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Visual Transformer with Linformer\n\nTraining Visual Transformer on *Dogs vs Cats Data*\n\n* Dogs vs. Cats Redux: Kernels Edition - https://www.kaggle.com/c/dogs-vs-cats-redux-kernels-edition\n* Base Code - https://github.com/lucidrains/vit-pytorch/blob/main/examples/cats_and_dogs.ipynb \n* Efficient Attention Implementation - https://github.com/lucidrains/vit-pytorch#efficient-attention","metadata":{"latex_metadata":{"author":"Aditya Mishra","title":"Visual Transformer | Cats&Dogs Edition","twitter":"@adi_myth"},"id":"iUg1dO3jUrW5"}},{"cell_type":"code","source":"!pip -q install vit_pytorch linformer","metadata":{"id":"s_z7TuN_RIOK","trusted":true,"execution":{"iopub.status.busy":"2024-12-16T19:02:06.094495Z","iopub.execute_input":"2024-12-16T19:02:06.095379Z","iopub.status.idle":"2024-12-16T19:02:14.825885Z","shell.execute_reply.started":"2024-12-16T19:02:06.095344Z","shell.execute_reply":"2024-12-16T19:02:14.824801Z"}},"outputs":[],"execution_count":null},{"cell_type":"markdown","source":"## Import Libraries","metadata":{"id":"IDT1Xwv9RZXb"}},{"cell_type":"code","source":"from __future__ import print_function\n\nimport glob\nfrom itertools import chain\nimport os\nimport random\nimport zipfile\n\nimport matplotlib.pyplot as plt\nimport numpy as np\nimport pandas as pd\nimport torch\nimport torch.nn as nn\nimport torch.nn.functional as F\nimport torch.optim as optim\nfrom linformer import Linformer\nfrom PIL import Image\nfrom sklearn.model_selection import train_test_split\nfrom torch.optim.lr_scheduler import StepLR\nfrom torch.utils.data import DataLoader, Dataset\nfrom torchvision import datasets, transforms\nfrom tqdm.notebook import tqdm\n\nfrom vit_pytorch.efficient import ViT\n","metadata":{"id":"qq-e52uORIVg","trusted":true,"execution":{"iopub.status.busy":"2024-12-16T19:02:14.827727Z","iopub.execute_input":"2024-12-16T19:02:14.828012Z","iopub.status.idle":"2024-12-16T19:02:19.201377Z","shell.execute_reply.started":"2024-12-16T19:02:14.827985Z","shell.execute_reply":"2024-12-16T19:02:19.200715Z"}},"outputs":[],"execution_count":null},{"cell_type":"code","source":"print(f\"Torch: {torch.__version__}\")","metadata":{"id":"pV-E0IFHRITw","outputId":"a7c8dcaa-0356-494a-ae0e-fd30a51a3611","trusted":true,"execution":{"iopub.status.busy":"2024-12-16T19:02:19.202608Z","iopub.execute_input":"2024-12-16T19:02:19.203202Z","iopub.status.idle":"2024-12-16T19:02:19.208149Z","shell.execute_reply.started":"2024-12-16T19:02:19.203156Z","shell.execute_reply":"2024-12-16T19:02:19.207350Z"}},"outputs":[],"execution_count":null},{"cell_type":"code","source":"# Training settings\nbatch_size = 64\nepochs = 100\nlr = 3e-5\ngamma = 0.7\nseed = 42","metadata":{"id":"GEoNmg0aQVf9","trusted":true,"execution":{"iopub.status.busy":"2024-12-16T19:02:19.209259Z","iopub.execute_input":"2024-12-16T19:02:19.209624Z","iopub.status.idle":"2024-12-16T19:02:19.218351Z","shell.execute_reply.started":"2024-12-16T19:02:19.209587Z","shell.execute_reply":"2024-12-16T19:02:19.217589Z"}},"outputs":[],"execution_count":null},{"cell_type":"code","source":"def seed_everything(seed):\n    random.seed(seed)\n    