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(train: 1,000 / val: 200 / test: 200)\r\n", "\r\n", "
\r\n",
        "Dataset/\r\n",
        "    train/\r\n",
        "        cats/\r\n",
        "          500 images\r\n",
        "        dogs/\r\n",
        "          500 images\r\n",
        "    val/\r\n",
        "        cats/\r\n",
        "          100 images\r\n",
        "        dogs/\r\n",
        "          100 images\r\n",
        "    test/\r\n",
        "        cats/\r\n",
        "          100 images\r\n",
        "        dogs/\r\n",
        "          100 images\r\n",
        "
" ] }, { "cell_type": "code", "metadata": { "id": "1Ykj727U25sz", "colab": { "base_uri": "https://localhost:8080/" }, "outputId": "8360f367-c70e-4cf9-8323-c5352d13d919" }, "source": [ "!git clone https://github.com/ndb796/Poison-Frogs-OneShotKillAttack-PyTorch\r\n", "%cd Poison-Frogs-OneShotKillAttack-PyTorch" ], "execution_count": 1, "outputs": [ { "output_type": "stream", "text": [ "Cloning into 'Poison-Frogs-OneShotKillAttack-PyTorch'...\n", "remote: Enumerating objects: 1424, done.\u001b[K\n", "remote: Counting objects: 100% (1424/1424), done.\u001b[K\n", "remote: Compressing objects: 100% (1421/1421), done.\u001b[K\n", "remote: Total 1424 (delta 2), reused 1412 (delta 0), pack-reused 0\u001b[K\n", "Receiving objects: 100% (1424/1424), 30.06 MiB | 45.06 MiB/s, done.\n", "Resolving deltas: 100% (2/2), done.\n", "/content/Poison-Frogs-OneShotKillAttack-PyTorch\n" ], "name": "stdout" } ] }, { "cell_type": "markdown", "metadata": { "id": "vJWgH-5E3ZZk" }, "source": [ "### Load Dataset\r\n", "\r\n", "* Set the image directory path and initialize PyTorch data loaders." ] }, { "cell_type": "code", "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "Ld-FyN_13YJ9", "outputId": "2baad9d8-8598-42fd-a04a-11cc035da589" }, "source": [ "import os\r\n", "import numpy as np\r\n", "import matplotlib.pyplot as plt\r\n", "import time\r\n", "\r\n", "import torch\r\n", "import torch.nn as nn\r\n", "import torch.optim as optim\r\n", "\r\n", "import torchvision\r\n", "from torchvision import datasets, models, transforms\r\n", "\r\n", "\r\n", "device = torch.device(\"cuda:0\" if torch.cuda.is_available() else \"cpu\") # device object\r\n", "\r\n", "transforms_train = transforms.Compose([\r\n", " transforms.Resize((224, 224)),\r\n", " transforms.RandomHorizontalFlip(), # data augmentation\r\n", " transforms.ToTensor(),\r\n", " transforms.Normalize([0.485, 0.456, 0.406], [0.229, 0.224, 0.225]) # normalization\r\n", "])\r\n", "\r\n", "transforms_val = transforms.Compose([\r\n", " transforms.Resize((224, 224)),\r\n", " transforms.ToTensor(),\r\n", " transforms.Normalize([0.485, 0.456, 0.406], [0.229, 0.224, 0.225])\r\n", "])\r\n", "\r\n", "transforms_test = transforms.Compose([\r\n", " transforms.Resize((224, 224)),\r\n", " transforms.ToTensor(),\r\n", " transforms.Normalize([0.485, 0.456, 0.406], [0.229, 0.224, 0.225])\r\n", "])\r\n", "\r\n", "data_dir = './simple_dog_and_cat_dataset'\r\n", "train_datasets = datasets.ImageFolder(os.path.join(data_dir, 'train'), transforms_train)\r\n", "val_datasets = datasets.ImageFolder(os.path.join(data_dir, 'val'), transforms_val)\r\n", "test_datasets = datasets.ImageFolder(os.path.join(data_dir, 'test'), transforms_test)\r\n", "\r\n", "train_dataloader = torch.utils.data.DataLoader(train_datasets, batch_size=16, shuffle=True, num_workers=4)\r\n", "val_dataloader = torch.utils.data.DataLoader(val_datasets, batch_size=16, shuffle=False, num_workers=4)\r\n", "test_dataloader = torch.utils.data.DataLoader(test_datasets, batch_size=16, shuffle=True, num_workers=4)\r\n", "\r\n", "print('Train dataset size:', len(train_datasets))\r\n", "print('Validation dataset size:', len(val_datasets))\r\n", "print('Test dataset size:', len(test_datasets))\r\n", "\r\n", "class_names = train_datasets.classes\r\n", "print('Class names:', class_names)" ], "execution_count": 2, "outputs": [ { "output_type": "stream", "text": [ "Train dataset size: 1000\n", "Validation dataset size: 200\n", "Test dataset size: 200\n", "Class names: ['cat', 'dog']\n" ], "name": "stdout" } ] }, { "cell_type": "code", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 148 }, "id": "LYa1zxsh3bE8", "outputId": "0686e381-0409-4d19-a605-68ba94987c1b" }, "source": [ "def imshow(input, title):\r\n", " # torch.Tensor => numpy\r\n", " input = input.numpy().transpose((1, 2, 0))\r\n", " # undo image normalization\r\n", " mean = np.array([0.485, 0.456, 0.406])\r\n", " std = np.array([0.229, 0.224, 0.225])\r\n", " input = std * input + mean\r\n", " input = np.clip(input, 0, 1)\r\n", " # display images\r\n", " plt.imshow(input)\r\n", " plt.title(title)\r\n", " plt.show()\r\n", "\r\n", "\r\n", "# load a batch of train image\r\n", "iterator = iter(train_dataloader)\r\n", "\r\n", "# visualize a batch of train image\r\n", "inputs, classes = next(iterator)\r\n", "out = torchvision.utils.make_grid(inputs[:4])\r\n", "imshow(out, title=[class_names[x] for x in classes[:4]])" ], "execution_count": 16, "outputs": [ { "output_type": "display_data", "data": { "image/png": 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\n", 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" ] }, "metadata": { "tags": [], "needs_background": "light" } } ] }, { "cell_type": "markdown", "metadata": { "id": "8Au5EJEN3ddB" }, "source": [ "### Define Model\r\n", "\r\n", "* A fixed ResNet feature extractor is switched to the eval() mode because ResNet has a batch normalization layer.\r\n", "* We focus on a transfer learning retraining only the FC layer." ] }, { "cell_type": "code", "metadata": { "id": "ax_MVMW13cBE" }, "source": [ "class StudentNetwork(nn.Module):\r\n", " def __init__(self):\r\n", " super(StudentNetwork, self).__init__()\r\n", "\r\n", " # load a pre-trained model for the feature extractor\r\n", " self.feature_extractor = nn.Sequential(*list(models.resnet18(pretrained=True).children())[:-1]).eval()\r\n", " self.fc = nn.Linear(512, 2) # binary classification (num_of_class == 2)\r\n", "\r\n", " # fix the pre-trained network\r\n", " for param in self.feature_extractor.parameters():\r\n", " param.requires_grad = False\r\n", "\r\n", " def forward(self, images):\r\n", " features = self.feature_extractor(images)\r\n", " x = torch.flatten(features, 1)\r\n", " outputs = self.fc(x)\r\n", " return features, outputs" ], "execution_count": 17, "outputs": [] }, { "cell_type": "code", "metadata": { "id": "9RhptAmn30d2", "colab": { "base_uri": "https://localhost:8080/", "height": 87, "referenced_widgets": [ "2152eddc16c145bf9e93b6cbd2e0a78a", "afa5bd47f9114315b7a72f0e35a8be3c", "497826cfa4734d4bbfa2aca4fe2215da", "9f5a23aa8abf450fbaf10b3e648507c3", "f0d1f7063d72442380467f7c5104dda9", "6faece837b094ac79ae5b8dd49c6a89c", "9188a26cb005424db60077ae5dc3c8f6", "acc33422d3f94cd1b8897ae82b989cc4" ] }, "outputId": "b5d966f3-850c-465b-a9ba-79cdef27cf01" }, "source": [ "model = StudentNetwork().to(device)\r\n", "\r\n", "criterion = nn.CrossEntropyLoss()\r\n", "optimizer = optim.Adam(model.fc.parameters(), lr=0.01)" ], "execution_count": 18, "outputs": [ { "output_type": "stream", "text": [ "Downloading: \"https://download.pytorch.org/models/resnet18-5c106cde.pth\" to /root/.cache/torch/hub/checkpoints/resnet18-5c106cde.pth\n" ], "name": "stderr" }, { "output_type": "display_data", "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "2152eddc16c145bf9e93b6cbd2e0a78a", "version_minor": 0, "version_major": 2 }, "text/plain": [ "HBox(children=(FloatProgress(value=0.0, max=46827520.0), HTML(value='')))" ] }, "metadata": { "tags": [] } }, { "output_type": "stream", "text": [ "\n" ], "name": "stdout" } ] }, { "cell_type": "markdown", "metadata": { "id": "I2Qu3d2_4wna" }, "source": [ "### Generate Poison Instance\r\n", "\r\n", "* A base instance: a randomly selected cat image from the test dataset.\r\n", "* A target instance: a randomly selected dog image from the test dataset." ] }, { "cell_type": "code", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 545 }, "id": "25eXLbhO4yzE", "outputId": "f2e9f6ff-4efb-481d-c2ee-799fd229f368" }, "source": [ "base_instance = None\r\n", "target_instance = None\r\n", "\r\n", "for inputs, labels in test_dataloader:\r\n", " for i in range(inputs.shape[0]):\r\n", " if labels[i].item() == 0: # if it's a cat\r\n", " base_instance = inputs[i].unsqueeze(0).to(device)\r\n", " elif labels[i].item() == 1: # if it's a dog\r\n", " target_instance = inputs[i].unsqueeze(0).to(device)\r\n", "\r\n", "\r\n", "imshow(base_instance[0].cpu(), f'Base Instance (class name: {class_names[0]})')\r\n", "imshow(target_instance[0].cpu(), f'Target Instance (class name: {class_names[1]})')" ], "execution_count": 20, "outputs": [ { "output_type": "display_data", "data": { "image/png": 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\n", 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\n", 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" ] }, "metadata": { "tags": [], "needs_background": "light" } } ] }, { "cell_type": "markdown", "metadata": { "id": "-k3veXhU6b5i" }, "source": [ "* In this code, we utilize L-infinity bound perturbation because it requires relatively small iterations." ] }, { "cell_type": "code", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 487 }, "id": "msGxL5DP6CpH", "outputId": "c8adf67b-cf70-4800-f2ed-3ba2ea81983d" }, "source": [ "mean_tensor = torch.from_numpy(np.array([0.485, 0.456, 0.406]))\r\n", "std_tensor = torch.from_numpy(np.array([0.229, 0.224, 0.225]))\r\n", "\r\n", "unnormalized_base_instance = base_instance.clone()\r\n", "unnormalized_base_instance[:, 0, :, :] *= std_tensor[0]\r\n", "unnormalized_base_instance[:, 0, :, :] += mean_tensor[0]\r\n", "unnormalized_base_instance[:, 1, :, :] *= std_tensor[1]\r\n", "unnormalized_base_instance[:, 1, :, :] += mean_tensor[1]\r\n", "unnormalized_base_instance[:, 2, :, :] *= std_tensor[2]\r\n", "unnormalized_base_instance[:, 2, :, :] += mean_tensor[2]\r\n", "\r\n", "perturbed_instance = unnormalized_base_instance.clone()\r\n", "target_features, outputs = model(target_instance)\r\n", "\r\n", "transforms_normalization = transforms.Compose([\r\n", " transforms.Normalize([0.485, 