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In [2]:
%matplotlib inline

DCGAN for Fake Face Generation

Introduction

Generative Adversarial Networks

What is a GAN?


GANs are a framework for teaching a DL model to capture the training
data’s distribution so we can generate new data from that same
distribution. GANs were invented by Ian Goodfellow in 2014 and first
described in the paper `Generative Adversarial
Nets <https://papers.nips.cc/paper/5423-generative-adversarial-nets.pdf>`__.
They are made of two distinct models, a *generator* and a
*discriminator*. The job of the generator is to spawn ‘fake’ images that
look like the training images. The job of the discriminator is to look
at an image and output whether or not it is a real training image or a
fake image from the generator. During training, the generator is
constantly trying to outsmart the discriminator by generating better and
better fakes, while the discriminator is working to become a better
detective and correctly classify the real and fake images. The
equilibrium of this game is when the generator is generating perfect
fakes that look as if they came directly from the training data, and the
discriminator is left to always guess at 50% confidence that the
generator output is real or fake.

Now, lets define some notation to be used throughout tutorial starting
with the discriminator. Let x be data representing an image.
D(x) is the discriminator network which outputs the (scalar)
probability that x came from training data rather than the
generator. Here, since we are dealing with images the input to
D(x) is an image of CHW size 3x64x64. Intuitively, D(x)
should be HIGH when x comes from training data and LOW when
x comes from the generator. D(x) can also be thought of
as a traditional binary classifier.

For the generator’s notation, let z be a latent space vector
sampled from a standard normal distribution. G(z) represents the
generator function which maps the latent vector z to data-space.
The goal of G is to estimate the distribution that the training
data comes from (Pdata) so it can generate fake samples from
that estimated distribution (Pg).

So, D(G(z)) is the probability (scalar) that the output of the
generator G is a real image. As described in `Goodfellow’s
paper <https://papers.nips.cc/paper/5423-generative-adversarial-nets.pdf>`__,
D and G play a minimax game in which D tries to
maximize the probability it correctly classifies reals and fakes
(logD(x)), and G tries to minimize the probability that
D will predict its outputs are fake (log(1-D(G(x)))).

In theory, the solution to this minimax game is where
Pg = Pdata, and the discriminator guesses randomly if the
inputs are real or fake. However, the convergence theory of GANs is
still being actively researched and in reality models do not always
train to this point.

What is a DCGAN?

A DCGAN is a direct extension of the GAN described above, except that it explicitly uses convolutional and convolutional-transpose layers in the discriminator and generator, respectively. It was first described by Radford et. al. in the paper Unsupervised Representation Learning With Deep Convolutional Generative Adversarial Networks <https://arxiv.org/pdf/1511.06434.pdf>. The discriminator is made up of strided convolution <https://pytorch.org/docs/stable/nn.html#torch.nn.Conv2d> layers, batch norm <https://pytorch.org/docs/stable/nn.html#torch.nn.BatchNorm2d>__ layers, and LeakyReLU <https://pytorch.org/docs/stable/nn.html#torch.nn.LeakyReLU>__ activations. The input is a 3x64x64 input image and the output is a scalar probability that the input is from the real data distribution. The generator is comprised of convolutional-transpose <https://pytorch.org/docs/stable/nn.html#torch.nn.ConvTranspose2d>__ layers, batch norm layers, and ReLU <https://pytorch.org/docs/stable/nn.html#relu>__ activations. The input is a latent vector, z, that is drawn from a standard normal distribution and the output is a 3x64x64 RGB image. The strided conv-transpose layers allow the latent vector to be transformed into a volume with the same shape as an image. In the paper, the authors also give some tips about how to setup the optimizers, how to calculate the loss functions, and how to initialize the model weights, which will be explained in the coming projects.

In [3]:
from __future__ import print_function
#%matplotlib inline
import argparse
import os
import random
import torch
import torch.nn as nn
import torch.nn.parallel
import torch.backends.cudnn as cudnn
import torch.optim as optim
import torch.utils.data
import torchvision.datasets as dset
import torchvision.transforms as transforms
import torchvision.utils as vutils
import numpy as np
import matplotlib.pyplot as plt
import matplotlib.animation as animation
from IPython.display import HTML

# Set random seed for reproducibility
manualSeed = 999
#manualSeed = random.randint(1, 10000) # use if you want new results
print("Random Seed: ", manualSeed)
random.seed(manualSeed)
torch.manual_seed(manualSeed)
Random Seed: 999
Out[3]:
<torch._C.Generator at 0x7f2fad0741c8>

Inputs

Let’s define some inputs for the run:

  • dataroot - the path to the root of the dataset folder. We will talk more about the dataset in the next section
  • workers - the number of worker threads for loading the data with the DataLoader
  • batch_size - the batch size used in training. The DCGAN paper uses a batch size of 128
  • image_size - the spatial size of the images used for training. This implementation defaults to 64x64. If another size is desired, the structures of D and G must be changed. See here <https://github.com/pytorch/examples/issues/70>__ for more details
  • nc - number of color channels in the input images. For color images this is 3
  • nz - length of latent vector
  • ngf - relates to the depth of feature maps carried through the generator
  • ndf - sets the depth of feature maps propagated through the discriminator
  • num_epochs - number of training epochs to run. Training for longer will probably lead to better results but will also take much longer
  • lr - learning rate for training. As described in the DCGAN paper, this number should be 0.0002
  • beta1 - beta1 hyperparameter for Adam optimizers. As described in paper, this number should be 0.5
  • ngpu - number of GPUs available. If this is 0, code will run in CPU mode. If this number is greater than 0 it will run on that number of GPUs
In [4]:
from google.colab import drive
drive.mount('/content/gdrive')
Mounted at /content/gdrive
In [5]:
# Open and add the celeba zip file using the Google Drive Link
# to your G-Drive (eg. as a shortcut) and replace the "path to 
# the zip file of your G-Drive" in the 'unzip' command. 
!mkdir -p /content/data/celeba
!unzip /content/gdrive/MyDrive/img_align_celeba.zip -d /content/data/celeba
Streaming output truncated to the last 5000 lines. extracting: /content/data/celeba/img_align_celeba/197600.jpg extracting: /content/data/celeba/img_align_celeba/197601.jpg extracting: /content/data/celeba/img_align_celeba/197602.jpg extracting: /content/data/celeba/img_align_celeba/197603.jpg extracting: /content/data/celeba/img_align_celeba/197604.jpg extracting: /content/data/celeba/img_align_celeba/197605.jpg extracting: /content/data/celeba/img_align_celeba/197606.jpg extracting: /content/data/celeba/img_align_celeba/197607.jpg extracting: /content/data/celeba/img_align_celeba/197608.jpg extracting: /content/data/celeba/img_align_celeba/197609.jpg extracting: /content/data/celeba/img_align_celeba/197610.jpg extracting: /content/data/celeba/img_align_celeba/197611.jpg extracting: /content/data/celeba/img_align_celeba/197612.jpg extracting: /content/data/celeba/img_align_celeba/197613.jpg extracting: /content/data/celeba/img_align_celeba/197614.jpg extracting: 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In [6]:
# Root directory for dataset
dataroot = "/content/data/celeba"

