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Training Generative Adversarial Networks (GANs) in PyTorch

Part 7 of "Deep Learning with Pytorch: Zero to GANs"

This tutorial series is a hands-on beginner-friendly introduction to deep learning using PyTorch, an open-source neural networks library. These tutorials take a practical and coding-focused approach. The best way to learn the material is to execute the code and experiment with it yourself. Check out the full series here:

  1. PyTorch Basics: Tensors & Gradients
  2. Gradient Descent & Linear Regression
  3. Working with Images & Logistic Regression
  4. Training Deep Neural Networks on a GPU
  5. Image Classification using Convolutional Neural Networks
  6. Data Augmentation, Regularization and ResNets
  7. Generating Images using Generative Adversarial Networks

How to run the code

This tutorial is an executable Jupyter notebook hosted on Jovian. You can run this tutorial and experiment with the code examples in a couple of ways: using free online resources (recommended) or on your computer.

Option 1: Running using free online resources (1-click, recommended)

The easiest way to start executing the code is to click the Run button at the top of this page and select Run on Colab. Google Colab is a free online platform for running Jupyter notebooks using Google's cloud infrastructure. You can also select "Run on Binder" or "Run on Kaggle" if you face issues running the notebook on Google Colab.

Option 2: Running on your computer locally

To run the code on your computer locally, you'll need to set up Python, download the notebook and install the required libraries. We recommend using the Conda distribution of Python. Click the Run button at the top of this page, select the Run Locally option, and follow the instructions.

Using a GPU for faster training

You can use a Graphics Processing Unit (GPU) to train your models faster if your execution platform is connected to a GPU manufactured by NVIDIA. Follow these instructions to use a GPU on the platform of your choice:

  • Google Colab: Use the menu option "Runtime > Change Runtime Type" and select "GPU" from the "Hardware Accelerator" dropdown.
  • Kaggle: In the "Settings" section of the sidebar, select "GPU" from the "Accelerator" dropdown. Use the button on the top-right to open the sidebar.
  • Binder: Notebooks running on Binder cannot use a GPU, as the machines powering Binder aren't connected to any GPUs.
  • Linux: If your laptop/desktop has an NVIDIA GPU (graphics card), make sure you have installed the NVIDIA CUDA drivers.
  • Windows: If your laptop/desktop has an NVIDIA GPU (graphics card), make sure you have installed the NVIDIA CUDA drivers.
  • macOS: macOS is not compatible with NVIDIA GPUs

If you do not have access to a GPU or aren't sure what it is, don't worry, you can execute all the code in this tutorial just fine without a GPU.

Introduction to Generative Modeling

Deep neural networks are used mainly for supervised learning: classification or regression. Generative Adversarial Networks or GANs, however, use neural networks for a very different purpose: Generative modeling

Generative modeling is an unsupervised learning task in machine learning that involves automatically discovering and learning the regularities or patterns in input data in such a way that the model can be used to generate or output new examples that plausibly could have been drawn from the original dataset. - Source

To get a sense of the power of generative models, just visit thispersondoesnotexist.com. Every time you reload the page, a new image of a person's face is generated on the fly. The results are pretty fascinating:

While there are many approaches used for generative modeling, a Generative Adversarial Network takes the following approach:

There are two neural networks: a Generator and a Discriminator. The generator generates a "fake" sample given a random vector/matrix, and the discriminator attempts to detect whether a given sample is "real" (picked from the training data) or "fake" (generated by the generator). Training happens in tandem: we train the discriminator for a few epochs, then train the generator for a few epochs, and repeat. This way both the generator and the discriminator get better at doing their jobs.

GANs however, can be notoriously difficult to train, and are extremely sensitive to hyperparameters, activation functions and regularization. In this tutorial, we'll train a GAN to generate images of book covers.

In [1]:
project_name = '06b-book-glass'
In [2]:
# Uncomment and run the appropriate command for your operating system, if required
# No installation is reqiured on Google Colab / Kaggle notebooks

# Linux / Binder / Windows (No GPU)
# !pip install numpy matplotlib torch==1.7.0+cpu torchvision==0.8.1+cpu torchaudio==0.7.0 -f https://download.pytorch.org/whl/torch_stable.html

# Linux / Windows (GPU)
# pip install numpy matplotlib torch==1.7.1+cu110 torchvision==0.8.2+cu110 torchaudio==0.7.2 -f https://download.pytorch.org/whl/torch_stable.html
 
# MacOS (NO GPU)
# !pip install numpy matplotlib torch torchvision torchaudio

Downloading and Exploring the Data

We can use the opendatasets library to download the dataset from Kaggle. opendatasets uses the Kaggle Official API for downloading datasets from Kaggle. Follow these steps to find your API credentials:

  1. Sign in to https://kaggle.com/, then click on your profile picture on the top right and select "My Account" from the menu.