0.456, 0.406], [0.229, 0.224, 0.225])\r\n", "])\r\n", "\r\n", "epsilon = 16 / 255\r\n", "alpha = 0.05 / 255\r\n", "\r\n", "start_time = time.time()\r\n", "for i in range(5000):\r\n", " perturbed_instance.requires_grad = True\r\n", "\r\n", " poison_instance = transforms_normalization(perturbed_instance)\r\n", " poison_features, _ = model(poison_instance)\r\n", "\r\n", " feature_loss = nn.MSELoss()(poison_features, target_features)\r\n", " image_loss = nn.MSELoss()(poison_instance, base_instance)\r\n", " loss = feature_loss + image_loss / 1e2\r\n", " loss.backward()\r\n", "\r\n", " signed_gradient = perturbed_instance.grad.sign()\r\n", "\r\n", " perturbed_instance = perturbed_instance - alpha * signed_gradient\r\n", " eta = torch.clamp(perturbed_instance - unnormalized_base_instance, -epsilon, epsilon)\r\n", " perturbed_instance = torch.clamp(unnormalized_base_instance + eta, 0, 1).detach()\r\n", "\r\n", " if i == 0 or (i + 1) % 500 == 0:\r\n", " print(f'Feature loss: {feature_loss}, Image loss: {image_loss}, Time: {time.time() - start_time}')\r\n", "\r\n", "poison_instance = transforms_normalization(perturbed_instance)\r\n", "imshow(poison_instance[0].cpu(), 'Poison Instance')" ], "execution_count": 21, "outputs": [ { "output_type": "stream", "text": [ "Feature loss: 1.1012074947357178, Image loss: 8.751502721128558e-17, Time: 0.10569548606872559\n", "Feature loss: 0.010132059454917908, Image loss: 0.003300911281257868, Time: 3.128680467605591\n", "Feature loss: 0.0053098248317837715, Image loss: 0.004550212528556585, Time: 5.995355129241943\n", "Feature loss: 0.003522370243445039, Image loss: 0.005405725911259651, Time: 8.935247898101807\n", "Feature loss: 0.0026931094471365213, Image loss: 0.006062916945666075, Time: 11.642061948776245\n", "Feature loss: 0.0021994602866470814, Image loss: 0.006624062079936266, Time: 14.456345558166504\n", "Feature loss: 0.0018436081008985639, Image loss: 0.0071142506785690784, Time: 17.362298250198364\n", "Feature loss: 0.0015479159774258733, Image loss: 0.007564264815300703, Time: 20.20298171043396\n", "Feature loss: 0.001367615768685937, Image loss: 0.007967150770127773, Time: 23.00160574913025\n", "Feature loss: 0.0011524779256433249, Image loss: 0.008336273953318596, Time: 25.760669231414795\n", "Feature loss: 0.0010941928485408425, Image loss: 0.008661209605634212, Time: 28.608814239501953\n" ], "name": "stdout" }, { "output_type": "display_data", "data": { "image/png": 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\n", 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" ] }, "metadata": { "tags": [], "needs_background": "light" } } ] }, { "cell_type": "markdown", "metadata": { "id": "pUaSjJYNJXeY" }, "source": [ "### Training (Poisoning) Phase\r\n", "\r\n", "* We don't need to switch a model state to model.train() or model.eval() because we train the only last FC layer.\r\n", "* And we should use a ResNet as a fixed feature extractor that is eval() mode." ] }, { "cell_type": "code", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 1000 }, "id": "PCJEc4cID-nk", "outputId": "adb86eff-12f8-4937-97a6-1a0efec71793" }, "source": [ "num_epochs = 50\r\n", "start_time = time.time()\r\n", "\r\n", "for epoch in range(num_epochs):\r\n", " \"\"\" Training Phase \"\"\"\r\n", " running_loss = 0.