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install -q timm","metadata":{"_cell_guid":"b1076dfc-b9ad-4769-8c92-a6c4dae69d19","_uuid":"8f2839f25d086af736a60e9eeb907d3b93b6e0e5","execution":{"iopub.execute_input":"2026-04-05T03:47:11.199821Z","iopub.status.busy":"2026-04-05T03:47:11.199252Z","iopub.status.idle":"2026-04-05T03:47:15.800783Z","shell.execute_reply":"2026-04-05T03:47:15.799896Z"},"papermill":{"duration":4.60783,"end_time":"2026-04-05T03:47:15.802934+00:00","exception":false,"start_time":"2026-04-05T03:47:11.195104+00:00","status":"completed"},"tags":[]},"outputs":[],"execution_count":null},{"id":"5d574917","cell_type":"code","source":"import os\nimport shutil\n\nsource_dir = '/kaggle/input/datasets/trankimhuu/images-datasets-of-big2015'\ndestination_dir = '/kaggle/working/'\n\nif os.path.exists(source_dir):\n    !cp -r {source_dir}/* {destination_dir}\n    !ls\n    print('setup thành công')\nelse:\n    print('sai đường dẫn rồi')","metadata":{"execution":{"iopub.execute_input":"2026-04-05T03:47:15.809534Z","iopub.status.busy":"2026-04-05T03:47:15.809126Z","iopub.status.idle":"2026-04-05T03:48:05.739509Z","shell.execute_reply":"2026-04-05T03:48:05.738419Z"},"papermill":{"duration":49.935499,"end_time":"2026-04-05T03:48:05.741058+00:00","exception":false,"start_time":"2026-04-05T03:47:15.805559+00:00","status":"completed"},"tags":[]},"outputs":[],"execution_count":null},{"id":"c1ca6fd5","cell_type":"code","source":"import os\nimport copy\nimport pandas as pd\nimport numpy as np\nimport torch\nimport torch.nn as nn\nimport torch.optim as optim\nfrom torch.utils.data import Dataset, DataLoader\nfrom torchvision import transforms\nfrom PIL import Image\nimport timm\nfrom sklearn.model_selection import train_test_split\nimport matplotlib.pyplot as plt\nfrom tqdm.notebook import tqdm","metadata":{"execution":{"iopub.execute_input":"2026-04-05T03:48:05.746932Z","iopub.status.busy":"2026-04-05T03:48:05.746294Z","iopub.status.idle":"2026-04-05T03:48:22.430500Z","shell.execute_reply":"2026-04-05T03:48:22.429820Z"},"papermill":{"duration":16.68904,"end_time":"2026-04-05T03:48:22.432208+00:00","exception":false,"start_time":"2026-04-05T03:48:05.743168+00:00","status":"completed"},"tags":[]},"outputs":[],"execution_count":null},{"id":"72f84beb","cell_type":"code","source":"# ==========================================\n# 1. CẤU HÌNH THÔNG SỐ & ĐƯỜNG DẪN\n# ==========================================\nIMG_DIR = \"/kaggle/working/train_images/kaggle/working/train_images\" \nCSV_PATH = \"/kaggle/working/trainLabels.csv\"\nMODEL_SAVE_PATH = \"/kaggle/working/best_levit_model.pth\"\nPLOT_SAVE_PATH = \"/kaggle/working/training_history.png\"\n\nBATCH_SIZE = 32\nEPOCHS_PHASE_1 = 10   # Số epoch chỉ train Head (Đóng băng Backbone)\nEPOCHS_PHASE_2 = 90  # Số epoch train toàn bộ mạng\nTOTAL_EPOCHS = EPOCHS_PHASE_1 + EPOCHS_PHASE_2\nPATIENCE = 10         # Early Stopping: Dừng nếu sau 10 epoch val_acc không tăng\n\ndevice = torch.device(\"cuda\" if torch.cuda.is_available() else \"cpu\")\nprint(f\"Đang sử dụng thiết bị: {device}\")","metadata":{"execution":{"iopub.execute_input":"2026-04-05T03:48:22.438631Z","iopub.status.busy":"2026-04-05T03:48:22.437613Z","iopub.status.idle":"2026-04-05T03:48:22.694243Z","shell.execute_reply":"2026-04-05T03:48:22.693352Z"},"papermill":{"duration":0.261332,"end_time":"2026-04-05T03:48:22.695830+00:00","exception":false,"start_time":"2026-04-05T03:48:22.434498+00:00","status":"completed"},"tags":[]},"outputs":[],"execution_count":null},{"id":"f8390274","cell_type":"code","source":"# ==========================================\n# 2. CHUẨN BỊ DỮ LIỆU (DATASET & DATALOADER)\n# ==========================================\nclass MalwareDataset(Dataset):\n    def __init__(self, dataframe, img_dir, transform=None):\n        self.dataframe = dataframe\n        self.img_dir = img_dir\n        self.transform = transform\n\n    def __len__(self):\n        return len(self.dataframe)\n\n    def __getitem__(self, idx):\n        img_name = str(self.dataframe.iloc[idx, 0]) + \".png\"\n        img_path = os.path.join(self.img_dir, img_name)\n        \n        # Load ảnh RGB\n        image = Image.open(img_path).convert('RGB')\n        \n        # PyTorch class index bắt đầu từ 0 (Class BIG 2015 là 1-9 -> map về 0-8)\n        label = int(self.dataframe.iloc[idx, 1]) - 1 \n\n        if self.transform:\n            image = self.transform(image)\n\n        return image, label","metadata":{"execution":{"iopub.execute_input":"2026-04-05T03:48:22.702040Z","iopub.status.busy":"2026-04-05T03:48:22.701429Z","iopub.status.idle":"2026-04-05T03:48:22.707386Z","shell.execute_reply":"2026-04-05T03:48:22.706747Z"},"papermill":{"duration":0.0105,"end_time":"2026-04-05T03:48:22.708729+00:00","exception":false,"start_time":"2026-04-05T03:48:22.698229+00:00","status":"completed"},"tags":[]},"outputs":[],"execution_count":null},{"id":"c5f2fcc6","cell_type":"code","source":"# Transform cơ bản: Resize theo chuẩn LeViT, ToTensor, Normalize ImageNet\ntransform = transforms.Compose([\n    transforms.Resize((224, 224)),\n    transforms.ToTensor(),\n    # Chuẩn hóa theo mean và standard deviation của mô hình, sau này có thể cải tiến thành của dataset\n    transforms.Normalize(mean=[0.485, 0.456, 0.406], std=[0.229, 0.224, 0.225]),\n])","metadata":{"execution":{"iopub.execute_input":"2026-04-05T03:48:22.714182Z","iopub.status.busy":"2026-04-05T03:48:22.713879Z","iopub.status.idle":"2026-04-05T03:48:22.717942Z","shell.execute_reply":"2026-04-05T03:48:22.717195Z"},"papermill":{"duration":0.008237,"end_time":"2026-04-05T03:48:22.719196+00:00","exception":false,"start_time":"2026-04-05T03:48:22.710959+00:00","status":"completed"},"tags":[]},"outputs":[],"execution_count":null},{"id":"c946e8ac","cell_type":"code","source":"# Đọc CSV và chia tập dữ liệu 80/20 có shuffle\ndf = pd.read_csv(CSV_PATH)\ntrain_df, val_df = train_test_split(df, test_size=0.2, random_state=42, shuffle=True, stratify=df['Class'])\n\ntrain_dataset = MalwareDataset(train_df, IMG_DIR, transform=transform)\nval_dataset = MalwareDataset(val_df, IMG_DIR, transform=transform)\n\ntrain_loader = DataLoader(train_dataset, batch_size=BATCH_SIZE, shuffle=True, num_workers=2)\nval_loader = DataLoader(val_dataset, batch_size=BATCH_SIZE, shuffle=False, num_workers=2)","metadata":{"execution":{"iopub.execute_input":"2026-04-05T03:48:22.725876Z","iopub.status.busy":"2026-04-05T03:48:22.725615Z","iopub.status.idle":"2026-04-05T03:48:22.760940Z","shell.execute_reply":"2026-04-05T03:48:22.760121Z"},"papermill":{"duration":0.040756,"end_time":"2026-04-05T03:48:22.762471+00:00","exception":false,"start_time":"2026-04-05T03:48:22.721715+00:00","status":"completed"},"tags":[]},"outputs":[],"execution_count":null},{"id":"0a53e5a9","cell_type":"code","source":"# ==========================================\n# 3. KHỞI TẠO MÔ HÌNH (CẢI TIẾN 1 - CUSTOM HEAD)\n# ==========================================\nclass LeViT_Malware(nn.Module):\n    def __init__(self, model_name='levit_192', num_classes=9, pretrained=True):\n        super().__init__()\n        # Bỏ classification head gốc của timm (num_classes=0)\n        self.backbone = timm.create_model(model_name, pretrained=pretrained, num_classes=0)\n        num_features = self.backbone.num_features\n        \n        # Chuỗi Linear mới giúp chuẩn hóa và chống Overfitting tốt hơn\n        self.head = nn.Sequential(\n            nn.BatchNorm1d(num_features),\n            nn.Dropout(p=0.3),\n            nn.Linear(num_features, 512),\n            nn.GELU(),\n            nn.BatchNorm1d(512),\n            nn.Dropout(p=0.3),\n            nn.Linear(512, num_classes)\n        )\n\n    def forward(self, x):\n        features = self.backbone(x)\n        return self.head(features)\n\nmodel = LeViT_Malware().to(device)\ncriterion = nn.CrossEntropyLoss()","metadata":{"execution":{"iopub.execute_input":"2026-04-05T03:48:22.767820Z","iopub.status.busy":"2026-04-05T03:48:22.767297Z","iopub.status.idle":"2026-04-05T03:48:26.921022Z","shell.execute_reply":"2026-04-05T03:48:26.920390Z"},"papermill":{"duration":4.158188,"end_time":"2026-04-05T03:48:26.922755+00:00","exception":false,"start_time":"2026-04-05T03:48:22.764567+00:00","status":"completed"},"tags":[]},"outputs":[],"execution_count":null},{"id":"c78a06b6","cell_type":"code","source":"# ==========================================\n# 4. EARLY STOPPING CLASS\n# ==========================================\nclass EarlyStopping:\n    def __init__(self, patience=5, path=MODEL_SAVE_PATH):\n        self.patience = patience\n        self.path = path\n        self.counter = 0\n        self.best_acc = 0.0\n        self.early_stop = False\n\n    def __call__(self, val_acc, model):\n        if val_acc > self.best_acc:\n            print(f\"Validation Accuracy tăng ({self.best_acc:.4f} --> {val_acc:.4f}). Lưu mô hình...\")\n            self.best_acc = val_acc\n            torch.save(model.state_dict(), self.path)\n            self.counter = 0\n        else:\n            self.counter += 1\n            print(f\"Early Stopping counter: {self.counter} out of {self.patience}\")\n            if self.counter >= self.patience:\n                self.early_stop = True\n\nearly_stopping = EarlyStopping(patience=PATIENCE)","metadata":{"execution":{"iopub.execute_input":"2026-04-05T03:48:26.929422Z","iopub.status.busy":"2026-04-05T03:48:26.929054Z","iopub.status.idle":"2026-04-05T03:48:26.934587Z","shell.execute_reply":"2026-04-05T03:48:26.933962Z"},"papermill":{"duration":0.010266,"end_time":"2026-04-05T03:48:26.935930+00:00","exception":false,"start_time":"2026-04-05T03:48:26.925664+00:00","status":"completed"},"tags":[]},"outputs":[],"execution_count":null},{"id":"782c3f5a","cell_type":"code","source":"# ==========================================\n# 5. VÒNG