  2. Scroll down to the "API" section and click "Create New API Token". This will download a file kaggle.json with the following contents:

{"username":"YOUR_KAGGLE_USERNAME","key":"YOUR_KAGGLE_KEY"}
  1. When you run opendatsets.download, you will be asked to enter your username & Kaggle API, which you can get from the file downloaded in step 2.

Note that you need to download the kaggle.json file only once. On Google Colab, you can also upload the kaggle.json file using the files tab, and the credentials will be read automatically.

In [3]:
!pip install opendatasets --upgrade --quiet
In [4]:
import opendatasets as od

dataset_url = 'https://www.kaggle.com/lukaanicin/book-covers-dataset/download'
od.download(dataset_url)
Please provide your Kaggle credentials to download this dataset. Learn more: http://bit.ly/kaggle-creds Your Kaggle username: grantglass Your Kaggle Key: ··········
0%| | 0.00/275M [00:00<?, ?B/s]
Downloading book-covers-dataset.zip to ./book-covers-dataset
100%|██████████| 275M/275M [00:04<00:00, 71.6MB/s]

Exploratory Analysis

To begin this exploratory analysis, first import libraries and define functions for plotting the data using matplotlib. Depending on the data, not all plots will be made. (Hey, I'm just a simple kerneling bot, not a Kaggle Competitions Grandmaster!)

In [6]:
from mpl_toolkits.mplot3d import Axes3D
from sklearn.preprocessing import StandardScaler
import matplotlib.pyplot as plt # plotting
import numpy as np # linear algebra
import os # accessing directory structure
import pandas as pd # data processing, CSV file I/O (e.g. pd.read_csv)

There is 1 csv file in the current version of the dataset:

In [7]:
for dirname, _, filenames in os.walk('./book-covers-dataset'):
    for filename in filenames:
        print(os.path.join(dirname, filename))
Streaming output truncated to the last 5000 lines. ./book-covers-dataset/book-covers/Technology-Engineering/0000417.jpg ./book-covers-dataset/book-covers/Technology-Engineering/0000692.jpg ./book-covers-dataset/book-covers/Technology-Engineering/0000959.jpg ./book-covers-dataset/book-covers/Technology-Engineering/0000347.jpg ./book-covers-dataset/book-covers/Technology-Engineering/0000742.jpg ./book-covers-dataset/book-covers/Technology-Engineering/0000838.jpg ./book-covers-dataset/book-covers/Technology-Engineering/0000024.jpg ./book-covers-dataset/book-covers/Technology-Engineering/0000423.jpg ./book-covers-dataset/book-covers/Technology-Engineering/0000246.jpg ./book-covers-dataset/book-covers/Technology-Engineering/0000724.jpg ./book-covers-dataset/book-covers/Technology-Engineering/0000495.jpg ./book-covers-dataset/book-covers/Technology-Engineering/0000177.jpg ./book-covers-dataset/book-covers/Technology-Engineering/0000675.jpg 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The next hidden code cells define functions for plotting data. Click on the "Code" button in the published kernel to reveal the hidden code.

In [8]:
# Distribution graphs (histogram/bar graph) of column data
def plotPerColumnDistribution(df, nGraphShown, nGraphPerRow):
    nunique = df.nunique()
    df = df[[col for col in df if nunique[col] > 1 and nunique[col] < 50]] # For displaying purposes, pick columns that have between 1 and 50 unique values
    nRow, nCol = df.shape
    columnNames = list(df)
    nGraphRow = (nCol + nGraphPerRow - 1) / nGraphPerRow
    plt.figure(num = None, figsize = (6 * nGraphPerRow, 8 * nGraphRow), dpi = 80, facecolor = 'w', edgecolor = 'k')
    for i in range(min(nCol, nGraphShown)):
        plt.subplot(nGraphRow, nGraphPerRow, i + 1)
        columnDf = df.iloc[:, i]
        if (not np.issubdtype(type(columnDf.iloc[0]), np.number)):
            valueCounts = columnDf.value_counts()
            valueCounts.plot.bar()
        else:
            columnDf.hist()
        plt.ylabel('counts')
        plt.xticks(rotation = 90)
        plt.title(f'{columnNames[i]} (column {i})')
    plt.tight_layout(pad = 1.0, w_pad = 1.0, h_pad = 1.0)
    plt.show()
In [9]:
# Correlation matrix
def plotCorrelationMatrix(df, graphWidth):
    filename = df.dataframeName
    df = df.dropna('columns') # drop columns with NaN
    df = df[[col for col in df if df[col].nunique() > 1]] # keep columns where there are more than 1 unique values
    if df.shape[1] < 2:
        print(f'No correlation plots shown: The number of non-NaN or constant columns ({df.shape[1]}) is less than 2')
        return
    corr = df.corr()
    plt.figure(num=None, figsize=(graphWidth, graphWidth), dpi=80, facecolor='w', edgecolor='k')
    corrMat = plt.matshow(corr, fignum = 1)
    plt.xticks(range(len(corr.columns)), corr.columns, rotation=90)
    plt.yticks(range(len(corr.columns)), corr.columns)
    plt.gca().xaxis.tick_bottom()
    plt.colorbar(corrMat)
    plt.title(f'Correlation Matrix for {filename}', fontsize=15)
    plt.show()
In [10]:
# Scatter and density plots
def plotScatterMatrix(df, plotSize, textSize):
    df = df.select_dtypes(include =[np.number]) # keep only numerical columns
    # Remove rows and columns that would lead to df being singular
    df = df.dropna('columns')
    df = df[[col for col in df if df[col].nunique() > 1]] # keep columns where there are more than 1 unique values
    columnNames = list(df)
    if len(columnNames) > 10: # reduce the number of columns for matrix inversion of kernel density plots
        columnNames = columnNames[:10]
    df = df[columnNames]
    ax = pd.plotting.scatter_matrix(df, alpha=0.75, figsize=[plotSize, plotSize], diagonal='kde')
    corrs = df.corr().values
    for i, j in zip(*plt.np.triu_indices_from(ax, k = 1)):
        ax[i, j].annotate('Corr. coef = %.3f' % corrs[i, j], (0.8, 0.2), xycoords='axes fraction', ha='center', va='center', size=textSize)
    plt.suptitle('Scatter and Density Plot')
    plt.show()