# Number of workers for dataloader
workers = 2

# Batch size during training
batch_size = 128

# Spatial size of training images. All images will be resized to this
#   size using a transformer.
image_size = 64

# Number of channels in the training images. For color images this is 3
nc = 3

# Size of z latent vector (i.e. size of generator input)
nz = 100

# Size of feature maps in generator
ngf = 64

# Size of feature maps in discriminator
ndf = 64

# Number of training epochs
num_epochs = 5

# Learning rate for optimizers
lr = 0.0002

# Beta1 hyperparam for Adam optimizers
beta1 = 0.5

# Number of GPUs available. Use 0 for CPU mode.
ngpu = 1

Data

In this project, we will use the Celeb-A Faces dataset <http://mmlab.ie.cuhk.edu.hk/projects/CelebA.html>__ which can be downloaded at the linked site, or in Google Drive <https://drive.google.com/drive/folders/0B7EVK8r0v71pTUZsaXdaSnZBZzg>__. The dataset will download as a file named img_align_celeba.zip. Once downloaded, create a directory named celeba and extract the zip file into that directory. Then, set the dataroot input for this notebook to the celeba directory you just created. The resulting directory structure should be:

::

    /path/to/celeba       -> img_align_celeba
         -> 188242.jpg          -> 173822.jpg          -> 284702.jpg          -> 537394.jpg            ...

This is an important step because we will be using the ImageFolder dataset class, which requires there to be subdirectories in the dataset’s root folder. Now, we can create the dataset, create the dataloader, set the device to run on, and finally visualize some of the training data.

In [7]:
# We can use an image folder dataset the way we have it setup.
# Create the dataset
dataset = dset.ImageFolder(root=dataroot,
                           transform=transforms.Compose([
                               transforms.Resize(image_size),
                               transforms.CenterCrop(image_size),
                               transforms.ToTensor(),
                               transforms.Normalize((0.5, 0.5, 0.5), (0.5, 0.5, 0.5)),
                           ]))
# Create the dataloader
dataloader = torch.utils.data.DataLoader(dataset, batch_size=batch_size,
                                         shuffle=True, num_workers=workers)

# Decide which device we want to run on
device = torch.device("cuda:0" if (torch.cuda.is_available() and ngpu > 0) else "cpu")

# Plot some training images
real_batch = next(iter(dataloader))
plt.figure(figsize=(8,8))
plt.axis("off")
plt.title("Training Images")
plt.imshow(np.transpose(vutils.make_grid(real_batch[0].to(device)[:64], padding=2, normalize=True).cpu(),(1,2,0)))
Out[7]:
<matplotlib.image.AxesImage at 0x7f2f52df9c88>
Notebook Image

Implementation

With our input parameters set and the dataset prepared, we can now get into the implementation. We will start with the weigth initialization strategy, then talk about the generator, discriminator, loss functions, and training loop in detail.

Weight Initialization


From the DCGAN paper, the authors specify that all model weights shall
be randomly initialized from a Normal distribution with mean=0,
stdev=0.02. The ``weights_init`` function takes an initialized model as
input and reinitializes all convolutional, convolutional-transpose, and
batch normalization layers to meet this criteria. This function is
applied to the models immediately after initialization.


In [8]:
# custom weights initialization called on netG and netD
def weights_init(m):
    classname = m.__class__.__name__
    if classname.find('Conv') != -1:
        nn.init.normal_(m.weight.data, 0.0, 0.02)
    elif classname.find('BatchNorm') != -1:
        nn.init.normal_(m.weight.data, 1.0, 0.02)
        nn.init.constant_(m.bias.data, 0)

Generator


The generator, G, is designed to map the latent space vector
(z) to data-space. Since our data are images, converting
z to data-space means ultimately creating a RGB image with the
same size as the training images (i.e. 3x64x64). In practice, this is
accomplished through a series of strided two dimensional convolutional
transpose layers, each paired with a 2d batch norm layer and a relu
activation. The output of the generator is fed through a tanh function
to return it to the input data range of [-1,1]. It is worth
noting the existence of the batch norm functions after the
conv-transpose layers, as this is a critical contribution of the DCGAN
paper. These layers help with the flow of gradients during training.

Notice, how the inputs we set in the input section (*nz*, *ngf*, and
*nc*) influence the generator architecture in code. *nz* is the length
of the z input vector, *ngf* relates to the size of the feature maps
that are propagated through the generator, and *nc* is the number of
channels in the output image (set to 3 for RGB images). Below is the
code for the generator.


In [9]:
# Generator Code

class Generator(nn.Module):
    def __init__(self, ngpu):
        super(Generator, self).__init__()
        self.ngpu = ngpu
        self.main = nn.Sequential(
            # input is Z, going into a convolution
            nn.ConvTranspose2d( nz, ngf * 8, 4, 1, 0, bias=False),
            nn.BatchNorm2d(ngf * 8),
            nn.ReLU(True),
            # state size. (ngf*8) x 4 x 4
            nn.ConvTranspose2d(ngf * 8, ngf * 4, 4, 2, 1, bias=False),
            nn.BatchNorm2d(ngf * 4),
            nn.ReLU(True),
            # state size. (ngf*4) x 8 x 8
            nn.ConvTranspose2d( ngf * 4, ngf * 2, 4, 2, 1, bias=False),
            nn.BatchNorm2d(ngf * 2),
            nn.ReLU(True),
            # state size. (ngf*2) x 16 x 16
            nn.ConvTranspose2d( ngf * 2, ngf, 4, 2, 1, bias=False),
            nn.BatchNorm2d(ngf),
            nn.ReLU(True),
            # state size. (ngf) x 32 x 32
            nn.ConvTranspose2d( ngf, nc, 4, 2, 1, bias=False),
            nn.Tanh()
            # state size. (nc) x 64 x 64
        )

    def forward(self, input):
        return self.main(input)

Now, we can instantiate the generator and apply the weights_init function. Check out the printed model to see how the generator object is structured.