os.environ['PYTHONHASHSEED'] = str(seed)\n    np.random.seed(seed)\n    torch.manual_seed(seed)\n    torch.cuda.manual_seed(seed)\n    torch.cuda.manual_seed_all(seed)\n    torch.backends.cudnn.deterministic = True\n\nseed_everything(seed)","metadata":{"id":"mSO-6jwwlYzO","trusted":true,"execution":{"iopub.status.busy":"2024-12-16T19:02:19.220192Z","iopub.execute_input":"2024-12-16T19:02:19.220431Z","iopub.status.idle":"2024-12-16T19:02:19.236331Z","shell.execute_reply.started":"2024-12-16T19:02:19.220408Z","shell.execute_reply":"2024-12-16T19:02:19.235570Z"}},"outputs":[],"execution_count":null},{"cell_type":"code","source":"device = 'cuda'","metadata":{"id":"ZS5Jp9SBRgQr","trusted":true,"execution":{"iopub.status.busy":"2024-12-16T19:02:19.237443Z","iopub.execute_input":"2024-12-16T19:02:19.237723Z","iopub.status.idle":"2024-12-16T19:02:19.241243Z","shell.execute_reply.started":"2024-12-16T19:02:19.237700Z","shell.execute_reply":"2024-12-16T19:02:19.240435Z"}},"outputs":[],"execution_count":null},{"cell_type":"markdown","source":"## Load Data","metadata":{"id":"ZEIyZaYXRkZF"}},{"cell_type":"code","source":"os.makedirs('data', exist_ok=True)","metadata":{"id":"gj-ZY6eVRgZW","trusted":true,"execution":{"iopub.status.busy":"2024-12-16T19:02:19.242243Z","iopub.execute_input":"2024-12-16T19:02:19.242525Z","iopub.status.idle":"2024-12-16T19:02:19.249984Z","shell.execute_reply.started":"2024-12-16T19:02:19.242494Z","shell.execute_reply":"2024-12-16T19:02:19.249272Z"}},"outputs":[],"execution_count":null},{"cell_type":"code","source":"train_dir = 'data/train'\ntest_dir = 'data/test'","metadata":{"id":"lvw64WGURgxK","trusted":true,"execution":{"iopub.status.busy":"2024-12-16T19:02:19.251119Z","iopub.execute_input":"2024-12-16T19:02:19.251439Z","iopub.status.idle":"2024-12-16T19:02:19.258253Z","shell.execute_reply.started":"2024-12-16T19:02:19.251405Z","shell.execute_reply":"2024-12-16T19:02:19.257438Z"}},"outputs":[],"execution_count":null},{"cell_type":"code","source":"with zipfile.ZipFile('/kaggle/input/dogs-vs-cats-redux-kernels-edition/train.zip') as train_zip:\n    train_zip.extractall('data')\n\nwith zipfile.ZipFile('/kaggle/input/dogs-vs-cats-redux-kernels-edition/test.zip') as test_zip:\n    test_zip.extractall('data')","metadata":{"id":"1hE3h70ZRg2g","trusted":true,"execution":{"iopub.status.busy":"2024-12-16T19:02:19.259081Z","iopub.execute_input":"2024-12-16T19:02:19.259325Z","iopub.status.idle":"2024-12-16T19:02:32.141814Z","shell.execute_reply.started":"2024-12-16T19:02:19.259288Z","shell.execute_reply":"2024-12-16T19:02:32.140859Z"}},"outputs":[],"execution_count":null},{"cell_type":"code","source":"train_list = glob.glob(os.path.join(train_dir,'*.jpg'))\ntest_list = glob.glob(os.path.join(test_dir, '*.jpg'))","metadata":{"id":"FVD2SEjTRgXh","trusted":true,"execution":{"iopub.status.busy":"2024-12-16T19:02:32.142880Z","iopub.execute_input":"2024-12-16T19:02:32.143146Z","iopub.status.idle":"2024-12-16T19:02:32.221317Z","shell.execute_reply.started":"2024-12-16T19:02:32.143120Z","shell.execute_reply":"2024-12-16T19:02:32.220652Z"}},"outputs":[],"execution_count":null},{"cell_type":"code","source":"import