cell_type":"markdown","source":"During training, the generator progressively becomes better at creating images that look real, while the discriminator becomes better at telling them apart. The process reaches equilibrium when the discriminator can no longer distinguish real images from fakes.","execution_count":null},{"metadata":{},"cell_type":"markdown","source":"![image.png](attachment:image.png)","attachments":{"image.png":{"image/png":"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"}},"execution_count":null},{"metadata":{"_uuid":"8f2839f25d086af736a60e9eeb907d3b93b6e0e5","_cell_guid":"b1076dfc-b9ad-4769-8c92-a6c4dae69d19","trusted":true},"cell_type":"code","source":"#IMPORTING LIBRARIES\n\nimport tensorflow as tf\nfrom tensorflow import keras\nfrom tensorflow.keras import layers\nimport tensorflow_addons as tfa\n\nfrom kaggle_datasets import KaggleDatasets\nimport matplotlib.pyplot as plt\nimport numpy as np\n\nimport os\nimport time\n\ntry:\n    tpu = tf.distribute.cluster_resolver.TPUClusterResolver()\n    print('Device:', tpu.master())\n    tf.config.experimental_connect_to_cluster(tpu)\n    tf.tpu.experimental.initialize_tpu_system(tpu)\n    strategy = tf.distribute.experimental.TPUStrategy(tpu)\nexcept:\n    strategy = tf.distribute.get_strategy()\nprint('Number of replicas:', strategy.num_replicas_in_sync)\n\nAUTOTUNE = tf.data.experimental.AUTOTUNE\n    \nprint(tf.__version__)","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"# Load in the data\nWe want to keep our photo dataset and our Monet dataset separate. First, load in the filenames of the TFRecords.","execution_count":null},{"metadata":{"_uuid":"d629ff2d2480ee46fbb7e2d37f6b5fab8052498a","_cell_guid":"79c7e3d0-c299-4dcb-8224-4455121ee9b0","trusted":true},"cell_type":"code","source":"\n\nGCS_PATH = KaggleDatasets().get_gcs_path()\n\nMONET_FILENAMES = tf.io.gfile.glob(str(GCS_PATH + '/monet_tfrec/*.tfrec'))\nprint('Monet TFRecord Files:', len(MONET_FILENAMES))\n\nPHOTO_FILENAMES = tf.io.gfile.glob(str(GCS_PATH + '/photo_tfrec/*.tfrec'))\nprint('Photo TFRecord Files:', len(PHOTO_FILENAMES))","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"#cropping image\nIMG_HEIGHT=256\nIMG_WIDTH=256\n\ndef random_crop(image):\n    cropped_image = tf.image.random_crop(\n      image, size=[IMG_HEIGHT, IMG_WIDTH, 3])\n\n    return cropped_image","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"IMAGE_SIZE = [256, 256]\n\ndef decode_image(image):\n    image = tf.image.decode_jpeg(image, channels=3)\n    image = (tf.cast(image, tf.float32) / 127.5) - 1\n    image = tf.reshape(image, [*IMAGE_SIZE, 3])\n    return image\n\n\ndef random_jitter(image):\n    # resizing to 286 x 286 x 3\n    image = tf.image.resize(image, [286, 286],\n                          method=tf.image.ResizeMethod.NEAREST_NEIGHBOR)\n\n    # randomly cropping to 256 x 256 x 3\n    image = random_crop(image)\n\n    # random mirroring\n    image = tf.image.random_flip_left_right(image)\n\n    return image\n\n\ndef read_tfrecord(example):\n    tfrecord_format = {\n        \"image_name\": tf.io.FixedLenFeature([], tf.string),\n        \"image\": tf.io.FixedLenFeature([], tf.string),\n        \"target\": tf.io.FixedLenFeature([], tf.string)\n    }\n    example = tf.io.parse_single_example(example, tfrecord_format)\n    image = decode_image(example['image'])\n    image=random_jitter(image)\n    \n    \n    \n    return image","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"def load_dataset(filenames, labeled=True, ordered=False):\n    dataset = tf.data.TFRecordDataset(filenames)\n    dataset = dataset.map(read_tfrecord, num_parallel_calls=AUTOTUNE)\n    return dataset","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"monet_ds = load_dataset(MONET_FILENAMES, labeled=True).batch(1)\nphoto_ds = load_dataset(PHOTO_FILENAMES, labeled=True).batch(1)","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"example_monet = next(iter(monet_ds))\nexample_photo = next(iter(photo_ds))","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"**Visualize** Photo and Monet","execution_count":null},{"metadata":{"trusted":true},"cell_type":"code","source":"plt.subplot(121)\nplt.title('With out jitter')\nplt.imshow(example_monet[0] * 0.5 + 0.5)\n\nplt.subplot(122)\nplt.title('With jitter')\nplt.imshow(random_jitter(example_monet[0]) * 0.5 + 0.5)","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"plt.subplot(121)\nplt.title('with out jitter')\nplt.imshow(example_photo[0] * 0.5 + 0.5)\n\nplt.subplot(122)\nplt.title('with  jitter')\nplt.imshow(random_jitter(example_photo[0]) * 0.5 + 0.5)","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"# **What is semantic segmentation?**\n\n The goal of semantic image segmentation is to label each pixel of an image with a corresponding class of what is being represented. Because we’re predicting for every pixel in the image, this task is commonly referred to as dense prediction.\n \n Instance segmentation is one step ahead of semantic segmentation wherein along with pixel level classification, we expect the computer to classify each instance of a class separately.","execution_count":null},{"metadata":{},"cell_type":"markdown","source":"# **Down sampling**\n\n\n The function of pooling is to reduce the size of the feature map so that we have fewer parameters in the network.In MaxPooling, we select the maximum pixel value and thus obtain a pooled feature map. Note that the size of the filter and strides are two important hyper-parameters in the max pooling operation.The idea is to retain only the important features (max valued pixels) from each region and throw away the information which is not important.A very important point to note here is that both convolution operation and specially the pooling operation reduce the size of the image. This is called as down sampling.\n \n \n \n \nNotice that in a typical convolutional network, the height and width of the image gradually reduces (down sampling, because of pooling) which helps the filters in the deeper layers to focus on a larger receptive field (context). However the number of channels/depth (number of filters used) gradually increase which helps to extract more complex features from the image.\n[](http://)\n*By down sampling, the model better understands “WHAT” is present in the image, but it loses the information of “WHERE” it is present.*","execution_count":null},{"metadata":{},"cell_type":"markdown","source":"The output of semantic segmentation is not just a class label or some bounding box parameters. In-fact the output is a complete high resolution image in which all the pixels are classified.\n\n\nThus if we use a regular convolutional network with pooling layers and dense layers, we will lose the “WHERE” information and only retain the “WHAT” information which is not what we want. In case of segmentation we need both “WHAT” as well as “WHERE” information.\n\n\n\n# **Up sampling**: \nConvert a low resolution image to a high resolution image to recover the “WHERE” information.\nTransposed convolution (sometimes also called as deconvolution or fractionally strided convolution) is a technique to perform up sampling of an image with learnable parameters.