Now you're ready to read in the data and use the plotting functions to visualize the data.

In [11]:
nRowsRead = 1000 # specify 'None' if want to read whole file
# main_dataset.csv may have more rows in reality, but we are only loading/previewing the first 1000 rows
df1 = pd.read_csv('./book-covers-dataset/main_dataset.csv', delimiter=',', nrows = nRowsRead)
df1.dataframeName = 'main_dataset.csv'
nRow, nCol = df1.shape
print(f'There are {nRow} rows and {nCol} columns')
There are 1000 rows and 11 columns

Let's take a quick look at what the data looks like:

In [12]:
df1.head(5)
Out[12]:

Distribution graphs (histogram/bar graph) of sampled columns:

In [13]:
plotPerColumnDistribution(df1, 10, 5)
Notebook Image

Correlation matrix:

In [14]:
plotCorrelationMatrix(df1, 8)
Notebook Image

Scatter and density plots:

In [15]:
plotScatterMatrix(df1, 12, 10)
Notebook Image
In [16]:
import os

DATA_DIR = './book-covers-dataset/book-covers'
print(os.listdir(DATA_DIR))
['Food-Drink', 'Teen-Young-Adult', 'Teaching-Resources-Education', 'Graphic-Novels-Anime-Manga', 'Health', 'Biography', 'Religion', 'Entertainment', 'Medical', 'Sport', 'Transport', 'Mind-Body-Spirit', 'Stationery', 'Art-Photography', 'Home-Garden', 'Childrens-Books', 'Crafts-Hobbies', 'Personal-Development', 'Reference', 'Business-Finance-Law', 'Dictionaries-Languages', 'Computing', 'History-Archaeology', 'Humour', 'Science-Fiction-Fantasy-Horror', 'Travel-Holiday-Guides', 'Society-Social-Sciences', 'Technology-Engineering', 'Romance', 'Poetry-Drama', 'Science-Geography', 'Crime-Thriller', 'Natural-History']

Let's load this dataset using the ImageFolder class from torchvision. We will also resize and crop the images to 64x64 px, and normalize the pixel values with a mean & standard deviation of 0.5 for each channel. This will ensure that pixel values are in the range (-1, 1), which is more convenient for training the discriminator. We will also create a data loader to load the data in batches.

In [17]:
from torch.utils.data import DataLoader
from torchvision.datasets import ImageFolder
import torchvision.transforms as T
In [18]:
image_size = 64
batch_size = 128
stats = (0.5, 0.5, 0.5), (0.5, 0.5, 0.5)
In [19]:
train_ds = ImageFolder(DATA_DIR, transform=T.Compose([
    T.Resize(image_size),
    T.CenterCrop(image_size),
    T.ToTensor(),
    T.Normalize(*stats)]))

train_dl = DataLoader(train_ds, batch_size, shuffle=True, num_workers=3, pin_memory=True)

Let's create helper functions to denormalize the image tensors and display some sample images from a training batch.

In [20]:
import torch
from torchvision.utils import make_grid
import matplotlib.pyplot as plt
%matplotlib inline
In [21]:
def denorm(img_tensors):
    return img_tensors * stats[1][0] + stats[0][0]
In [22]:
def show_images(images, nmax=64):
    fig, ax = plt.subplots(figsize=(8, 8))
    ax.set_xticks([]); ax.set_yticks([])
    ax.imshow(make_grid(denorm(images.detach()[:nmax]), nrow=8).permute(1, 2, 0))

def show_batch(dl, nmax=64):
    for images, _ in dl:
        show_images(images, nmax)
        break
In [23]:
show_batch(train_dl)