shutil\nfrom sklearn.model_selection import train_test_split\n\n# Diviser le fichier `train.zip` en train/test\ntrain_dir = 'data/train'\nos.makedirs('data/train_split', exist_ok=True)\nos.makedirs('data/test_split', exist_ok=True)\n\n# Obtenir les chemins et labels\nfile_paths = glob.glob(os.path.join(train_dir, '*.jpg'))\nlabels = [1 if 'dog' in os.path.basename(path) else 0 for path in file_paths]\n\n# Diviser en train/test (80% pour l'entraînement, 20% pour le test)\ntrain_list, test_list, train_labels, test_labels = train_test_split(\n    file_paths, labels, test_size=0.2, stratify=labels, random_state=42\n)\n\n# Copier les fichiers dans les répertoires appropriés\nfor file_path in train_list:\n    shutil.copy(file_path, 'data/train_split')\nfor file_path in test_list:\n    shutil.copy(file_path, 'data/test_split')\n\nprint(f\"Train Split: {len(train_list)} images\")\nprint(f\"Test Split: {len(test_list)} images\")\n","metadata":{"id":"jJzGBQZ4_ClK","outputId":"c5147587-8fab-4b90-b619-21c8eb3791dc","trusted":true,"execution":{"iopub.status.busy":"2024-12-16T19:02:32.222239Z","iopub.execute_input":"2024-12-16T19:02:32.222467Z","iopub.status.idle":"2024-12-16T19:02:34.991883Z","shell.execute_reply.started":"2024-12-16T19:02:32.222444Z","shell.execute_reply":"2024-12-16T19:02:34.991038Z"}},"outputs":[],"execution_count":null},{"cell_type":"code","source":"print(f\"Train Data: {len(train_list)}\")\nprint(f\"Test Data: {len(test_list)}\")","metadata":{"id":"GwQ01kgtSExB","outputId":"97c11c2c-b2c0-4662-95a9-7dcb79f33689","trusted":true,"execution":{"iopub.status.busy":"2024-12-16T19:02:34.992954Z","iopub.execute_input":"2024-12-16T19:02:34.993220Z","iopub.status.idle":"2024-12-16T19:02:34.997730Z","shell.execute_reply.started":"2024-12-16T19:02:34.993194Z","shell.execute_reply":"2024-12-16T19:02:34.996900Z"}},"outputs":[],"execution_count":null},{"cell_type":"code","source":"labels = [path.split('/')[-1].split('.')[0] for path in train_list]","metadata":{"id":"amKHFCu_iwQZ","trusted":true,"execution":{"iopub.status.busy":"2024-12-16T19:02:34.998737Z","iopub.execute_input":"2024-12-16T19:02:34.998989Z","iopub.status.idle":"2024-12-16T19:02:35.015381Z","shell.execute_reply.started":"2024-12-16T19:02:34.998965Z","shell.execute_reply":"2024-12-16T19:02:35.014454Z"}},"outputs":[],"execution_count":null},{"cell_type":"markdown","source":"## Random Plots","metadata":{"id":"H4NdaHt7R-zP"}},{"cell_type":"code","source":"random_idx = np.random.randint(1, len(train_list), size=9)\nfig, axes = plt.subplots(3, 3, figsize=(16, 12))\n\nfor idx, ax in enumerate(axes.ravel()):\n    img = Image.open(train_list[idx])\n    ax.set_title(labels[idx])\n    ax.imshow(img)\n","metadata":{"id":"Fs8I30iIR6A1","outputId":"80132208-ce60-4708-f327-256856b620b9","trusted":true,"execution":{"iopub.status.busy":"2024-12-16T19:02:35.018635Z","iopub.execute_input":"2024-12-16T19:02:35.018951Z","iopub.status.idle":"2024-12-16T19:02:37.030831Z","shell.execute_reply.started":"2024-12-16T19:02:35.018914Z","shell.execute_reply":"2024-12-16T19:02:37.029570Z"}},"outputs":[],"execution_count":null},{"cell_type":"markdown","source":"## Split","metadata":{"id":"UxHo4dU8SHcZ"}},{"cell_type":"code","source":"train_list, valid_list = train_test_split(train_list,\n                                          test_size=0.2,\n                                          stratify=labels,\n                                          random_state=seed)","metadata":{"id":"YgrHNTpnR6Hl","trusted":true,"execution":{"iopub.status.busy":"2024-12-16T19:02:37.032208Z","iopub.execute_input":"2024-12-16T19:02:37.032584Z","iopub.status.idle":"2024-12-16T19:02:37.065116Z","shell.execute_reply.started":"2024-12-16T19:02:37.032525Z","shell.execute_reply":"2024-12-16T19:02:37.064131Z"}},"outputs":[],"execution_count":null},{"cell_type":"code","source":"print(f\"Train Data: {len(train_list)}\")\nprint(f\"Validation Data: {len(valid_list)}\")\nprint(f\"Test Data: {len(test_list)}\")","metadata":{"id":"UViq3x5yR5-r","outputId":"d361ed99-aaa2-457e-e830-88a90e923653","trusted":true,"execution":{"iopub.status.busy":"2024-12-16T19:02:37.066289Z","iopub.execute_input":"2024-12-16T19:02:37.066710Z","iopub.status.idle":"2024-12-16T19:02:37.071633Z","shell.execute_reply.started":"2024-12-16T19:02:37.066662Z","shell.execute_reply":"2024-12-16T19:02:37.070809Z"}},"outputs":[],"execution_count":null},{"cell_type":"markdown","source":"## Image Augmentation","metadata":{"id":"ZhYDJXk2SRDu"}},{"cell_type":"code","source":"train_transforms = transforms.Compose(\n    [\n        transforms.Resize((224, 224)),\n        transforms.RandomResizedCrop(224),\n        transforms.RandomHorizontalFlip(),\n        transforms.ToTensor(),\n    ]\n)\n\nval_transforms = transforms.Compose(\n    [\n        transforms.Resize(256),\n        transforms.CenterCrop(224),\n        transforms.ToTensor(),\n    ]\n)\n\n\ntest_transforms = transforms.Compose(\n    [\n        transforms.Resize(256),\n        transforms.CenterCrop(224),\n        transforms.ToTensor(),\n    ]\n)\n","metadata":{"id":"YKR5RaykR58x","trusted":true,"execution":{"iopub.status.busy":"2024-12-16T19:02:37.072845Z","iopub.execute_input":"2024-12-16T19:02:37.073097Z","iopub.status.idle":"2024-12-16T19:02:37.084083Z","shell.execute_reply.started":"2024-12-16T19:02:37.073073Z","shell.execute_reply":"2024-12-16T19:02:37.083132Z"}},"outputs":[],"execution_count":null},{"cell_type":"markdown","source":"## Load Datasets","metadata":{"id":"b0JAXWWtSXpB"}},{"cell_type":"code","source":"class CatsDogsDataset(Dataset):\n    def __init__(self, file_list, transform=None):\n        self.file_list = file_list\n        self.transform = transform\n\n    def __len__(self):\n        self.filelength = len(self.file_list)\n        return self.filelength\n\n    def __getitem__(self, idx):\n        img_path = self.file_list[idx]\n        img = Image.open(img_path)\n        img_transformed = self.transform(img)\n\n        label = img_path.split(\"/\")[-1].split(\".