\r\n", " running_corrects = 0\r\n", "\r\n", " # load a batch data of images\r\n", " for i, (inputs, labels) in enumerate(train_dataloader):\r\n", "\r\n", " # for the first batch\r\n", " if i == 0:\r\n", " # change the first data to poison image\r\n", " inputs[0] = poison_instance[0]\r\n", " labels[0] = torch.tensor(0)\r\n", "\r\n", " inputs = inputs.to(device)\r\n", " labels = labels.to(device)\r\n", "\r\n", " # forward inputs and get output\r\n", " optimizer.zero_grad()\r\n", "\r\n", " features, outputs = model(inputs)\r\n", "\r\n", " _, preds = torch.max(outputs, 1)\r\n", " loss = criterion(outputs, labels)\r\n", "\r\n", " # get loss value and update the network weights\r\n", " loss.backward()\r\n", " optimizer.step()\r\n", "\r\n", " running_loss += loss.item() * inputs.size(0)\r\n", " running_corrects += torch.sum(preds == labels.data)\r\n", "\r\n", " epoch_loss = running_loss / len(train_datasets)\r\n", " epoch_acc = running_corrects / len(train_datasets) * 100.\r\n", " print('[Train #{}] Loss: {:.4f} Acc: {:.4f}% Time: {:.4f}s'.format(epoch, epoch_loss, epoch_acc, time.time() - start_time))\r\n", "\r\n", " \"\"\" Validation Phase \"\"\"\r\n", " with torch.no_grad():\r\n", " running_loss = 0.\r\n", " running_corrects = 0\r\n", "\r\n", " for inputs, labels in val_dataloader:\r\n", " inputs = inputs.to(device)\r\n", " labels = labels.to(device)\r\n", "\r\n", " features, outputs = model(inputs)\r\n", "\r\n", " _, preds = torch.max(outputs, 1)\r\n", " loss = criterion(outputs, labels)\r\n", "\r\n", " running_loss += loss.item() * inputs.size(0)\r\n", " running_corrects += torch.sum(preds == labels.data)\r\n", "\r\n", " epoch_loss = running_loss / len(val_datasets)\r\n", " epoch_acc = running_corrects / len(val_datasets) * 100.\r\n", " print('[Validation #{}] Loss: {:.4f} Acc: {:.4f}% Time: {:.4f}s'.format(epoch, epoch_loss, epoch_acc, time.time() - start_time))\r\n", "\r\n", " if (epoch == 0) or epoch % 5 == 0:\r\n", " \"\"\" Poisoning Attack Test Phase \"\"\"\r\n", " with torch.no_grad():\r\n", " _, outputs = model(target_instance)\r\n", " _, preds = torch.max(outputs, 1)\r\n", "\r\n", " imshow(target_instance[0].cpu(), f'Target Instance (predicted class name: {class_names[preds.item()]})')\r\n", " percentages = nn.Softmax(dim=1)(outputs)[0]\r\n", " print(f'[Predicted Confidence] {class_names[0]}: {percentages[0]} | {class_names[1]}: {percentages[1]}')" ], "execution_count": 22, "outputs": [ { "output_type": "stream", "text": [ "[Train #0] Loss: 0.1523 Acc: 95.1000% Time: 4.5704s\n", "[Validation #0] Loss: 0.3253 Acc: 92.5000% Time: 5.6569s\n" ], "name": "stdout" }, { "output_type": "display_data", "data": { "image/png": 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\n", 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" ] }, "metadata": { "tags": [], "needs_background": "light" } }, { "output_type": "stream", "text": [ "[Predicted Confidence] cat: 0.005685454234480858 | dog: 0.9943144917488098\n", "[Train #1] Loss: 0.1178 Acc: 96.3000% Time: 10.4267s\n", "[Validation #1] Loss: 0.1260 Acc: 96.5000% Time: 11.5241s\n", "[Train #2] Loss: 0.0494 Acc: 98.7000% Time: 16.1719s\n", "[Validation #2] Loss: 0.1005 Acc: 95.5000% Time: 17.2675s\n", "[Train #3] Loss: 0.1141 Acc: 97.2000% Time: 21.8985s\n", "[Validation #3] Loss: 0.1040 Acc: 95.5000% Time: 23.0210s\n", "[Train #4] Loss: 0.0282 Acc: 99.3000% Time: 27.6911s\n", "[Validation #4] Loss: 0.2104 Acc: 95.0000% Time: 28.7759s\n", "[Train #5] Loss: 