\n","execution_count":null},{"metadata":{"trusted":true},"cell_type":"code","source":"\ndef downsample(filters, size, apply_instancenorm=True):\n    initializer = tf.random_normal_initializer(0., 0.02)\n    gamma_init = keras.initializers.RandomNormal(mean=0.0, stddev=0.02)\n\n    result = keras.Sequential()\n    result.add(layers.Conv2D(filters, size, strides=2, padding='same',\n                             kernel_initializer=initializer, use_bias=False))\n\n    if apply_instancenorm:\n        result.add(tfa.layers.InstanceNormalization(gamma_initializer=gamma_init))\n\n    result.add(layers.LeakyReLU())\n\n    return result","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"def upsample(filters, size, apply_dropout=False):\n    initializer = tf.random_normal_initializer(0., 0.02)\n    gamma_init = keras.initializers.RandomNormal(mean=0.0, stddev=0.02)\n\n    result = keras.Sequential()\n    result.add(layers.Conv2DTranspose(filters, size, strides=2,\n                                      padding='same',\n                                      kernel_initializer=initializer,\n                                      use_bias=False))\n\n    result.add(tfa.layers.InstanceNormalization(gamma_initializer=gamma_init))\n\n    if apply_dropout:\n        result.add(layers.Dropout(0.5))\n\n    result.add(layers.ReLU())\n\n    return result","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"def Generator():\n    inputs = layers.Input(shape=[256,256,3])\n\n    # bs = batch size\n    down_stack = [\n        downsample(64, 4, apply_instancenorm=False), # (bs, 128, 128, 64)\n        downsample(128, 4), # (bs, 64, 64, 128)\n        downsample(256, 4), # (bs, 32, 32, 256)\n        downsample(512, 4), # (bs, 16, 16, 512)\n        downsample(512, 4), # (bs, 8, 8, 512)\n        downsample(512, 4), # (bs, 4, 4, 512)\n        downsample(512, 4), # (bs, 2, 2, 512)\n        downsample(512, 4), # (bs, 1, 1, 512)\n    ]\n\n    up_stack = [\n        upsample(512, 4, apply_dropout=True), # (bs, 2, 2, 1024)\n        upsample(512, 4, apply_dropout=True), # (bs, 4, 4, 1024)\n        upsample(512, 4, apply_dropout=True), # (bs, 8, 8, 1024)\n        upsample(512, 4), # (bs, 16, 16, 1024)\n        upsample(256, 4), # (bs, 32, 32, 512)\n        upsample(128, 4), # (bs, 64, 64, 256)\n        upsample(64, 4), # (bs, 128, 128, 128)\n    ]\n\n    initializer = tf.random_normal_initializer(0., 0.02)\n    last = layers.Conv2DTranspose(OUTPUT_CHANNELS, 4,\n                                  strides=2,\n                                  padding='same',\n                                  kernel_initializer=initializer,\n                                  activation='tanh') # (bs, 256, 256, 3)\n\n    x = inputs\n\n    # Downsampling through the model\n    skips = []\n    for down in down_stack:\n        x = down(x)\n        skips.append(x)\n\n    skips = reversed(skips[:-1])\n\n    # Upsampling and establishing the skip connections\n    for up, skip in zip(up_stack, skips):\n        x = up(x)\n        x = layers.Concatenate()([x, skip])\n\n    x = last(x)\n\n    return keras.Model(inputs=inputs, outputs=x)","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"def Discriminator():\n    initializer = tf.random_normal_initializer(0., 0.02)\n    gamma_init = keras.initializers.RandomNormal(mean=0.0, stddev=0.02)\n\n    inp = layers.Input(shape=[256, 256, 3], name='input_image')\n\n    x = inp\n\n    down1 = downsample(64, 4, False)(x) # (bs, 128, 128, 64)\n    down2 = downsample(128, 4)(down1) # (bs, 64, 64, 128)\n    down3 = downsample(256, 4)(down2) # (bs, 32, 32, 256)\n\n    zero_pad1 = layers.ZeroPadding2D()(down3) # (bs, 34, 34, 256)\n    conv = layers.Conv2D(512, 4, strides=1,\n                         kernel_initializer=initializer,\n                         use_bias=False)(zero_pad1) # (bs, 31, 31, 512)\n\n    norm1 = tfa.layers.InstanceNormalization(gamma_initializer=gamma_init)(conv)\n\n    leaky_relu = layers.LeakyReLU()(norm1)\n\n    zero_pad2 = layers.ZeroPadding2D()(leaky_relu) # (bs, 33, 33, 512)\n\n    last = layers.Conv2D(1, 4, strides=1,\n                         kernel_initializer=initializer)(zero_pad2) # (bs, 30, 30, 1)\n\n    return tf.keras.Model(inputs=inp, outputs=last)","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"# Generators and Discriminators\n\n\nThere are 2 generators (G and F) and 2 discriminators (X and Y) being trained here.