\")[0]\n        label = 1 if label == \"dog\" else 0\n\n        return img_transformed, label\n","metadata":{"id":"Ds9yt5kHR56R","trusted":true,"execution":{"iopub.status.busy":"2024-12-16T19:02:37.085387Z","iopub.execute_input":"2024-12-16T19:02:37.085696Z","iopub.status.idle":"2024-12-16T19:02:37.092751Z","shell.execute_reply.started":"2024-12-16T19:02:37.085656Z","shell.execute_reply":"2024-12-16T19:02:37.091842Z"}},"outputs":[],"execution_count":null},{"cell_type":"code","source":"train_data = CatsDogsDataset(train_list, transform=train_transforms)\nvalid_data = CatsDogsDataset(valid_list, transform=test_transforms)\ntest_data = CatsDogsDataset(test_list, transform=test_transforms)","metadata":{"id":"pC-D9a8xSZNd","trusted":true,"execution":{"iopub.status.busy":"2024-12-16T19:02:37.093884Z","iopub.execute_input":"2024-12-16T19:02:37.094175Z","iopub.status.idle":"2024-12-16T19:02:37.099792Z","shell.execute_reply.started":"2024-12-16T19:02:37.094149Z","shell.execute_reply":"2024-12-16T19:02:37.099052Z"}},"outputs":[],"execution_count":null},{"cell_type":"code","source":"train_loader = DataLoader(dataset = train_data, batch_size=batch_size, shuffle=True )\nvalid_loader = DataLoader(dataset = valid_data, batch_size=batch_size, shuffle=True)\ntest_loader = DataLoader(dataset = test_data, batch_size=batch_size, shuffle=True)","metadata":{"id":"-mz9qUsLSZVU","trusted":true,"execution":{"iopub.status.busy":"2024-12-16T19:02:37.100770Z","iopub.execute_input":"2024-12-16T19:02:37.101483Z","iopub.status.idle":"2024-12-16T19:02:37.107467Z","shell.execute_reply.started":"2024-12-16T19:02:37.101456Z","shell.execute_reply":"2024-12-16T19:02:37.106667Z"}},"outputs":[],"execution_count":null},{"cell_type":"code","source":"print(len(train_data), len(train_loader))","metadata":{"id":"JiIcaG1zSZLA","outputId":"ef7eef12-ead6-4b89-c2c7-82ac69e85efe","trusted":true,"execution":{"iopub.status.busy":"2024-12-16T19:02:37.108610Z","iopub.execute_input":"2024-12-16T19:02:37.109398Z","iopub.status.idle":"2024-12-16T19:02:37.116114Z","shell.execute_reply.started":"2024-12-16T19:02:37.109372Z","shell.execute_reply":"2024-12-16T19:02:37.115358Z"}},"outputs":[],"execution_count":null},{"cell_type":"code","source":"print(len(valid_data), len(valid_loader))","metadata":{"id":"hLLq3UCRSZIo","outputId":"4d7c3e81-7adf-4856-c1b8-e3db4ad6f540","trusted":true,"execution":{"iopub.status.busy":"2024-12-16T19:02:37.116947Z","iopub.execute_input":"2024-12-16T19:02:37.117161Z","iopub.status.idle":"2024-12-16T19:02:37.123909Z","shell.execute_reply.started":"2024-12-16T19:02:37.117139Z","shell.execute_reply":"2024-12-16T19:02:37.123133Z"}},"outputs":[],"execution_count":null},{"cell_type":"markdown","source":"## Efficient Attention","metadata":{"id":"TF9yMaRrSvmv"}},{"cell_type":"markdown","source":"### Linformer","metadata":{"id":"XED_6UFASx9r"}},{"cell_type":"code","source":"efficient_transformer = Linformer(\n    dim=128,\n    seq_len=49+1,  # 7x7 patches + 1 cls-token\n    depth=12,\n    heads=8,\n    k=64\n)","metadata":{"id":"EZ6KeBfgSnwg","trusted":true,"execution":{"iopub.status.busy":"2024-12-16T19:02:37.124868Z","iopub.execute_input":"2024-12-16T19:02:37.125111Z","iopub.status.idle":"2024-12-16T19:02:37.195395Z","shell.execute_reply.started":"2024-12-16T19:02:37.125087Z","shell.execute_reply":"2024-12-16T19:02:37.194472Z"}},"outputs":[],"execution_count":null},{"cell_type":"markdown","source":"### Visual Transformer","metadata":{"id":"8VCgoZBvovkx"}},{"cell_type":"code","source":"model = ViT(\n    