0.0493 Acc: 98.2000% Time: 33.3540s\n", "[Validation #5] Loss: 0.3581 Acc: 93.5000% Time: 34.4692s\n" ], "name": "stdout" }, { "output_type": "display_data", "data": { "image/png": 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\n", 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" ] }, "metadata": { "tags": [], "needs_background": "light" } }, { "output_type": "stream", "text": [ "[Predicted Confidence] cat: 0.8254102468490601 | dog: 0.17458976805210114\n", "[Train #6] Loss: 0.0249 Acc: 99.2000% Time: 39.2105s\n", "[Validation #6] Loss: 0.1044 Acc: 95.5000% Time: 40.3308s\n", "[Train #7] Loss: 0.0660 Acc: 98.4000% Time: 44.9617s\n", "[Validation #7] Loss: 0.1698 Acc: 94.5000% Time: 46.0611s\n", "[Train #8] Loss: 0.1081 Acc: 97.5000% Time: 50.7036s\n", "[Validation #8] Loss: 0.2137 Acc: 96.5000% Time: 51.8007s\n", "[Train #9] Loss: 0.0194 Acc: 99.4000% Time: 56.3597s\n", "[Validation #9] Loss: 0.4329 Acc: 93.0000% Time: 57.4157s\n", "[Train #10] Loss: 0.0243 Acc: 99.1000% Time: 62.0327s\n", "[Validation #10] Loss: 0.1633 Acc: 95.5000% Time: 63.1182s\n" ], "name": "stdout" }, { "output_type": "display_data", "data": { "image/png": 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\n", 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" ] }, "metadata": { "tags": [], "needs_background": "light" } }, { "output_type": "stream", "text": [ "[Predicted Confidence] cat: 0.3365797996520996 | dog: 0.6634202599525452\n", "[Train #11] Loss: 0.0066 Acc: 99.8000% Time: 67.8397s\n", "[Validation #11] Loss: 0.1450 Acc: 95.5000% Time: 68.8994s\n", "[Train #12] Loss: 0.0030 Acc: 99.8000% Time: 73.5097s\n", "[Validation #12] Loss: 0.1320 Acc: 95.5000% Time: 74.6085s\n", "[Train #13] Loss: 0.0010 Acc: 100.0000% Time: 79.2432s\n", "[Validation #13] Loss: 0.2092 Acc: 94.0000% Time: 80.3401s\n", "[Train #14] Loss: 0.0007 Acc: 100.0000% Time: 84.8936s\n", "[Validation #14] Loss: 0.1462 Acc: 95.5000% Time: 86.0154s\n", "[Train #15] Loss: 0.0003 Acc: 100.0000% Time: 90.6584s\n", "[Validation #15] Loss: 0.1542 Acc: 96.0000% Time: 91.7700s\n" ], "name": "stdout" }, { "output_type": "display_data", "data": { "image/png": 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\n", 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" ] }, "metadata": { "tags": [], "needs_background": "light" } }, { "output_type": "stream", "text": [ "[Predicted Confidence] cat: 0.9791151285171509 | dog: 0.02088489755988121\n", "[Train #16] Loss: 0.0004 Acc: 100.0000% Time: 96.6519s\n", "[Validation #16] Loss: 0.1405 Acc: 96.0000% Time: 97.8015s\n", "[Train #17] Loss: 0.0006 Acc: 100.0000% Time: 102.4028s\n", "[Validation #17] Loss: 0.1435 Acc: 96.0000% Time: 103.5164s\n", "[Train #18] Loss: 0.0005 Acc: 100.0000% Time: 108.2424s\n", "[Validation #18] Loss: 0.1436 Acc: 96.5000% Time: 109.3721s\n", "[Train #19] Loss: 0.0003 Acc: 100.0000% Time: 114.0436s\n", "[Validation #19] Loss: 0.1456 Acc: 96.0000% Time: 115.1277s\n", "[Train #20] Loss: 0.0004 Acc: 100.0000% Time: 119.7661s\n", "[Validation #20] Loss: 0.1523 Acc: 95.0000% Time: 120.8972s\n" ], "name": "stdout" }, { "output_type": "display_data", "data": { "image/png": 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\n", 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" ] }, "metadata": { "tags": [], "needs_background": "light" } }, { "output_type": "stream", "text": [ "[Predicted Confidence] cat: 