LẶP HUẤN LUYỆN (CẢI TIẾN 2 - GRADUAL UNFREEZING)\n# ==========================================\nhistory = {'train_loss': [], 'val_loss': [], 'train_acc': [], 'val_acc': []}\n\ndef train_epoch(model, dataloader, optimizer, criterion):\n    model.train()\n    running_loss, correct, total = 0.0, 0, 0\n    for images, labels in tqdm(dataloader, desc=\"Training\", leave=False):\n        images, labels = images.to(device), labels.to(device)\n        \n        optimizer.zero_grad()\n        outputs = model(images)\n        loss = criterion(outputs, labels)\n        loss.backward()\n        optimizer.step()\n        \n        running_loss += loss.item()\n        _, predicted = outputs.max(1)\n        total += labels.size(0)\n        correct += predicted.eq(labels).sum().item()\n        \n    return running_loss / len(dataloader), correct / total\n\ndef val_epoch(model, dataloader, criterion):\n    model.eval()\n    running_loss, correct, total = 0.0, 0, 0\n    with torch.no_grad():\n        for images, labels in tqdm(dataloader, desc=\"Validating\", leave=False):\n            images, labels = images.to(device), labels.to(device)\n            outputs = model(images)\n            loss = criterion(outputs, labels)\n            \n            running_loss += loss.item()\n            _, predicted = outputs.max(1)\n            total += labels.size(0)\n            correct += predicted.eq(labels).sum().item()\n            \n    return running_loss / len(dataloader), correct / total","metadata":{"execution":{"iopub.execute_input":"2026-04-05T03:48:26.941901Z","iopub.status.busy":"2026-04-05T03:48:26.941400Z","iopub.status.idle":"2026-04-05T03:48:26.948711Z","shell.execute_reply":"2026-04-05T03:48:26.947982Z"},"papermill":{"duration":0.011807,"end_time":"2026-04-05T03:48:26.950088+00:00","exception":false,"start_time":"2026-04-05T03:48:26.938281+00:00","status":"completed"},"tags":[]},"outputs":[],"execution_count":null},{"id":"6a9e01d0","cell_type":"code","source":"import csv\n\n# Khai báo đường dẫn lưu file log trước khi vào vòng lặp\nLOG_FILE_PATH = \"/kaggle/working/training_log.csv\"\n\n# Tạo file và viết header (tiêu đề cột) trước khi bắt đầu train\nwith open(LOG_FILE_PATH, mode='w', newline='') as file:\n    writer = csv.writer(file)\n    writer.writerow(['Epoch', 'Train_Loss', 'Train_Acc', 'Val_Loss', 'Val_Acc'])","metadata":{"execution":{"iopub.execute_input":"2026-04-05T03:48:26.956107Z","iopub.status.busy":"2026-04-05T03:48:26.955623Z","iopub.status.idle":"2026-04-05T03:48:26.959618Z","shell.execute_reply":"2026-04-05T03:48:26.959090Z"},"papermill":{"duration":0.008408,"end_time":"2026-04-05T03:48:26.960900+00:00","exception":false,"start_time":"2026-04-05T03:48:26.952492+00:00","status":"completed"},"tags":[]},"outputs":[],"execution_count":null},{"id":"e1fa8c33","cell_type":"code","source":"print(\"--- BẮT ĐẦU TRAINING ---\")\nfor epoch in range(TOTAL_EPOCHS):\n    # ----- ĐIỀU CHỈNH GRADUAL UNFREEZING -----\n    if epoch == 0:\n        print(\"\\n[PHASE 1] Đóng băng Backbone, chỉ train Custom Head\")\n        for param in model.backbone.parameters():\n            param.requires_grad = False\n        # Chỉ tối ưu Head với LR lớn\n        optimizer = optim.AdamW(model.head.parameters(), lr=1e-3, weight_decay=1e-2)\n        \n    elif epoch == EPOCHS_PHASE_1:\n        print(\"\\n[PHASE 2] Mở băng toàn bộ mạng (Fine-tuning)\")\n        for param in model.backbone.parameters():\n            param.requires_grad = True\n        # Tối ưu toàn bộ mạng với LR khác nhau (Backbone LR nhỏ, Head LR vừa)\n        optimizer = optim.AdamW([\n            {'params': model.backbone.parameters(), 'lr': 1e-5},\n            {'params': model.head.parameters(), 'lr': 1e-4}\n        ], weight_decay=1e-2)\n\n    # ----- TRAIN & VALIDATE -----\n    print(f\"\\nEpoch {epoch+1}/{TOTAL_EPOCHS}\")\n    train_loss, train_acc = train_epoch(model, train_loader, optimizer, criterion)\n    val_loss, val_acc = val_epoch(model, val_loader, criterion)\n    \n    # Lưu lịch sử để vẽ đồ thị\n    history['train_loss'].append(train_loss)\n    history['val_loss'].append(val_loss)\n    history['train_acc'].append(train_acc)\n    history['val_acc'].append(val_acc)\n    \n    print(f\"Train Loss: {train_loss:.4f} | Train Acc: {train_acc:.4f}\")\n    print(f\"Val Loss:   {val_loss:.4f} | Val Acc:   {val_acc:.4f}\")\n    \n    # Kích hoạt Early Stopping\n    early_stopping(val_acc, model)\n    if early_stopping.early_stop:\n        print(\"Đã đạt giới hạn Early Stopping. Dừng huấn luyện sớm!\")\n        break","metadata":{"execution":{"iopub.execute_input":"2026-04-05T03:48:26.966850Z","iopub.status.busy":"2026-04-05T03:48:26.966279Z","iopub.status.idle":"2026-04-05T04:13:20.363794Z","shell.execute_reply":"2026-04-05T04:13:20.362734Z"},"papermill":{"duration":1493.402331,"end_time":"2026-04-05T04:13:20.365555+00:00","exception":false,"start_time":"2026-04-05T03:48:26.963224+00:00","status":"completed"},"tags":[]},"outputs":[],"execution_count":null},{"id":"1e8f15fc","cell_type":"code","source":"# ==========================================\n# 6. VẼ VÀ LƯU ĐỒ THỊ\n# ==========================================\nepochs_run = len(history['train_loss'])\nepochs_range = range(1, epochs_run + 1)\n\nplt.figure(figsize=(14, 5))\n\n# Đồ thị Accuracy\nplt.subplot(1, 2, 1)\nplt.plot(epochs_range, history['train_acc'], label='Train Accuracy', marker='o')\nplt.plot(epochs_range, history['val_acc'], label='Validation Accuracy', marker='o')\nplt.title('Model Accuracy')\nplt.xlabel('Epochs')\nplt.ylabel('Accuracy')\nplt.legend()\nplt.grid(True)\n\n# Đồ thị Loss\nplt.subplot(1, 2, 2)\nplt.plot(epochs_range, history['train_loss'], label='Train Loss', marker='o')\nplt.plot(epochs_range, history['val_loss'], label='Validation Loss', marker='o')\nplt.title('Model Loss')\nplt.xlabel('Epochs')\nplt.ylabel('Loss')\nplt.legend()\nplt.grid(True)\n\nplt.tight_layout()\nplt.savefig(PLOT_SAVE_PATH) # Xuất file đồ thị\nplt.show()\n\nprint(f\"\\nTraining hoàn tất! Trọng số tốt nhất lưu tại: {MODEL_SAVE_PATH}\")\nprint(f\"Đồ thị huấn luyện được lưu tại: {PLOT_SAVE_PATH}\")","metadata":{"execution":{"iopub.execute_input":"2026-04-05T04:13:20.392214Z","iopub.status.busy":"2026-04-05T04:13:20.391825Z","iopub.status.idle":"2026-04-05T04:13:20.966370Z","shell.execute_reply":"2026-04-05T04:13:20.965474Z"},"papermill":{"duration":0.591375,"end_time":"2026-04-05T04:13:20.969588+00:00","exception":false,"start_time":"2026-04-05T04:13:20.378213+00:00","status":"completed"},"tags":[]},"outputs":[],"execution_count":null}]}