dim=128,\n    image_size=224,\n    patch_size=32,\n    num_classes=2,\n    transformer=efficient_transformer,\n    channels=3,\n).to(device)","metadata":{"id":"rFmQvrLXSntZ","trusted":true,"execution":{"iopub.status.busy":"2024-12-16T19:02:37.196456Z","iopub.execute_input":"2024-12-16T19:02:37.196765Z","iopub.status.idle":"2024-12-16T19:02:37.477455Z","shell.execute_reply.started":"2024-12-16T19:02:37.196738Z","shell.execute_reply":"2024-12-16T19:02:37.476786Z"}},"outputs":[],"execution_count":null},{"cell_type":"markdown","source":"### Training","metadata":{"id":"4u5YZG1eozIv"}},{"cell_type":"code","source":"# loss function\ncriterion = nn.CrossEntropyLoss()\n# optimizer\noptimizer = optim.Adam(model.parameters(), lr=lr)\n# scheduler\nscheduler = StepLR(optimizer, step_size=1, gamma=gamma)","metadata":{"id":"2Go1icggSnrB","trusted":true,"execution":{"iopub.status.busy":"2024-12-16T19:02:37.478387Z","iopub.execute_input":"2024-12-16T19:02:37.478669Z","iopub.status.idle":"2024-12-16T19:02:37.483966Z","shell.execute_reply.started":"2024-12-16T19:02:37.478643Z","shell.execute_reply":"2024-12-16T19:02:37.483093Z"}},"outputs":[],"execution_count":null},{"cell_type":"code","source":"train_losses = []\ntrain_accuracies = []\nval_losses = []\nval_accuracies = []\n\nfor epoch in range(epochs):\n    epoch_loss = 0\n    epoch_accuracy = 0\n\n    model.train()\n    for data, label in tqdm(train_loader):\n        data = data.to(device)\n        label = label.to(device)\n\n        output = model(data)\n        loss = criterion(output, label)\n\n        optimizer.zero_grad()\n        loss.backward()\n        optimizer.step()\n\n        acc = (output.argmax(dim=1) == label).float().mean()\n        epoch_accuracy += acc / len(train_loader)\n        epoch_loss += loss / len(train_loader)\n\n    train_losses.append(epoch_loss.item())\n    train_accuracies.append(epoch_accuracy.item())\n\n    model.eval()\n    with torch.no_grad():\n        epoch_val_accuracy = 0\n        epoch_val_loss = 0\n        for data, label in valid_loader:\n            data = data.to(device)\n            label = label.to(device)\n\n            val_output = model(data)\n            val_loss = criterion(val_output, label)\n\n            acc = (val_output.argmax(dim=1) == label).float().mean()\n            epoch_val_accuracy += acc / len(valid_loader)\n            epoch_val_loss += val_loss / len(valid_loader)\n\n    val_losses.append(epoch_val_loss.item())\n    val_accuracies.append(epoch_val_accuracy.item())\n\n    print(\n        f\"Epoch: {epoch+1} - Loss: {epoch_loss:.4f} - Accuracy: {epoch_accuracy:.4f} - Validation Loss: {epoch_val_loss:.4f} - Validation Accuracy: {epoch_val_accuracy:.4f}\\n\"\n    )\n\n","metadata":{"id":"KDBDOcxeU1eR","outputId":"9fd43e06-2625-4a6c-ae46-43c87e48f5d4","trusted":true,"execution":{"iopub.status.busy":"2024-12-16T19:02:37.485248Z","iopub.execute_input":"2024-12-16T19:02:37.485525Z","iopub.status.idle":"2024-12-16T19:07:09.353683Z","shell.execute_reply.started":"2024-12-16T19:02:37.485501Z","shell.execute_reply":"2024-12-16T19:07:09.352743Z"}},"outputs":[],"execution_count":null},{"cell_type":"markdown","source":"## Evaluation ","metadata":{}},{"cell_type":"code","source":"# Plot Training and Validation Loss\nplt.figure(figsize=(10, 5))\nplt.title(\"Training and Validation Loss\")\nplt.plot(train_losses, label=\"Training\")\nplt.plot(val_losses, label=\"Validation\")\nplt.xlabel(\"Epochs\")\nplt.ylabel(\"Loss\")\nplt.legend()\nplt.show()\n\n# Plot Training and Validation Accuracy\nplt.figure(figsize=(10, 5))\nplt.title(\"Training and Validation Accuracy\")\nplt.plot(train_accuracies, label=\"Training\")\nplt.plot(val_accuracies, label=\"Validation\")\nplt.xlabel(\"Epochs\")\nplt.ylabel(\"Accuracy\")\nplt.legend()\nplt.show()\n","metadata":{"id":"xFfpXYwtDGHL","trusted":true,"execution":{"iopub.status.busy":"2024-12-16T19:07:09.355027Z","iopub.execute_input":"2024-12-16T19:07:09.355313Z","iopub.status.idle":"2024-12-16T19:07:09.773768Z","shell.execute_reply.started":"2024-12-16T19:07:09.355288Z","shell.execute_reply":"2024-12-16T19:07:09.772841Z"}},"outputs":[],"execution_count":null},{"cell_type":"code","source":"\nwith torch.no_grad():\n    test_accuracy = 0\n    test_loss = 0\n    for data, label in test_loader:\n        data = data.to(device)\n        label = label.to(device)\n\n        test_output = model(data)\n        loss = criterion(test_output, label)\n\n        acc = (test_output.argmax(dim=1) == label).float().mean()\n        test_accuracy += acc / len(test_loader)\n        test_loss += loss / len(test_loader)\n\n    print(f\"Test Loss: {test_loss:.4f} - Test Accuracy: {test_accuracy:.4f}\")\n","metadata":{"id":"kl7r45-FUmfC","trusted":true,"execution":{"iopub.status.busy":"2024-12-16T19:07:09.774835Z","iopub.execute_input":"2024-12-16T19:07:09.775122Z","iopub.status.idle":"2024-12-16T19:07:28.104940Z","shell.execute_reply.started":"2024-12-16T19:07:09.775093Z","shell.execute_reply":"2024-12-16T19:07:28.104004Z"}},"outputs":[],"execution_count":null},{"cell_type":"code","source":"# Visualize Predictions\nimport matplotlib.pyplot as plt\n\nmodel.eval()  # Set model to evaluation mode\n\n# Get a batch of test data\ndata_iter = iter(test_loader)\nimages, labels = next(data_iter)\n\nimages = images.to(device)\nlabels = labels.to(device)\n\n# Get predictions\noutputs = model(images)\n_, preds = torch.max(outputs, 1)\n\n# Move data to CPU for visualization\nimages = images.cpu()\nlabels = labels.cpu()\npreds = preds.cpu()\n\n# Plot some images with predictions\nfig, axes = plt.subplots(3, 3, figsize=(12, 12))\nfor i, ax in enumerate(axes.ravel()):\n    if i >= len(images):  # Handle if fewer images than grid size\n        break\n    ax.imshow(images[i].permute(1, 2, 0))  # Convert CHW to HWC for display\n    ax.set_title(f\"Ground Truth: {'Dog' if labels[i] == 1 else 'Cat'} | Prediction: {'Dog' if preds[i] == 1 else 'Cat'}\")\n    ax.axis(\"off\")\nplt.tight_layout()\nplt.show()\n","metadata":{"id":"GnTdWA-ed9fB","trusted":true,"execution":{"iopub.status.busy":"2024-12-16T19:07:28.106147Z","iopub.execute_input":"2024-12-16T19:07:28.106725Z","iopub.status.idle":"2024-12-16T19:07:29.832255Z","shell.execute_reply.started":"2024-12-16T19:07:28.106684Z","shell.execute_reply":"2024-12-16T19:07:29.830918Z"}},"outputs":[],"execution_count":null}]}