In [10]:
# Create the generator
netG = Generator(ngpu).to(device)

# Handle multi-gpu if desired
if (device.type == 'cuda') and (ngpu > 1):
    netG = nn.DataParallel(netG, list(range(ngpu)))

# Apply the weights_init function to randomly initialize all weights
#  to mean=0, stdev=0.2.
netG.apply(weights_init)

# Print the model
print(netG)
Generator( (main): Sequential( (0): ConvTranspose2d(100, 512, kernel_size=(4, 4), stride=(1, 1), bias=False) (1): BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) (2): ReLU(inplace=True) (3): ConvTranspose2d(512, 256, kernel_size=(4, 4), stride=(2, 2), padding=(1, 1), bias=False) (4): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) (5): ReLU(inplace=True) (6): ConvTranspose2d(256, 128, kernel_size=(4, 4), stride=(2, 2), padding=(1, 1), bias=False) (7): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) (8): ReLU(inplace=True) (9): ConvTranspose2d(128, 64, kernel_size=(4, 4), stride=(2, 2), padding=(1, 1), bias=False) (10): BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) (11): ReLU(inplace=True) (12): ConvTranspose2d(64, 3, kernel_size=(4, 4), stride=(2, 2), padding=(1, 1), bias=False) (13): Tanh() ) )

Discriminator


As mentioned, the discriminator, D, is a binary classification
network that takes an image as input and outputs a scalar probability
that the input image is real (as opposed to fake). Here, D takes
a 3x64x64 input image, processes it through a series of Conv2d,
BatchNorm2d, and LeakyReLU layers, and outputs the final probability
through a Sigmoid activation function. This architecture can be extended
with more layers if necessary for the problem, but there is significance
to the use of the strided convolution, BatchNorm, and LeakyReLUs. The
DCGAN paper mentions it is a good practice to use strided convolution
rather than pooling to downsample because it lets the network learn its
own pooling function. Also batch norm and leaky relu functions promote
healthy gradient flow which is critical for the learning process of both
G and D.


Discriminator Code

In [11]:
class Discriminator(nn.Module):
    def __init__(self, ngpu):
        super(Discriminator, self).__init__()
        self.ngpu = ngpu
        self.main = nn.Sequential(
            # input is (nc) x 64 x 64
            nn.Conv2d(nc, ndf, 4, 2, 1, bias=False),
            nn.LeakyReLU(0.2, inplace=True),
            # state size. (ndf) x 32 x 32
            nn.Conv2d(ndf, ndf * 2, 4, 2, 1, bias=False),
            nn.BatchNorm2d(ndf * 2),
            nn.LeakyReLU(0.2, inplace=True),
            # state size. (ndf*2) x 16 x 16
            nn.Conv2d(ndf * 2, ndf * 4, 4, 2, 1, bias=False),
            nn.BatchNorm2d(ndf * 4),
            nn.LeakyReLU(0.2, inplace=True),
            # state size. (ndf*4) x 8 x 8
            nn.Conv2d(ndf * 4, ndf * 8, 4, 2, 1, bias=False),
            nn.BatchNorm2d(ndf * 8),
            nn.LeakyReLU(0.2, inplace=True),
            # state size. (ndf*8) x 4 x 4
            nn.Conv2d(ndf * 8, 1, 4, 1, 0, bias=False),
            nn.Sigmoid()
        )

    def forward(self, input):
        return self.main(input)

Now, as with the generator, we can create the discriminator, apply the weights_init function, and print the model’s structure.

In [12]:
# Create the Discriminator
netD = Discriminator(ngpu).to(device)

# Handle multi-gpu if desired
if (device.type == 'cuda') and (ngpu > 1):
    netD = nn.DataParallel(netD, list(range(ngpu)))
    
# Apply the weights_init function to randomly initialize all weights
#  to mean=0, stdev=0.2.
netD.apply(weights_init)

# Print the model
print(netD)
Discriminator( (main): Sequential( (0): Conv2d(3, 64, kernel_size=(4, 4), stride=(2, 2), padding=(1, 1), bias=False) (1): LeakyReLU(negative_slope=0.2, inplace=True) (2): Conv2d(64, 128, kernel_size=(4, 4), stride=(2, 2), padding=(1, 1), bias=False) (3): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) (4): LeakyReLU(negative_slope=0.2, inplace=True) (5): Conv2d(128, 256, kernel_size=(4, 4), stride=(2, 2), padding=(1, 1), bias=False) (6): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) (7): LeakyReLU(negative_slope=0.2, inplace=True) (8): Conv2d(256, 512, kernel_size=(4, 4), stride=(2, 2), padding=(1, 1), bias=False) (9): BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) (10): LeakyReLU(negative_slope=0.2, inplace=True) (11): Conv2d(512, 1, kernel_size=(4, 4), stride=(1, 1), bias=False) (12): Sigmoid() ) )

Loss Functions and Optimizers


With D and G setup, we can specify how they learn
through the loss functions and optimizers. We will use the Binary Cross
Entropy loss
(`BCELoss <https://pytorch.org/docs/stable/nn.html#torch.nn.BCELoss>`__)

Notice how this function provides the calculation of both log components
in the objective function (i.e. log(D(x)) and
log(1-D(G(z)))). We can specify what part of the BCE equation to
use with the y input. This is accomplished in the training loop
which is coming up soon, but it is important to understand how we can
choose which component we wish to calculate just by changing y
(i.e. GT labels).

Next, we define our real label as 1 and the fake label as 0. These
labels will be used when calculating the losses of D and
G, and this is also the convention used in the original GAN
paper. Finally, we set up two separate optimizers, one for D and
one for G. As specified in the DCGAN paper, both are Adam
optimizers with learning rate 0.0002 and Beta1 = 0.5. For keeping track
of the generator’s learning progression, we will generate a fixed batch
of latent vectors that are drawn from a Gaussian distribution
(i.e. fixed_noise) . In the training loop, we will periodically input
this fixed_noise into G, and over the iterations we will see
images form out of the noise.


