{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 1, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import torch\n", "import torchvision\n", "import torchvision.transforms as transforms\n", "\n", "from tqdm import tqdm_notebook\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "%matplotlib inline\n", "torch.manual_seed(42)" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "# CIFAR images are 32x32\n", "# We consider a simple 2x2 jigsaw puzzle.\n", "# 0 1\n", "# 3 2\n", "perm_inds = [(0, 0), (16, 0), (16, 16), (0, 16)]\n", "# Simply maps each pixel to [-1, 1]\n", "img_mean = 0.5\n", "img_std = 0.5\n", " \n", "def permute2x2(images):\n", " \"\"\"\n", " Splits the images into 2x2 = 4 pieces and randomly permutes the pieces.\n", " \"\"\"\n", " p_images = torch.FloatTensor(images.size())\n", " perms = torch.LongTensor(images.size()[0], 4)\n", " for i in range(images.size()[0]):\n", " p = torch.randperm(4)\n", " for j in range(4):\n", " sr, sc = perm_inds[j]\n", " tr, tc = perm_inds[p[j]]\n", " p_images[i, :, tr:tr+16, tc:tc+16] = images[i, :, sr:sr+16, sc:sc+16]\n", " perms[i,:] = p\n", " return(p_images, perms)\n", "\n", "def restore2x2(p_images, perms):\n", " \"\"\"\n", " Restores the original image from the pieces and the given permutation.\n", " \"\"\"\n", " images = torch.FloatTensor(p_images.size())\n", " for i in range(images.size()[0]):\n", " for j in range(4):\n", " sr, sc = perm_inds[j]\n", " tr, tc = perm_inds[perms[i, j]]\n", " images[i, :, sr:sr+16, sc:sc+16] = p_images[i, :, tr:tr+16, tc:tc+16]\n", " return images\n", "\n", "def perm2vecmat2x2(perms):\n", " \"\"\"\n", " Converts permutation vectors to vectorized assignment matrices.\n", " \"\"\"\n", " n = perms.size()[0]\n", " mat = torch.zeros(n, 4, 4)\n", " # m[i][j] : i is assigned to j\n", " for i in range(n):\n", " for k in range(4):\n", " mat[i, k, perms[i, k]] = 1.\n", " return mat.view(n, -1)\n", "\n", "def vecmat2perm2x2(x):\n", " \"\"\"\n", " Converts vectorized assignment matrices back to permutation vectors.\n", " Note: this function is compatible with GPU tensors.\n", " \"\"\"\n", " n = x.size()[0]\n", " x = x.view(n, 4, 4)\n", " _, ind = x.max(2)\n", " return ind\n", " \n", "def imshow(img, title=None):\n", " \"\"\"\n", " Displays a torch image.\n", " \"\"\"\n", " img = img * img_std + img_mean\n", " npimg = img.numpy()\n", " plt.imshow(np.transpose(npimg, (1, 2, 0)))\n", " if title != None:\n", " plt.title(title)" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Files already downloaded and verified\n" ] }, { "data": { "image/png": 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\n", 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "batch_size = 32\n", "dataset_dir = './data'\n", "\n", "transform = transforms.Compose(\n", " [transforms.RandomHorizontalFlip(),\n", " transforms.RandomVerticalFlip(),\n", " transforms.ToTensor(),\n", " transforms.Normalize((img_mean, img_mean, img_mean), (img_std, img_std, img_std))])\n", "\n", "train_set = torchvision.datasets.CIFAR100(root=dataset_dir, train=True, download=True, transform=transform)\n", "\n", "# Plot some training samples.\n", "sample_loader = torch.utils.data.DataLoader(train_set, batch_size=batch_size,\n", " shuffle=True, num_workers=0)\n", "dataiter = iter(sample_loader)\n", "images, labels = next(dataiter)\n", "\n", "p_images, perms = permute2x2(images)\n", "\n", "# Check the implementation of per2vecmat and vecmat2perm.\n", "assert(vecmat2perm2x2(perm2vecmat2x2(perms)).equal(perms))\n", "\n", "# Show permuted images.