\n\n\n •\tGenerator G learns to transform image X to image Y. (G:X−>Y)\n •\tGenerator F learns to transform image Y to image X. (F:Y−>X)\n •\tDiscriminator D_X learns to differentiate between image X and generated image X (F(Y)).\n •\tDiscriminator D_Y learns to differentiate between image Y and generated image Y (G(X)).\n \n \n ![image.png](attachment:image.png)\n\n \n 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"}},"execution_count":null},{"metadata":{"trusted":true},"cell_type":"code","source":"OUTPUT_CHANNELS = 3\nwith strategy.scope():\n    monet_generator = Generator() # transforms photos to Monet-esque paintings\n    photo_generator = Generator() # transforms Monet paintings to be more like photos\n\n    monet_discriminator = Discriminator() # differentiates real Monet paintings and generated Monet paintings\n    photo_discriminator = Discriminator() # differentiates real photos and generated photos","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"to_monet = monet_generator(example_photo)\n\nplt.subplot(1, 2, 1)\nplt.title(\"Original Photo\")\nplt.imshow(example_photo[0] * 0.5 + 0.5)\n\nplt.subplot(1, 2, 2)\nplt.title(\"Monet-esque Photo\")\nplt.imshow(to_monet[0] * 0.5 + 0.5)\nplt.show()","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"class CycleGan(keras.Model):\n    def __init__(\n        self,\n        monet_generator,\n        photo_generator,\n        monet_discriminator,\n        photo_discriminator,\n        lambda_cycle=10,\n    ):\n        super(CycleGan, self).__init__()\n        self.m_gen = monet_generator\n        self.p_gen = photo_generator\n        self.m_disc = monet_discriminator\n        self.p_disc = photo_discriminator\n        self.lambda_cycle = lambda_cycle\n        \n    def compile(\n        self,\n        m_gen_optimizer,\n        p_gen_optimizer,\n        m_disc_optimizer,\n        p_disc_optimizer,\n        gen_loss_fn,\n        disc_loss_fn,\n        cycle_loss_fn,\n        identity_loss_fn\n    ):\n        super(CycleGan, self).compile()\n        self.m_gen_optimizer = m_gen_optimizer\n        self.p_gen_optimizer = p_gen_optimizer\n        self.m_disc_optimizer = m_disc_optimizer\n        self.p_disc_optimizer = p_disc_optimizer\n        self.gen_loss_fn = gen_loss_fn\n        self.disc_loss_fn = disc_loss_fn\n        self.cycle_loss_fn = cycle_loss_fn\n        self.identity_loss_fn = identity_loss_fn\n        \n    def train_step(self, batch_data):\n        real_monet, real_photo = batch_data\n        \n        with tf.GradientTape(persistent=True) as tape:\n            # photo to monet back to photo\n            fake_monet = self.m_gen(real_photo, training=True)\n            cycled_photo = self.p_gen(fake_monet, training=True)\n\n            # monet to photo back to monet\n            fake_photo = self.p_gen(real_monet, training=True)\n            cycled_monet = self.m_gen(fake_photo, training=True)\n\n            # generating itself\n            same_monet = self.m_gen(real_monet, training=True)\n            same_photo = self.p_gen(real_photo, training=True)\n\n            # discriminator used to check, inputing real images\n            disc_real_monet = self.m_disc(real_monet, training=True)\n            disc_real_photo = self.p_disc(real_photo, training=True)\n\n            # discriminator used to check, inputing fake images\n            disc_fake_monet = self.m_disc(fake_monet, training=True)\n            disc_fake_photo = self.p_disc(fake_photo, training=True)\n\n            # evaluates generator loss\n            monet_gen_loss = self.gen_loss_fn(disc_fake_monet)\n            photo_gen_loss = self.gen_loss_fn(disc_fake_photo)\n\n            # evaluates total cycle consistency loss\n            total_cycle_loss = self.cycle_loss_fn(real_monet, cycled_monet, self.lambda_cycle) + self.cycle_loss_fn(real_photo, cycled_photo, self.lambda_cycle)\n\n            # evaluates total generator loss\n            total_monet_gen_loss = monet_gen_loss + total_cycle_loss + self.identity_loss_fn(real_monet, same_monet, self.lambda_cycle)\n            total_photo_gen_loss = photo_gen_loss + total_cycle_loss + self.identity_loss_fn(real_photo, same_photo, self.lambda_cycle)\n\n            # evaluates discriminator loss\n            monet_disc_loss = self.disc_loss_fn(disc_real_monet, disc_fake_monet)\n            photo_disc_loss = self.disc_loss_fn(disc_real_photo, disc_fake_photo)\n\n        # Calculate the gradients for generator and discriminator\n        monet_generator_gradients = tape.gradient(total_monet_gen_loss,\n                                                  self.m_gen.trainable_variables)\n        photo_generator_gradients = tape.gradient(total_photo_gen_loss,\n                                                  self.p_gen.trainable_variables)\n\n        monet_discriminator_gradients = tape.gradient(monet_disc_loss,\n                                                      self.m_disc.trainable_variables)\n        photo_discriminator_gradients = tape.gradient(photo_disc_loss,\n                                                      self.p_disc.trainable_variables)\n\n        # Apply the gradients to the optimizer\n        self.m_gen_optimizer.apply_gradients(zip(monet_generator_gradients,\n                                                 self.m_gen.trainable_variables))\n\n        self.p_gen_optimizer.apply_gradients(zip(photo_generator_gradients,\n                                                 self.p_gen.trainable_variables))\n\n        self.m_disc_optimizer.apply_gradients(zip(monet_discriminator_gradients,\n                                                  self.m_disc.trainable_variables))\n\n        self.p_disc_optimizer.apply_gradients(zip(photo_discriminator_gradients,\n                                                  self.p_disc.trainable_variables))\n        \n        return {\n            \"monet_gen_loss\": total_monet_gen_loss,\n            \"photo_gen_loss\": total_photo_gen_loss,\n            \"monet_disc_loss\": monet_disc_loss,\n            \"photo_disc_loss\": photo_disc_loss\n        }","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"# **Loss functions**\n\n\nIn CycleGAN, there is no paired data to train on, hence there is no guarantee that the input x and the target y pair are meaningful during training. Thus in order to enforce that the network learns the correct mapping, the authors propose the **cycle consistency loss.**","execution_count":null},{"metadata":{},"cell_type":"markdown","source":"Cycle consistency means the result should be close to the original input. For example, if one translates a sentence from English to French, and then translates it back from French to English, then the resulting sentence should be the same as the original sentence.\n\nCycle consistency means the result should be close to the original input. For example, if one translates a sentence from English to French, and then translates it back from French to English, then the resulting sentence should be the same as the original sentence.\n\nIn cycle consistency loss,\n\nImage **X** is passed via generator **G** that yields generated image **Ŷ**  .\nGenerated image **Ŷ**  is passed via generator **F** that yields cycled image **X̂**.\nMean absolute error is calculated between **X** and **X̂**.