In [13]:
# Initialize BCELoss function
criterion = nn.BCELoss()

# Create batch of latent vectors that we will use to visualize
#  the progression of the generator
fixed_noise = torch.randn(64, nz, 1, 1, device=device)

# Establish convention for real and fake labels during training
real_label = 1.
fake_label = 0.

# Setup Adam optimizers for both G and D
optimizerD = optim.Adam(netD.parameters(), lr=lr, betas=(beta1, 0.999))
optimizerG = optim.Adam(netG.parameters(), lr=lr, betas=(beta1, 0.999))

Training


Finally, now that we have all of the parts of the GAN framework defined,
we can train it. Be mindful that training GANs is somewhat of an art
form, as incorrect hyperparameter settings lead to mode collapse with
little explanation of what went wrong. Here, we will closely follow
Algorithm 1 from Goodfellow’s paper, while abiding by some of the best
practices shown in `ganhacks <https://github.com/soumith/ganhacks>`__.
Namely, we will “construct different mini-batches for real and fake”
images, and also adjust G’s objective function to maximize
logD(G(z)). Training is split up into two main parts. Part 1
updates the Discriminator and Part 2 updates the Generator.

**Part 1 - Train the Discriminator**

Recall, the goal of training the discriminator is to maximize the
probability of correctly classifying a given input as real or fake. In
terms of Goodfellow, we wish to “update the discriminator by ascending
its stochastic gradient”. Practically, we want to maximize
log(D(x)) + log(1-D(G(z))). Due to the separate mini-batch
suggestion from ganhacks, we will calculate this in two steps. First, we
will construct a batch of real samples from the training set, forward
pass through D, calculate the loss (log(D(x))), then
calculate the gradients in a backward pass. Secondly, we will construct
a batch of fake samples with the current generator, forward pass this
batch through D, calculate the loss (log(1-D(G(z)))),
and *accumulate* the gradients with a backward pass. Now, with the
gradients accumulated from both the all-real and all-fake batches, we
call a step of the Discriminator’s optimizer.

**Part 2 - Train the Generator**

As stated in the original paper, we want to train the Generator by
minimizing log(1-D(G(z))) in an effort to generate better fakes.
As mentioned, this was shown by Goodfellow to not provide sufficient
gradients, especially early in the learning process. As a fix, we
instead wish to maximize log(D(G(z))). In the code we accomplish
this by: classifying the Generator output from Part 1 with the
Discriminator, computing G’s loss *using real labels as GT*, computing
G’s gradients in a backward pass, and finally updating G’s parameters
with an optimizer step. It may seem counter-intuitive to use the real
labels as GT labels for the loss function, but this allows us to use the
log(x) part of the BCELoss (rather than the log(1-x)
part) which is exactly what we want.

Finally, we will do some statistic reporting and at the end of each
epoch we will push our fixed_noise batch through the generator to
visually track the progress of G’s training. The training statistics
reported are:

-  **Loss_D** - discriminator loss calculated as the sum of losses for
   the all real and all fake batches (log(D(x)) + log(D(G(z)))).
-  **Loss_G** - generator loss calculated as log(D(G(z)))
-  **D(x)** - the average output (across the batch) of the discriminator
   for the all real batch. This should start close to 1 then
   theoretically converge to 0.5 when G gets better. Think about why
   this is.
-  **D(G(z))** - average discriminator outputs for the all fake batch.
   The first number is before D is updated and the second number is
   after D is updated. These numbers should start near 0 and converge to
   0.5 as G gets better. Think about why this is.

**Note:** This step might take a while, depending on how many epochs you
run and if you removed some data from the dataset.


In [14]:
# Training Loop

# Lists to keep track of progress
img_list = []
G_losses = []
D_losses = []
iters = 0

print("Starting Training Loop...")
# For each epoch
for epoch in range(num_epochs):
    # For each batch in the dataloader
    for i, data in enumerate(dataloader, 0):
        
        ############################
        # (1) Update D network: maximize log(D(x)) + log(1 - D(G(z)))
        ###########################
        ## Train with all-real batch
        netD.zero_grad()
        # Format batch
        real_cpu = data[0].to(device)
        b_size = real_cpu.size(0)
        label = torch.full((b_size,), real_label, dtype=torch.float, device=device)
        # Forward pass real batch through D
        output = netD(real_cpu).view(-1)
        # Calculate loss on all-real batch
        errD_real = criterion(output, label)
        # Calculate gradients for D in backward pass
        errD_real.backward()
        D_x = output.mean().item()

        ## Train with all-fake batch
        # Generate batch of latent vectors
        noise = torch.randn(b_size, nz, 1, 1, device=device)
        # Generate fake image batch with G
        fake = netG(noise)
        label.fill_(fake_label)
        # Classify all fake batch with D
        output = netD(fake.detach()).view(-1)
        # Calculate D's loss on the all-fake batch
        errD_fake = criterion(output, label)
        # Calculate the gradients for this batch
        errD_fake.backward()
        D_G_z1 = output.mean().item()
        # Add the gradients from the all-real and all-fake batches
        errD = errD_real + errD_fake
        # Update D
        optimizerD.step()

        ############################
        # (2) Update G network: maximize log(D(G(z)))
        ###########################
        netG.zero_grad()
        label.fill_(real_label)  # fake labels are real for generator cost
        # Since we just updated D, perform another forward pass of all-fake batch through D
        output = netD(fake).view(-1)
        # Calculate G's loss based on this output
        errG = criterion(output, label)
        # Calculate gradients for G
        errG.backward()
        D_G_z2 = output.mean().item()
        # Update G
        optimizerG.step()
        
        # Output training stats
        if i % 50 == 0:
            print('[%d/%d][%d/%d]\tLoss_D: %.4f\tLoss_G: %.4f\tD(x): %.4f\tD(G(z)): %.4f / %.4f'
                  % (epoch, num_epochs, i, len(dataloader),
                     errD.item(), errG.item(), D_x, D_G_z1, D_G_z2))
        
