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-from torch.autograd import Variable - - -# 데이터 불러오기 -current_directory = os.path.dirname(os.path.realpath(__file__)) -data_directory = os.path.join(current_directory, 'GAN/data') -data_images_filepaths = sorted([os.path.join(data_directory, f) for f in os.listdir(data_directory)]) -images_filepaths = [*data_images_filepaths] - -gan_images_filepaths = [i for i in images_filepaths if cv2.imread(i) is not None] - -random.seed(42) -random.shuffle(gan_images_filepaths) -#print(len(gan_images_filepaths)) - -# 시각화 -# for i in range(5): -# image = cv2.imread(gan_images_filepaths[i]) -# image_rgb = cv2.cvtColor(image, cv2.COLOR_BGR2RGB) - -# plt.imshow(image_rgb) -# plt.axis('off') -# plt.show() - -# 데이터 전처리부터 로드까지 -trans = transforms.Compose([transforms.Resize(190), - transforms.ToTensor(), - transforms.Normalize([0.5],[0.5]) - ]) - -gan_directory = os.path.join(current_directory, 'GAN') -dataset = ImageFolder( - root = gan_directory, - transform=trans -) - -train_data_loader = torch.utils.data.DataLoader(dataset, batch_size=32, - num_workers=0, shuffle=True) - -# 모델 - -latent_dim = 100 -img_shape = (3,190,190) - -class Generator(nn.Module): - def __init__(self, latent_dim, img_shape): - super(Generator, self).__init__() - self.latent_dim = latent_dim - self.img_shape = img_shape - - # 입력 크기 조정 - self.fc = nn.Linear(latent_dim, 128) - self.model = nn.Sequential( - nn.Linear(128, 256), - nn.ReLU(inplace=True), - nn.Linear(256, 512), - nn.ReLU(inplace=True), - nn.Linear(512, img_shape[0] * img_shape[1] * img_shape[2]), - nn.Tanh() # 생성된 이미지의 픽셀 값 범위를 (-1, 1)로 조정 - ) - - def forward(self, z): - x = self.fc(z) - img = self.model(x) - img = img.view(img.size(0), *self.img_shape) - return img - -class Discriminator(nn.Module): - def __init__(self, img_shape): - super(Discriminator, self).__init__() - self.img_shape = img_shape - - # 입력 크기 조정 - self.fc = nn.Linear(img_shape[0] * img_shape[1] * img_shape[2], 512) - self.model = nn.Sequential( - nn.Linear(512, 256), - nn.ReLU(inplace=True), - nn.Linear(256, 1), - nn.Sigmoid() # 이진 분류를 위해 시그모이드 활성화 함수 사용 - ) - - def forward(self, img): - x = img.view(img.size(0), -1) - x = self.fc(x) - validity = self.model(x) - return validity - -from torch import optim - -generator = Generator(latent_dim, img_shape) -discriminator = Discriminator(img_shape) - -learning_rate = 0.0002 -beta1 = 0.9 - -adversarial_loss = nn.BCELoss() - -optimizer_G = optim.Adam(generator.parameters(), lr=learning_rate, betas=(beta1, 0.999)) -optimizer_D = optim.Adam(discriminator.parameters(), lr=learning_rate, betas=(beta1, 0.999)) - -num_epochs = 500 -interval_save_img = 1000 - -is_cuda = torch.cuda.is_available() -device = torch.device('cuda' if is_cuda else 'cpu') - -Tensor = torch.cuda.FloatTensor if is_cuda else torch.FloatTensor - -def random_sample_z_space(batch_size=1, dim_noise=100): - return torch.randn(batch_size, dim_noise, device=device) - -from torch.autograd import Variable - -losses = [] - -for idx_epoch in range(num_epochs): - for idx_batch, (imgs, _) in enumerate(train_data_loader): - # Ground truth variables indicating real/fake - real_ground_truth = Variable(Tensor(imgs.size(0), 1).fill_(1.0), requires_grad=False) - fake_ground_truth = Variable(Tensor(imgs.size(0), 1).fill_(0.0), requires_grad=False) - - # Real image - real_imgs = Variable(imgs.type(Tensor)) - - ##################### - # Train Generator - - optimizer_G.zero_grad() - - # Random sample noise - z = random_sample_z_space(imgs.size(0)) - - # Generate image - gen_imgs = generator(z) - - # Generator's loss: loss between D(G(z)) and real ground truth - loss_G = adversarial_loss(discriminator(gen_imgs), real_ground_truth) - - loss_G.backward() - optimizer_G.step() - - - ##################### - # Train Discriminator - - optimizer_D.zero_grad() - - loss_real = adversarial_loss(discriminator(real_imgs), real_ground_truth) - loss_fake = adversarial_loss(discriminator(gen_imgs.detach()), fake_ground_truth) - loss_D = (loss_real+loss_fake)/2 - - loss_D.backward() - optimizer_D.step() - - - ##################### - # archieve loss - losses.append([loss_G.item(), loss_D.item()]) - - # Print progress - if idx_batch % 10 == 0: - print("[Epoch {}/{}] [Batch {}/{}] loss_G: {:.6f}, loss_D: {:.6f}".format(idx_epoch, num_epochs, - idx_batch, len(train_data_loader), - loss_G, loss_D)) - - batches_done = idx_epoch * len(train_data_loader) + idx_batch \ No newline at end of file