\n\n\n![image.png](attachment:image.png)","attachments":{"image.png":{"image/png":"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"}},"execution_count":null},{"metadata":{"trusted":true},"cell_type":"code","source":"with strategy.scope():\n    def discriminator_loss(real, generated):\n        real_loss = tf.keras.losses.BinaryCrossentropy(from_logits=True, reduction=tf.keras.losses.Reduction.NONE)(tf.ones_like(real), real)\n\n        generated_loss = tf.keras.losses.BinaryCrossentropy(from_logits=True, reduction=tf.keras.losses.Reduction.NONE)(tf.zeros_like(generated), generated)\n\n        total_disc_loss = real_loss + generated_loss\n\n        return total_disc_loss * 0.5","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"with strategy.scope():\n    def generator_loss(generated):\n        return tf.keras.losses.BinaryCrossentropy(from_logits=True, reduction=tf.keras.losses.Reduction.NONE)(tf.ones_like(generated), generated)","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"with strategy.scope():\n    def calc_cycle_loss(real_image, cycled_image, LAMBDA):\n        loss1 = tf.reduce_mean(tf.abs(real_image - cycled_image))\n\n        return LAMBDA * loss1","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"\nwith strategy.scope():\n    def identity_loss(real_image, same_image, LAMBDA):\n        loss = tf.reduce_mean(tf.abs(real_image - same_image))\n        return LAMBDA * 0.5 * loss","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"with strategy.scope():\n    monet_generator_optimizer = tf.keras.optimizers.Adam(2e-4, beta_1=0.5)\n    photo_generator_optimizer = tf.keras.optimizers.Adam(2e-4, beta_1=0.5)\n\n    monet_discriminator_optimizer = tf.keras.optimizers.Adam(2e-4, beta_1=0.5)\n    photo_discriminator_optimizer = tf.keras.optimizers.Adam(2e-4, beta_1=0.5)","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"with strategy.scope():\n    cycle_gan_model = CycleGan(\n        monet_generator, photo_generator, monet_discriminator, photo_discriminator\n    )\n\n    cycle_gan_model.compile(\n        m_gen_optimizer = monet_generator_optimizer,\n        p_gen_optimizer = photo_generator_optimizer,\n        m_disc_optimizer = monet_discriminator_optimizer,\n        p_disc_optimizer = photo_discriminator_optimizer,\n        gen_loss_fn = generator_loss,\n        disc_loss_fn = discriminator_loss,\n        cycle_loss_fn = calc_cycle_loss,\n        identity_loss_fn = identity_loss\n    )","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"cycle_gan_model.fit(\n    tf.data.Dataset.zip((monet_ds, photo_ds)),\n    epochs=25\n)","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"_, ax = plt.subplots(5, 2, figsize=(12, 12))\nfor i, img in enumerate(photo_ds.take(5)):\n    prediction = monet_generator(img, training=False)[0].numpy()\n    prediction = (prediction * 127.5 + 127.5).astype(np.uint8)\n    img = (img[0] * 127.5 + 127.5).numpy().astype(np.uint8)\n\n    ax[i, 0].imshow(img)\n    ax[i, 1].imshow(prediction)\n    ax[i, 0].set_title(\"Input Photo\")\n    ax[i, 1].set_title(\"Monet-esque\")\n    ax[i, 0].axis(\"off\")\n    ax[i, 1].axis(\"off\")\nplt.show()","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"import PIL\n! mkdir ../images","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"i = 1\nfor img in photo_ds:\n    prediction = monet_generator(img, training=False)[0].numpy()\n    prediction = (prediction * 127.5 + 127.5).astype(np.uint8)\n    im = PIL.Image.fromarray(prediction)\n    im.save(\"../images/\" + str(i) + \".jpg\")\n    i += 1","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"import shutil\nshutil.make_archive(\"/kaggle/working/images\", 'zip', \"/kaggle/images\")","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"import os\nprint(f\"Generated samples: {len([name for name in os.listdir('../images/') if os.path.isfile(os.path.join('../images/', name))])}\")","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"","execution_count":null,"outputs":[]}],"metadata":{"kernelspec":{"language":"python","display_name":"Python 3","name":"python3"},"language_info":{"pygments_lexer":"ipython3","nbconvert_exporter":"python","version":"3.6.4","file_extension":".py","codemirror_mode":{"name":"ipython","version":3},"name":"python","mimetype":"text/x-python"}},"nbformat":4,"nbformat_minor":4}