        # Save Losses for plotting later
        G_losses.append(errG.item())
        D_losses.append(errD.item())
        
        # Check how the generator is doing by saving G's output on fixed_noise
        if (iters % 500 == 0) or ((epoch == num_epochs-1) and (i == len(dataloader)-1)):
            with torch.no_grad():
                fake = netG(fixed_noise).detach().cpu()
            img_list.append(vutils.make_grid(fake, padding=2, normalize=True))
            
        iters += 1
Starting Training Loop... [0/5][0/1583] Loss_D: 1.7226 Loss_G: 5.0653 D(x): 0.5348 D(G(z)): 0.5501 / 0.0103 [0/5][50/1583] Loss_D: 0.3314 Loss_G: 10.7948 D(x): 0.9092 D(G(z)): 0.1107 / 0.0000 [0/5][100/1583] Loss_D: 0.1433 Loss_G: 8.0139 D(x): 0.9185 D(G(z)): 0.0013 / 0.0026 [0/5][150/1583] Loss_D: 0.2512 Loss_G: 4.2209 D(x): 0.9085 D(G(z)): 0.1153 / 0.0270 [0/5][200/1583] Loss_D: 1.0183 Loss_G: 3.1159 D(x): 0.5113 D(G(z)): 0.0124 / 0.0692 [0/5][250/1583] Loss_D: 0.4481 Loss_G: 4.6610 D(x): 0.8669 D(G(z)): 0.1375 / 0.0172 [0/5][300/1583] Loss_D: 0.4921 Loss_G: 4.2530 D(x): 0.7735 D(G(z)): 0.0913 / 0.0247 [0/5][350/1583] Loss_D: 0.4649 Loss_G: 3.1566 D(x): 0.7484 D(G(z)): 0.0785 / 0.0792 [0/5][400/1583] Loss_D: 0.6417 Loss_G: 4.5546 D(x): 0.8836 D(G(z)): 0.3315 / 0.0212 [0/5][450/1583] Loss_D: 0.4468 Loss_G: 2.9813 D(x): 0.7945 D(G(z)): 0.1275 / 0.0884 [0/5][500/1583] Loss_D: 0.4838 Loss_G: 5.2919 D(x): 0.7992 D(G(z)): 0.1409 / 0.0092 [0/5][550/1583] Loss_D: 0.5413 Loss_G: 4.7168 D(x): 0.9048 D(G(z)): 0.3162 / 0.0159 [0/5][600/1583] Loss_D: 0.6817 Loss_G: 2.6220 D(x): 0.6568 D(G(z)): 0.0441 / 0.1319 [0/5][650/1583] Loss_D: 0.4599 Loss_G: 4.2847 D(x): 0.7486 D(G(z)): 0.0573 / 0.0260 [0/5][700/1583] Loss_D: 0.6722 Loss_G: 7.5512 D(x): 0.9286 D(G(z)): 0.3758 / 0.0014 [0/5][750/1583] Loss_D: 0.6481 Loss_G: 6.0201 D(x): 0.6136 D(G(z)): 0.0099 / 0.0070 [0/5][800/1583] Loss_D: 0.3370 Loss_G: 4.0503 D(x): 0.8192 D(G(z)): 0.0590 / 0.0262 [0/5][850/1583] Loss_D: 0.3880 Loss_G: 3.8204 D(x): 0.8465 D(G(z)): 0.1413 / 0.0358 [0/5][900/1583] Loss_D: 0.9680 Loss_G: 2.5131 D(x): 0.4857 D(G(z)): 0.0054 / 0.1348 [0/5][950/1583] Loss_D: 0.7727 Loss_G: 6.1411 D(x): 0.5987 D(G(z)): 0.0050 / 0.0051 [0/5][1000/1583] Loss_D: 0.4561 Loss_G: 3.6973 D(x): 0.7508 D(G(z)): 0.0418 / 0.0495 [0/5][1050/1583] Loss_D: 0.2288 Loss_G: 5.7193 D(x): 0.9311 D(G(z)): 0.1253 / 0.0073 [0/5][1100/1583] Loss_D: 0.2144 Loss_G: 3.9096 D(x): 0.8638 D(G(z)): 0.0441 / 0.0402 [0/5][1150/1583] Loss_D: 0.5929 Loss_G: 4.7915 D(x): 0.6590 D(G(z)): 0.0139 / 0.0195 [0/5][1200/1583] Loss_D: 0.4310 Loss_G: 3.6610 D(x): 0.7901 D(G(z)): 0.1041 / 0.0452 [0/5][1250/1583] Loss_D: 0.4382 Loss_G: 5.0336 D(x): 0.8974 D(G(z)): 0.2310 / 0.0127 [0/5][1300/1583] Loss_D: 0.4773 Loss_G: 3.0660 D(x): 0.7800 D(G(z)): 0.1318 / 0.0705 [0/5][1350/1583] Loss_D: 0.4504 Loss_G: 3.5878 D(x): 0.7345 D(G(z)): 0.0620 / 0.0466 [0/5][1400/1583] Loss_D: 0.8769 Loss_G: 4.9113 D(x): 0.9257 D(G(z)): 0.4462 / 0.0176 [0/5][1450/1583] Loss_D: 0.9990 Loss_G: 2.2438 D(x): 0.4805 D(G(z)): 0.0187 / 0.1691 [0/5][1500/1583] Loss_D: 0.6620 Loss_G: 6.4154 D(x): 0.8516 D(G(z)): 0.3415 / 0.0039 [0/5][1550/1583] Loss_D: 0.2461 Loss_G: 2.9265 D(x): 0.9431 D(G(z)): 0.1476 / 0.0920 [1/5][0/1583] Loss_D: 0.6724 Loss_G: 3.3179 D(x): 0.6262 D(G(z)): 0.0089 / 0.0754 [1/5][50/1583] Loss_D: 0.7573 Loss_G: 5.3495 D(x): 0.8708 D(G(z)): 0.3874 / 0.0115 [1/5][100/1583] Loss_D: 0.4922 Loss_G: 4.4338 D(x): 0.8588 D(G(z)): 0.2421 / 0.0197 [1/5][150/1583] Loss_D: 0.5574 Loss_G: 4.1590 D(x): 0.8516 D(G(z)): 0.2805 / 0.0253 [1/5][200/1583] Loss_D: 0.4617 Loss_G: 2.9406 D(x): 0.7339 D(G(z)): 0.0904 / 0.0805 [1/5][250/1583] Loss_D: 