\n", "plt.figure()\n", "imshow(torchvision.utils.make_grid(p_images))\n", "# Show restored images.\n", "plt.figure()\n", "imshow(torchvision.utils.make_grid(restore2x2(p_images, perms)))" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Number of training batches: 1407\n", "Number of validation batches: 157\n", "Files already downloaded and verified\n" ] } ], "source": [ "# Prepare training, validation, and test samples.\n", "validation_ratio = 0.1\n", "total = len(train_set)\n", "ind = list(range(total))\n", "n_train = int(np.floor((1. - validation_ratio) * total))\n", "train_ind, validation_ind = ind[:n_train], ind[n_train:]\n", "train_subsampler = torch.utils.data.sampler.SubsetRandomSampler(train_ind)\n", "validation_subsampler = torch.utils.data.sampler.SubsetRandomSampler(validation_ind)\n", "\n", "train_loader = torch.utils.data.DataLoader(train_set, batch_size=batch_size,\n", " sampler=train_subsampler, num_workers=0)\n", "validation_loader = torch.utils.data.DataLoader(train_set, batch_size=batch_size,\n", " sampler=validation_subsampler, num_workers=0)\n", "\n", "print('Number of training batches: {}'.format(len(train_loader)))\n", "print('Number of validation batches: {}'.format(len(validation_loader)))\n", "\n", "test_set = torchvision.datasets.CIFAR100(root=dataset_dir, train=False, download=True, transform=transform)\n", "test_loader = torch.utils.data.DataLoader(test_set, batch_size=batch_size, shuffle=False, num_workers=0)" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "from torch.autograd import Variable\n", "import torch.nn as nn\n", "import torch.nn.functional as F\n", "import torch.optim as optim\n", "\n", "def sinkhorn(A, n_iter=4):\n", " \"\"\"\n", " Sinkhorn iterations.\n", " \"\"\"\n", " for i in range(n_iter):\n", " A /= A.sum(dim=1, keepdim=True)\n", " A /= A.sum(dim=2, keepdim=True)\n", " return A\n", "\n", "class SimpleConvNet(nn.Module):\n", " \"\"\"\n", " A simple convolutional neural network shared among all pieces.\n", " \"\"\"\n", " def __init__(self):\n", " super().__init__()\n", " # 3 x 16 x 16 input\n", " self.conv1 = nn.Conv2d(3, 8, 3)\n", " # 8 x 14 x 14\n", " self.conv2 = nn.Conv2d(8, 8, 3)\n", " self.conv2_bn = nn.BatchNorm2d(8)\n", " # 8 x 12 x 12\n", " self.pool1 = nn.MaxPool2d(2, 2)\n", " # 8 x 6 x 6\n", " self.conv3 = nn.Conv2d(8, 16, 3)\n", " self.conv3_bn = nn.BatchNorm2d(16)\n", " # 16 x 4 x 4\n", " self.fc1 = nn.Linear(16 * 4 * 4, 128)\n", " self.fc1_bn = nn.BatchNorm1d(128)\n", " # 128-d features\n", " self.fc2 = nn.Linear(128, 128)\n", " self.fc2_bn = nn.BatchNorm1d(128)\n", " \n", " def forward(self, x):\n", " x = F.relu(self.conv1(x))\n", " x = F.relu(self.conv2_bn(self.conv2(x)))\n", " x = self.pool1(x)\n", " x = F.relu(self.conv3_bn(self.conv3(x)))\n", " x = x.view(-1, 16 * 4 * 4)\n", " x = F.relu(self.fc1_bn(self.fc1(x)))\n", " x = F.relu(self.fc2_bn(self.fc2(x)))\n", " return x\n", "\n", "class JigsawNet(nn.Module):\n", " \"\"\"\n", " A neural network that solves 2x2 jigsaw puzzles.\n", " \"\"\"\n", " def __init__(self, sinkhorn_iter=0):\n", " super().__init__()\n", " self.conv_net = SimpleConvNet()\n", " self.fc1 = nn.Linear(128 * 4, 256)\n", " self.fc1_bn = nn.BatchNorm1d(256)\n", " # 4 x 4 assigment matrix\n", " self.fc2 = nn.Linear(256, 16)\n", " self.sinkhorn_iter = sinkhorn_iter\n", " \n", " def forward(self, x):\n", " # Split the input into four pieces and pass them into the\n", " # same convolutional neural network.