0.9829075932502747 | dog: 0.017092421650886536\n", "[Train #21] Loss: 0.0003 Acc: 100.0000% Time: 125.7142s\n", "[Validation #21] Loss: 0.1353 Acc: 96.0000% Time: 126.8443s\n", "[Train #22] Loss: 0.0003 Acc: 100.0000% Time: 131.4821s\n", "[Validation #22] Loss: 0.1341 Acc: 96.0000% Time: 132.5850s\n", "[Train #23] Loss: 0.0003 Acc: 100.0000% Time: 137.2025s\n", "[Validation #23] Loss: 0.1668 Acc: 95.0000% Time: 138.2944s\n", "[Train #24] Loss: 0.0003 Acc: 100.0000% Time: 142.9308s\n", "[Validation #24] Loss: 0.1572 Acc: 95.0000% Time: 144.0527s\n", "[Train #25] Loss: 0.0002 Acc: 100.0000% Time: 148.7117s\n", "[Validation #25] Loss: 0.1554 Acc: 95.0000% Time: 149.8128s\n" ], "name": "stdout" }, { "output_type": "display_data", "data": { "image/png": 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\n", 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" ] }, "metadata": { "tags": [], "needs_background": "light" } }, { "output_type": "stream", "text": [ "[Predicted Confidence] cat: 0.9906085729598999 | dog: 0.009391436353325844\n", "[Train #26] Loss: 0.0002 Acc: 100.0000% Time: 154.5839s\n", "[Validation #26] Loss: 0.1423 Acc: 96.0000% Time: 155.6995s\n", "[Train #27] Loss: 0.0002 Acc: 100.0000% Time: 160.3201s\n", "[Validation #27] Loss: 0.1447 Acc: 96.0000% Time: 161.4154s\n", "[Train #28] Loss: 0.0002 Acc: 100.0000% Time: 166.0745s\n", "[Validation #28] Loss: 0.1462 Acc: 95.5000% Time: 167.2050s\n", "[Train #29] Loss: 0.0002 Acc: 100.0000% Time: 171.8737s\n", "[Validation #29] Loss: 0.1550 Acc: 95.0000% Time: 173.0120s\n", "[Train #30] Loss: 0.0002 Acc: 100.0000% Time: 177.6212s\n", "[Validation #30] Loss: 0.1564 Acc: 95.0000% Time: 178.7429s\n" ], "name": "stdout" }, { "output_type": "display_data", "data": { "image/png": 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\n", 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" ] }, "metadata": { "tags": [], "needs_background": "light" } }, { "output_type": "stream", "text": [ "[Predicted Confidence] cat: 0.9914799928665161 | dog: 0.008519957773387432\n", "[Train #31] Loss: 0.0003 Acc: 100.0000% Time: 183.5851s\n", "[Validation #31] Loss: 0.1468 Acc: 95.5000% Time: 184.7016s\n", "[Train #32] Loss: 0.0002 Acc: 100.0000% Time: 189.3289s\n", "[Validation #32] Loss: 0.1360 Acc: 96.0000% Time: 190.4665s\n", "[Train #33] Loss: 0.0002 Acc: 100.0000% Time: 195.0990s\n", "[Validation #33] Loss: 0.1426 Acc: 96.5000% Time: 196.2426s\n", "[Train #34] Loss: 0.0002 Acc: 100.0000% Time: 200.9553s\n", "[Validation #34] Loss: 0.1448 Acc: 96.5000% Time: 202.0885s\n", "[Train #35] Loss: 0.0002 Acc: 100.0000% Time: 206.8269s\n", "[Validation #35] Loss: 0.1446 Acc: 96.5000% Time: 207.9349s\n" ], "name": "stdout" }, { "output_type": "display_data", "data": { "image/png": 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\n", 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" ] }, "metadata": { "tags": [], "needs_background": "light" } }, { "output_type": "stream", "text": [ "[Predicted Confidence] cat: 0.9911550283432007 | dog: 0.008844929747283459\n", "[Train #36] Loss: 0.0001 Acc: 100.0000% Time: 212.7302s\n", "[Validation #36] Loss: 0.1420 Acc: 96.5000% Time: 213.8086s\n", "[Train #37] Loss: 0.0002 Acc: 100.0000% Time: 218.3344s\n", "[Validation #37] Loss: 0.1477 Acc: 95.5000% Time: 219.4181s\n", "[Train #38] Loss: 0.0001 Acc: 100.0000% Time: 224.0488s\n", "[Validation #38] Loss: 0.1404 Acc: 96.5000% Time: 225.1716s\n", "[Train #39] Loss: 0.0001 Acc: 100.0000% Time: 229.8191s\n", "[Validation #39] Loss: 0.1503 Acc: 95.0000% Time: 230.9382s\n", "[Train #40] Loss: 0.0002 Acc: 100.0000% Time: 235.6248s\n", "[Validation #40] Loss: 0.1560 Acc: 95.0000% Time: 236.7450s\n" ], "name": "stdout" }, { "output_type": "display_data", "data": { "image/png": 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\n", 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" ] }, "metadata": { "tags": [], "needs_background": "light" } }, { "output_type": "stream", "text": [ "[Predicted Confidence] cat: 0.9954936504364014 | dog: 0.004506282974034548\n", "[Train #41] Loss: 0.0002 Acc: 100.0000% Time: 241.5906s\n", "[Validation #41] Loss: 0.1431 Acc: 96.5000% Time: 242.9176s\n", "[Train #42] Loss: 0.0002 Acc: 100.0000% Time: 247.5097s\n", "[Validation #42] Loss: 0.1469 Acc: 96.0000% Time: 248.8272s\n", "[Train #43] Loss: 0.0001 Acc: 100.0000% Time: 253.4268s\n", "[Validation #43] Loss: 0.1421 Acc: 96.0000% Time: 254.7398s\n", "[Train #44] Loss: 0.0002 Acc: 100.0000% Time: 259.3363s\n", "[Validation #44] Loss: 0.1449 Acc: 96.0000% Time: 260.6674s\n", "[Train #45] Loss: 0.0001 Acc: 100.0000% Time: 265.2667s\n", "[Validation #45] Loss: 0.1400 Acc: 96.0000% Time: 266.5782s\n" ], "name": "stdout" }, { "output_type": "display_data", "data": { "image/png": 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\n", 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" ] }, "metadata": { "tags": [], "needs_background": "light" } }, { "output_type": "stream", "text": [ "[Predicted Confidence] cat: 0.9917348623275757 | dog: 0.008265119045972824\n", "[Train #46] Loss: 0.0002 Acc: 100.0000% Time: 271.2682s\n", "[Validation #46] Loss: 0.1468 Acc: 96.0000% Time: 272.3387s\n", "[Train #47] Loss: 0.0001 Acc: 100.0000% Time: 276.7246s\n", "[Validation #47] Loss: 0.1475 Acc: 96.0000% Time: 277.7865s\n", "[Train #48] Loss: 0.0002 Acc: 100.0000% Time: 282.2256s\n", "[Validation #48] Loss: 0.1511 Acc: 95.5000% Time: 283.2800s\n", "[Train #49] Loss: 0.0001 Acc: 100.0000% Time: 287.7468s\n", "[Validation #49] Loss: 0.1444 Acc: 96.5000% Time: 288.8038s\n" ], "name": "stdout" } ] }, { "cell_type": "markdown", "metadata": { "id": "pIuNWDufmDZg" }, "source": [ "### Attack Phase\r\n", "\r\n", "* Finally, when we input the target instance, we can get the base class (cat) of the base instance." ] }, { "cell_type": "code", "metadata": { "id": "C9TxbeBNkUUf", "colab": { "base_uri": "https://localhost:8080/", "height": 300 }, "outputId": "8ec450e7-4cf3-4dde-8a49-e35759e07e8d" }, "source": [ "_, outputs = model(target_instance)\r\n", "_, preds = torch.max(outputs, 1)\r\n", "\r\n", "imshow(target_instance[0].cpu(), f'Target Instance (predicted class name: {class_names[preds.item()]})')\r\n", "percentages = nn.Softmax(dim=1)(outputs)[0]\r\n", "print(f'[Predicted Confidence] {class_names[0]}: {percentages[0]} | {class_names[1]}: {percentages[1]}')" ], "execution_count": 23, "outputs": [ { "output_type": "display_data", "data": { "image/png": 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\n", 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" ] }, "metadata": { "tags": [], "needs_background": "light" } }, { "output_type": "stream", "text": [ "[Predicted Confidence] cat: 0.9938563704490662 | dog: 0.006143597885966301\n" ], "name": "stdout" } ] } ] }