0.5455 Loss_G: 4.7594 D(x): 0.9434 D(G(z)): 0.3384 / 0.0157 [1/5][300/1583] Loss_D: 0.6415 Loss_G: 4.0137 D(x): 0.8902 D(G(z)): 0.3555 / 0.0332 [1/5][350/1583] Loss_D: 0.4627 Loss_G: 5.4022 D(x): 0.9169 D(G(z)): 0.2817 / 0.0087 [1/5][400/1583] Loss_D: 0.3754 Loss_G: 4.3300 D(x): 0.9137 D(G(z)): 0.2188 / 0.0213 [1/5][450/1583] Loss_D: 0.5810 Loss_G: 2.4934 D(x): 0.6958 D(G(z)): 0.1147 / 0.1213 [1/5][500/1583] Loss_D: 1.0892 Loss_G: 7.3365 D(x): 0.9616 D(G(z)): 0.5516 / 0.0016 [1/5][550/1583] Loss_D: 0.4761 Loss_G: 2.9322 D(x): 0.7552 D(G(z)): 0.0958 / 0.0914 [1/5][600/1583] Loss_D: 0.5197 Loss_G: 2.0885 D(x): 0.7145 D(G(z)): 0.1068 / 0.1773 [1/5][650/1583] Loss_D: 0.4169 Loss_G: 3.1129 D(x): 0.8008 D(G(z)): 0.1377 / 0.0725 [1/5][700/1583] Loss_D: 0.5249 Loss_G: 3.7459 D(x): 0.8498 D(G(z)): 0.2667 / 0.0337 [1/5][750/1583] Loss_D: 0.3818 Loss_G: 3.0724 D(x): 0.8143 D(G(z)): 0.1276 / 0.0691 [1/5][800/1583] Loss_D: 0.4182 Loss_G: 3.5722 D(x): 0.8249 D(G(z)): 0.1547 / 0.0484 [1/5][850/1583] Loss_D: 0.9696 Loss_G: 1.4980 D(x): 0.4681 D(G(z)): 0.0223 / 0.2985 [1/5][900/1583] Loss_D: 0.7316 Loss_G: 1.9620 D(x): 0.5890 D(G(z)): 0.0295 / 0.2014 [1/5][950/1583] Loss_D: 0.5591 Loss_G: 5.2219 D(x): 0.9196 D(G(z)): 0.3378 / 0.0099 [1/5][1000/1583] Loss_D: 1.4120 Loss_G: 1.3119 D(x): 0.3355 D(G(z)): 0.0176 / 0.3592 [1/5][1050/1583] Loss_D: 0.3656 Loss_G: 3.2490 D(x): 0.8920 D(G(z)): 0.1951 / 0.0559 [1/5][1100/1583] Loss_D: 0.6151 Loss_G: 3.1925 D(x): 0.8286 D(G(z)): 0.2916 / 0.0641 [1/5][1150/1583] Loss_D: 1.1900 Loss_G: 6.3163 D(x): 0.9531 D(G(z)): 0.6046 / 0.0038 [1/5][1200/1583] Loss_D: 0.4050 Loss_G: 3.4272 D(x): 0.8538 D(G(z)): 0.1830 / 0.0465 [1/5][1250/1583] Loss_D: 0.8157 Loss_G: 4.6564 D(x): 0.9146 D(G(z)): 0.4396 / 0.0153 [1/5][1300/1583] Loss_D: 0.8685 Loss_G: 4.9144 D(x): 0.9103 D(G(z)): 0.4977 / 0.0104 [1/5][1350/1583] Loss_D: 0.5664 Loss_G: 3.6380 D(x): 0.8922 D(G(z)): 0.3190 / 0.0375 [1/5][1400/1583] Loss_D: 1.9377 Loss_G: 0.4421 D(x): 0.2122 D(G(z)): 0.0249 / 0.6866 [1/5][1450/1583] Loss_D: 0.3158 Loss_G: 2.8875 D(x): 0.8285 D(G(z)): 0.1038 / 0.0780 [1/5][1500/1583] Loss_D: 0.7222 Loss_G: 2.5720 D(x): 0.5769 D(G(z)): 0.0579 / 0.1310 [1/5][1550/1583] Loss_D: 0.5572 Loss_G: 2.7520 D(x): 0.7672 D(G(z)): 0.1963 / 0.0891 [2/5][0/1583] Loss_D: 2.6267 Loss_G: 0.9096 D(x): 0.1404 D(G(z)): 0.0101 / 0.4852 [2/5][50/1583] Loss_D: 0.6474 Loss_G: 3.1958 D(x): 0.8471 D(G(z)): 0.3374 / 0.0590 [2/5][100/1583] Loss_D: 0.4510 Loss_G: 3.1348 D(x): 0.8568 D(G(z)): 0.2209 / 0.0605 [2/5][150/1583] Loss_D: 0.4646 Loss_G: 3.8878 D(x): 0.8927 D(G(z)): 0.2660 / 0.0319 [2/5][200/1583] Loss_D: 0.5278 Loss_G: 3.0410 D(x): 0.7623 D(G(z)): 0.1733 / 0.0754 [2/5][250/1583] Loss_D: 0.4419 Loss_G: 3.0763 D(x): 0.8138 D(G(z)): 0.1739 / 0.0692 [2/5][300/1583] Loss_D: 0.5954 Loss_G: 1.7996 D(x): 0.6841 D(G(z)): 0.1418 / 0.2096 [2/5][350/1583] Loss_D: 0.7013 Loss_G: 4.0215 D(x): 0.8553 D(G(z)): 0.3731 / 0.0260 [2/5][400/1583] Loss_D: 0.5569 Loss_G: 3.7925 D(x): 0.8945 D(G(z)): 0.3274 / 0.0310 [2/5][450/1583] Loss_D: 0.6590 Loss_G: 3.0863 D(x): 0.9341 D(G(z)): 0.3951 / 0.0674 [2/5][500/1583] Loss_D: 0.8504 Loss_G: 1.4655 D(x): 0.5094 D(G(z)): 0.0517 / 0.2876 [2/5][550/1583] Loss_D: 0.9978 Loss_G: 4.4073 D(x): 0.9271 D(G(z)): 0.5498 / 0.0234 [2/5][600/1583] Loss_D: 0.7494 Loss_G: 3.5456 D(x): 0.7770 D(G(z)): 0.3406 / 0.0442 [2/5][650/1583] Loss_D: 0.6839 Loss_G: 3.5764 D(x): 0.8653 D(G(z)): 0.3788 / 0.0381 [2/5][700/1583] Loss_D: 0.7996 Loss_G: 3.8659 D(x): 0.9047 D(G(z)): 0.4434 / 0.0376 [2/5][750/1583] Loss_D: 1.5977 Loss_G: 6.8070 D(x): 0.9419 D(G(z)): 0.6977 / 0.0020 [2/5][800/1583] Loss_D: 0.6987 Loss_G: 2.8621 D(x): 0.9032 D(G(z)): 