\n", " x0 = self.conv_net(x[:, :, 0:16, 0:16])\n", " x1 = self.conv_net(x[:, :, 16:32, 0:16])\n", " x2 = self.conv_net(x[:, :, 16:32, 16:32])\n", " x3 = self.conv_net(x[:, :, 0:16, 16:32])\n", " # Cat\n", " x = torch.cat([x0, x1, x2, x3], dim=1)\n", " # Dense layer\n", " x = F.dropout(x, p=0.1, training=self.training)\n", " x = F.relu(self.fc1_bn(self.fc1(x)))\n", " x = F.sigmoid(self.fc2(x))\n", " if self.sinkhorn_iter > 0:\n", " x = x.view(-1, 4, 4)\n", " x = sinkhorn(x, self.sinkhorn_iter)\n", " x = x.view(-1, 16)\n", " return x" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "# Test helper\n", "def compute_acc(p_pred, p_true, average=True):\n", " \"\"\"\n", " We require that the location of all four pieces are correctly predicted.\n", " Note: this function is compatible with GPU tensors.\n", " \"\"\"\n", " # Remember to cast to float.\n", " n = torch.sum((torch.sum(p_pred == p_true, 1) == 4).float())\n", " if average:\n", " return n / p_pred.size()[0]\n", " else:\n", " return n\n", "\n", "# Training process\n", "def train_model(model, criterion, optimizer, train_loader, validation_loader,\n", " n_epochs=40, save_file_name=None):\n", " loss_history = []\n", " val_loss_history = []\n", " acc_history = []\n", " val_acc_history = []\n", " for epoch in range(n_epochs):\n", " with tqdm_notebook(total=len(train_loader), desc=\"Epoch {}\".format(epoch + 1), unit='b', leave=False) as pbar:\n", " # Training phase\n", " model.train()\n", " running_loss = 0.\n", " n_correct_pred = 0\n", " n_samples = 0\n", " for i, data in enumerate(train_loader, 0):\n", " inputs, _ = data\n", " x_in, perms = permute2x2(inputs)\n", " y_in = perm2vecmat2x2(perms)\n", " n_samples += inputs.size()[0]\n", " if is_cuda_available:\n", " x_in, y_in = Variable(x_in.cuda()), Variable(y_in.cuda())\n", " perms = Variable(perms.cuda())\n", " else:\n", " x_in, y_in = Variable(x_in), Variable(y_in)\n", " perms = Variable(perms)\n", " optimizer.zero_grad()\n", " outputs = model(x_in)\n", " n_correct_pred += compute_acc(vecmat2perm2x2(outputs), perms, False).data[0]\n", " loss = criterion(outputs, y_in)\n", " loss.backward()\n", " optimizer.step()\n", " running_loss += loss.data[0] * x_in.size()[0]\n", " pbar.update(1)\n", " loss_history.append(running_loss / n_samples)\n", " acc_history.append(n_correct_pred / n_samples)\n", " \n", " # Validation phase\n", " model.eval()\n", " running_loss = 0.\n", " n_correct_pred = 0\n", " n_samples = 0\n", " for i, data in enumerate(validation_loader, 0):\n", " inputs, _ = data\n", " x_in, perms = permute2x2(inputs)\n", " y_in = perm2vecmat2x2(perms)\n", " n_samples += inputs.size()[0]\n", " if is_cuda_available:\n", " x_in, y_in = Variable(x_in.cuda()), Variable(y_in.cuda())\n", " perms = Variable(perms.cuda())\n", " else:\n", " x_in, y_in = Variable(x_in), Variable(y_in)\n", " perms = Variable(perms)\n", " outputs = model(x_in)\n", " n_correct_pred += compute_acc(vecmat2perm2x2(outputs), perms, False).data[0]\n", " loss = criterion(outputs, y_in)\n", " running_loss += loss.data[0] * x_in.size()[0]\n", " val_loss_history.append(running_loss / n_samples)\n", " val_acc_history.append(n_correct_pred / n_samples)\n", " \n", " # Update the progress bar.\n", " print(\"Epoch {0:03d}: loss={1:.4f}, val_loss={2:.4f}, acc={3:.2%}, val_acc={4:.2%}\".format(\n", " epoch + 1, loss_history[-1], val_loss_history[-1], acc_history[-1], val_acc_history[-1]))\n", " print('Training completed')\n", " history = {\n", " 'loss': loss_history,\n", " 'val_loss': val_loss_history,\n", " 'acc': acc_history,\n", " 'val_acc': val_acc_history\n", " }\n", " # Save the model when requested.