{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Deep Learning Models -- A collection of various deep learning architectures, models, and tips for TensorFlow and PyTorch in Jupyter Notebooks.\n",
"- Author: Sebastian Raschka\n",
"- GitHub Repository: https://github.com/rasbt/deeplearning-models"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Sebastian Raschka \n",
"\n",
"CPython 3.7.3\n",
"IPython 7.9.0\n",
"\n",
"torch 1.4.0\n"
]
}
],
"source": [
"%load_ext watermark\n",
"%watermark -a 'Sebastian Raschka' -v -p torch"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"- Runs on CPU or GPU (if available)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Deep Convolutional GAN (for CelebA Face Images)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Implementation of a deep convolutional GAN (DCGAN) to generate new faces based on seeing examples of face images from CelebA (http://mmlab.ie.cuhk.edu.hk/projects/CelebA.html). \n",
"\n",
"This DCGAN architecture is based on Radford et al.'s *Unsupervised representation learning with deep convolutional generative adversarial networks* [1], where the generator consists of\n",
"\n",
"- transposed convolutional layers\n",
"- BatchNorm\n",
"- ReLU\n",
"\n",
"\n",
"\n",
"and the discriminator consists of\n",
"\n",
"- strided convolutional layers (no maxpooling)\n",
"- BatchNorm\n",
"- Leaky ReLU\n",
"\n",
"\n",
"### References\n",
"\n",
"- [1] Radford, A., Metz, L., & Chintala, S. (2015). [Unsupervised representation learning with deep convolutional generative adversarial networks](https://arxiv.org/abs/1511.06434). arXiv preprint arXiv:1511.06434."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Imports"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"import time\n",
"import os\n",
"import numpy as np\n",
"import torch\n",
"import random\n",
"\n",
"import torch.nn.functional as F\n",
"import torch.nn as nn\n",
"import torchvision.utils as vutils\n",
"\n",
"from PIL import Image\n",
"from torch.utils.data import Dataset\n",
"from torch.utils.data import DataLoader\n",
"from torchvision import transforms\n",
"\n",
"\n",
"if torch.cuda.is_available():\n",
" torch.backends.cudnn.deterministic = True"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"import matplotlib.pyplot as plt\n",
"%matplotlib inline"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Settings"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"##########################\n",
"### SETTINGS\n",
"##########################\n",
"\n",
"# Device\n",
"CUDA = 'cuda:0'\n",
"DEVICE = torch.device(CUDA if torch.cuda.is_available() else \"cpu\")\n",
"\n",
"# Hyperparameters\n",
"RANDOM_SEED = 42\n",
"GENERATOR_LEARNING_RATE = 0.0002\n",
"DISCRIMINATOR_LEARNING_RATE = 0.0002\n",
"NUM_EPOCHS = 50\n",
"BATCH_SIZE = 128\n",
"NUM_WORKERS = 4 # workers for data loader\n",
"\n",
"IMAGE_SIZE = (64, 64, 3)\n",
"\n",
"# Size of the latent vector\n",
"LATENT_DIM = 100\n",
"\n",
"# Number of feature maps in generator and discriminator\n",
"NUM_MAPS_GEN = 64\n",
"NUM_MAPS_DIS = 64\n",
"\n",
"# Set random seeds for reproducibility\n",
"random.seed(RANDOM_SEED)\n",
"np.random.seed(RANDOM_SEED)\n",
"torch.manual_seed(RANDOM_SEED);"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## CelebA"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Download the \"Align&Cropped Images\" Dataset from http://mmlab.ie.cuhk.edu.hk/projects/CelebA.html:\n",
"\n",
"![](./images/screenshot-downl-celeba-aligned.png)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Then, unzip the dataset. Since GANs are a method for unsupervised learning, we are only interested in the images (saved as .jpg files in the `img_align_celeba` subfolder) -- we don't need the class labels here. There are 202,600 images in total."
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"(218, 178, 3)\n"
]
},
{
"data": {
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\n",
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