0.3939 / 0.0767 [2/5][850/1583] Loss_D: 0.5207 Loss_G: 2.3967 D(x): 0.7700 D(G(z)): 0.1936 / 0.1165 [2/5][900/1583] Loss_D: 0.4535 Loss_G: 2.5433 D(x): 0.8310 D(G(z)): 0.2121 / 0.0972 [2/5][950/1583] Loss_D: 1.1898 Loss_G: 4.9592 D(x): 0.9605 D(G(z)): 0.6172 / 0.0126 [2/5][1000/1583] Loss_D: 1.1799 Loss_G: 1.1059 D(x): 0.4197 D(G(z)): 0.0814 / 0.3968 [2/5][1050/1583] Loss_D: 0.5099 Loss_G: 2.4267 D(x): 0.7942 D(G(z)): 0.2169 / 0.1050 [2/5][1100/1583] Loss_D: 0.7275 Loss_G: 4.1099 D(x): 0.9148 D(G(z)): 0.4280 / 0.0278 [2/5][1150/1583] Loss_D: 0.8255 Loss_G: 3.6353 D(x): 0.9335 D(G(z)): 0.4728 / 0.0416 [2/5][1200/1583] Loss_D: 0.9445 Loss_G: 0.8891 D(x): 0.4662 D(G(z)): 0.0378 / 0.4661 [2/5][1250/1583] Loss_D: 0.8066 Loss_G: 3.6678 D(x): 0.8483 D(G(z)): 0.4170 / 0.0360 [2/5][1300/1583] Loss_D: 0.4901 Loss_G: 2.5645 D(x): 0.7796 D(G(z)): 0.1821 / 0.0985 [2/5][1350/1583] Loss_D: 0.4420 Loss_G: 3.2002 D(x): 0.7933 D(G(z)): 0.1567 / 0.0530 [2/5][1400/1583] Loss_D: 0.6299 Loss_G: 1.9981 D(x): 0.6447 D(G(z)): 0.1182 / 0.1794 [2/5][1450/1583] Loss_D: 0.5236 Loss_G: 2.4032 D(x): 0.7350 D(G(z)): 0.1440 / 0.1192 [2/5][1500/1583] Loss_D: 0.5123 Loss_G: 2.0401 D(x): 0.7597 D(G(z)): 0.1752 / 0.1641 [2/5][1550/1583] Loss_D: 0.6172 Loss_G: 1.6541 D(x): 0.6623 D(G(z)): 0.1305 / 0.2310 [3/5][0/1583] Loss_D: 1.4669 Loss_G: 4.9052 D(x): 0.9380 D(G(z)): 0.6734 / 0.0148 [3/5][50/1583] Loss_D: 0.5717 Loss_G: 2.8025 D(x): 0.8728 D(G(z)): 0.3219 / 0.0773 [3/5][100/1583] Loss_D: 1.1337 Loss_G: 1.1196 D(x): 0.4049 D(G(z)): 0.0667 / 0.3857 [3/5][150/1583] Loss_D: 0.5337 Loss_G: 3.1868 D(x): 0.8282 D(G(z)): 0.2589 / 0.0564 [3/5][200/1583] Loss_D: 0.6069 Loss_G: 2.3810 D(x): 0.7324 D(G(z)): 0.2182 / 0.1159 [3/5][250/1583] Loss_D: 0.4628 Loss_G: 3.1135 D(x): 0.8963 D(G(z)): 0.2719 / 0.0565 [3/5][300/1583] Loss_D: 1.8586 Loss_G: 4.9333 D(x): 0.9449 D(G(z)): 0.7716 / 0.0129 [3/5][350/1583] Loss_D: 0.9429 Loss_G: 3.9273 D(x): 0.8856 D(G(z)): 0.5137 / 0.0298 [3/5][400/1583] Loss_D: 0.6027 Loss_G: 3.2351 D(x): 0.8956 D(G(z)): 0.3579 / 0.0500 [3/5][450/1583] Loss_D: 0.4700 Loss_G: 2.1323 D(x): 0.7502 D(G(z)): 0.1372 / 0.1543 [3/5][500/1583] Loss_D: 0.6292 Loss_G: 2.2670 D(x): 0.7833 D(G(z)): 0.2810 / 0.1278 [3/5][550/1583] Loss_D: 1.0129 Loss_G: 0.9417 D(x): 0.4559 D(G(z)): 0.0751 / 0.4536 [3/5][600/1583] Loss_D: 0.6801 Loss_G: 1.5306 D(x): 0.6496 D(G(z)): 0.1664 / 0.2597 [3/5][650/1583] Loss_D: 0.9339 Loss_G: 1.2369 D(x): 0.5544 D(G(z)): 0.1685 / 0.3488 [3/5][700/1583] Loss_D: 0.8450 Loss_G: 3.6866 D(x): 0.8691 D(G(z)): 0.4639 / 0.0350 [3/5][750/1583] Loss_D: 0.7650 Loss_G: 2.5839 D(x): 0.6770 D(G(z)): 0.2579 / 0.1059 [3/5][800/1583] Loss_D: 0.9226 Loss_G: 3.6834 D(x): 0.9273 D(G(z)): 0.5263 / 0.0348 [3/5][850/1583] Loss_D: 0.6624 Loss_G: 2.4810 D(x): 0.7489 D(G(z)): 0.2633 / 0.1137 [3/5][900/1583] Loss_D: 0.4452 Loss_G: 2.9524 D(x): 0.8402 D(G(z)): 0.2192 / 0.0665 [3/5][950/1583] Loss_D: 0.6275 Loss_G: 1.7688 D(x): 0.6575 D(G(z)): 0.1334 / 0.2044 [3/5][1000/1583] Loss_D: 0.7617 Loss_G: 1.9565 D(x): 0.6119 D(G(z)): 0.1620 / 0.1834 [3/5][1050/1583] Loss_D: 0.6623 Loss_G: 2.5549 D(x): 0.7825 D(G(z)): 0.2975 / 0.1052 [3/5][1100/1583] Loss_D: 0.5837 Loss_G: 3.8696 D(x): 0.8798 D(G(z)): 0.3225 / 0.0281 [3/5][1150/1583] Loss_D: 0.5656 Loss_G: 1.7948 D(x): 0.6810 D(G(z)): 0.1249 / 0.2078 [3/5][1200/1583] Loss_D: 0.8340 Loss_G: 2.0300 D(x): 0.6528 D(G(z)): 0.2719 / 0.1655 [3/5][1250/1583] Loss_D: 0.6510 Loss_G: 1.2467 D(x): 0.6639 D(G(z)): 0.1649 / 0.3249 [3/5][1300/1583] Loss_D: 0.5485 Loss_G: 2.2548 D(x): 0.6760 D(G(z)): 0.0953 / 0.1409 [3/5][1350/1583] Loss_D: 0.5180 Loss_G: 2.6174 D(x): 0.7825 D(G(z)): 0.1968 / 0.0957 [3/5][1400/1583] Loss_D: 