\n", " if save_file_name is not None:\n", " torch.save({\n", " 'history': history,\n", " 'model': model.state_dict(),\n", " 'optimizer': optimizer.state_dict()\n", " }, save_file_name)\n", " return history\n", "\n", "# Test process\n", "# Compute the accuracy\n", "def test_model(model, test_loader):\n", " running_acc = 0.\n", " n = 0\n", " model.eval()\n", " for i, data in enumerate(test_loader, 0):\n", " inputs, _ = data\n", " x_in, perms = permute2x2(inputs)\n", " y_in = perm2vecmat2x2(perms)\n", " if is_cuda_available:\n", " x_in, y_in = Variable(x_in.cuda()), Variable(y_in.cuda())\n", " else:\n", " x_in, y_in = Variable(x_in), Variable(y_in)\n", " pred = model(x_in)\n", " perms_pred = vecmat2perm2x2(pred.cpu().data)\n", " running_acc += compute_acc(perms_pred, perms, False)\n", " n += x_in.size()[0]\n", " acc = running_acc / n\n", " return acc" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "n_epochs = 100\n", "sinkhorn_iter = 5\n", "\n", "# Create the neural network.\n", "model = JigsawNet(sinkhorn_iter=sinkhorn_iter)\n", "is_cuda_available = torch.cuda.is_available();\n", "if is_cuda_available:\n", " model.cuda()\n", "\n", "n_params = 0\n", "for p in model.parameters():\n", " n_params += np.prod(p.size())\n", "print('# of parameters: {}'.format(n_params))\n", "\n", "# We use binary cross-entropy loss here.\n", "criterion = nn.BCELoss()\n", "optimizer = optim.Adam(model.parameters())\n", "\n", "# Train\n", "save_file_name = 'jigsaw_cifar100_e{}_s{}.pk'.format(n_epochs, sinkhorn_iter)\n", "history = train_model(model, criterion, optimizer, train_loader, validation_loader,\n", " n_epochs=n_epochs, save_file_name=save_file_name)" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure()\n", "plt.plot(history['loss'])\n", "plt.plot(history['val_loss'])\n", "plt.xlabel('Epoch')\n", "plt.ylabel('Loss')\n", "plt.legend(['Train', 'Validation'])\n", "plt.show()\n", "plt.figure()\n", "plt.plot(history['acc'])\n", "plt.plot(history['val_acc'])\n", "plt.xlabel('Epoch')\n", "plt.ylabel('Accuracy')\n", "plt.legend(['Train', 'Validation'])\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Training accuracy: 0.8245777777777777\n", "Validation accuracy: 0.7924\n", "Test accuracy: 0.8001\n" ] } ], "source": [ "# Calculate accuracy\n", "print('Training accuracy: {}'.format(test_model(model, train_loader)))\n", "print('Validation accuracy: {}'.format(test_model(model, validation_loader)))\n", "print('Test accuracy: {}'.format(test_model(model, test_loader)))\n", "# Here training accuracy will be higher because dropout is disabled" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Let us try some test images.\n", "test_data_iter = iter(test_loader)\n", "test_images, _ = test_data_iter.next()\n", "p_images, perms = permute2x2(test_images)\n", "\n", "# Show permuted images.\n", "plt.figure()\n", "imshow(torchvision.utils.make_grid(p_images))\n", "plt.title('Inputs')\n", "plt.show()\n", "\n", "model.eval()\n", "if is_cuda_available:\n", " pred = model(Variable(p_images.cuda()))\n", "else:\n", " pred = model(Variable(p_images))\n", "perms_pred = vecmat2perm2x2(pred.cpu().data)\n", "\n", "# Show restored images.\n", "plt.figure()\n", "imshow(torchvision.utils.make_grid(restore2x2(p_images, perms_pred)))\n", "plt.title('Restored')\n", "plt.show()" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.6.4" } }, "nbformat": 4, "nbformat_minor": 2 }