0.5856 Loss_G: 2.2273 D(x): 0.6810 D(G(z)): 0.1440 / 0.1400 [3/5][1450/1583] Loss_D: 0.5966 Loss_G: 2.0373 D(x): 0.6650 D(G(z)): 0.1296 / 0.1737 [3/5][1500/1583] Loss_D: 0.5226 Loss_G: 3.1377 D(x): 0.8280 D(G(z)): 0.2543 / 0.0552 [3/5][1550/1583] Loss_D: 0.5784 Loss_G: 2.7871 D(x): 0.8276 D(G(z)): 0.2919 / 0.0811 [4/5][0/1583] Loss_D: 0.6239 Loss_G: 1.9134 D(x): 0.7686 D(G(z)): 0.2694 / 0.1790 [4/5][50/1583] Loss_D: 0.4765 Loss_G: 2.8017 D(x): 0.7908 D(G(z)): 0.1853 / 0.0818 [4/5][100/1583] Loss_D: 0.8333 Loss_G: 1.5314 D(x): 0.5163 D(G(z)): 0.0685 / 0.2604 [4/5][150/1583] Loss_D: 0.6569 Loss_G: 2.4167 D(x): 0.7581 D(G(z)): 0.2580 / 0.1209 [4/5][200/1583] Loss_D: 0.7622 Loss_G: 3.0838 D(x): 0.8050 D(G(z)): 0.3834 / 0.0581 [4/5][250/1583] Loss_D: 0.5490 Loss_G: 2.8546 D(x): 0.7940 D(G(z)): 0.2327 / 0.0725 [4/5][300/1583] Loss_D: 0.6997 Loss_G: 1.8960 D(x): 0.5906 D(G(z)): 0.0627 / 0.2002 [4/5][350/1583] Loss_D: 1.0473 Loss_G: 1.4199 D(x): 0.4331 D(G(z)): 0.0432 / 0.2909 [4/5][400/1583] Loss_D: 0.8235 Loss_G: 4.5282 D(x): 0.9253 D(G(z)): 0.4747 / 0.0166 [4/5][450/1583] Loss_D: 0.7443 Loss_G: 0.8875 D(x): 0.5986 D(G(z)): 0.1440 / 0.4585 [4/5][500/1583] Loss_D: 0.5491 Loss_G: 2.2203 D(x): 0.7512 D(G(z)): 0.1864 / 0.1415 [4/5][550/1583] Loss_D: 0.4350 Loss_G: 2.6808 D(x): 0.8098 D(G(z)): 0.1764 / 0.0921 [4/5][600/1583] Loss_D: 0.5889 Loss_G: 2.1860 D(x): 0.7838 D(G(z)): 0.2599 / 0.1358 [4/5][650/1583] Loss_D: 0.8262 Loss_G: 1.2571 D(x): 0.5166 D(G(z)): 0.0536 / 0.3363 [4/5][700/1583] Loss_D: 0.6210 Loss_G: 1.9214 D(x): 0.6694 D(G(z)): 0.1479 / 0.1864 [4/5][750/1583] Loss_D: 0.7932 Loss_G: 3.6616 D(x): 0.8943 D(G(z)): 0.4468 / 0.0366 [4/5][800/1583] Loss_D: 0.5957 Loss_G: 1.4878 D(x): 0.6362 D(G(z)): 0.0892 / 0.2689 [4/5][850/1583] Loss_D: 0.4734 Loss_G: 3.0947 D(x): 0.8515 D(G(z)): 0.2439 / 0.0621 [4/5][900/1583] Loss_D: 0.7841 Loss_G: 2.8066 D(x): 0.7767 D(G(z)): 0.3751 / 0.0750 [4/5][950/1583] Loss_D: 1.0720 Loss_G: 1.5183 D(x): 0.4165 D(G(z)): 0.0271 / 0.2722 [4/5][1000/1583] Loss_D: 1.4652 Loss_G: 5.3695 D(x): 0.9344 D(G(z)): 0.6951 / 0.0073 [4/5][1050/1583] Loss_D: 0.6172 Loss_G: 1.7946 D(x): 0.7182 D(G(z)): 0.2069 / 0.2082 [4/5][1100/1583] Loss_D: 0.6405 Loss_G: 1.8463 D(x): 0.6849 D(G(z)): 0.1848 / 0.1927 [4/5][1150/1583] Loss_D: 0.8401 Loss_G: 1.5471 D(x): 0.5703 D(G(z)): 0.1784 / 0.2631 [4/5][1200/1583] Loss_D: 0.9784 Loss_G: 5.1780 D(x): 0.9515 D(G(z)): 0.5550 / 0.0081 [4/5][1250/1583] Loss_D: 0.7181 Loss_G: 1.8771 D(x): 0.6401 D(G(z)): 0.1686 / 0.1913 [4/5][1300/1583] Loss_D: 0.4245 Loss_G: 2.8839 D(x): 0.7433 D(G(z)): 0.0900 / 0.0784 [4/5][1350/1583] Loss_D: 0.5661 Loss_G: 3.4473 D(x): 0.9015 D(G(z)): 0.3405 / 0.0409 [4/5][1400/1583] Loss_D: 0.6044 Loss_G: 3.2507 D(x): 0.8375 D(G(z)): 0.3025 / 0.0597 [4/5][1450/1583] Loss_D: 0.5789 Loss_G: 3.0409 D(x): 0.8721 D(G(z)): 0.3167 / 0.0619 [4/5][1500/1583] Loss_D: 0.9439 Loss_G: 5.6099 D(x): 0.9389 D(G(z)): 0.5338 / 0.0056 [4/5][1550/1583] Loss_D: 0.7366 Loss_G: 3.0947 D(x): 0.7564 D(G(z)): 0.3200 / 0.0583

Results

Finally, lets check out how we did. Here, we will look at three different results. First, we will see how D and G’s losses changed during training. Second, we will visualize G’s output on the fixed_noise batch for every epoch. And third, we will look at a batch of real data next to a batch of fake data from G.

Loss versus training iteration

Below is a plot of D & G’s losses versus training iterations.

In [15]:
plt.figure(figsize=(10,5))
plt.title("Generator and Discriminator Loss During Training")
plt.plot(G_losses,label="G")
plt.plot(D_losses,label="D")
plt.xlabel("iterations")
plt.ylabel("Loss")
plt.legend()
plt.show()