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install -q timm","metadata":{"_cell_guid":"b1076dfc-b9ad-4769-8c92-a6c4dae69d19","_uuid":"8f2839f25d086af736a60e9eeb907d3b93b6e0e5","execution":{"iopub.execute_input":"2026-04-07T15:53:35.710706Z","iopub.status.busy":"2026-04-07T15:53:35.710143Z","iopub.status.idle":"2026-04-07T15:53:41.171535Z","shell.execute_reply":"2026-04-07T15:53:41.170763Z"},"papermill":{"duration":5.466539,"end_time":"2026-04-07T15:53:41.173729+00:00","exception":false,"start_time":"2026-04-07T15:53:35.707190+00:00","status":"completed"},"tags":[]},"outputs":[],"execution_count":null},{"id":"dff8cef7","cell_type":"code","source":"import os\nimport pandas as pd\nimport numpy as np\nimport torch\nimport torch.nn as nn\nimport torch.optim as optim\nimport torch.nn.functional as F\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\nfrom tqdm.notebook import tqdm\nimport matplotlib.pyplot as plt\n\n# ==========================================\n# 1. CẤU HÌNH ĐƯỜNG DẪN TỪ INPUT\n# ==========================================\nDATASET_BASE_PATH = \"/kaggle/input/datasets/trankimhuu/images-datasets-of-big2015\"\n\n# Đường dẫn đã được fix lỗi thư mục lồng nhau\nTRAIN_IMG_DIR = f\"{DATASET_BASE_PATH}/train_images/kaggle/working/train_images\" \nCSV_PATH = f\"{DATASET_BASE_PATH}/trainLabels.csv\"\nTEST_IMG_DIR = f\"{DATASET_BASE_PATH}/test_images/test_images/kaggle/working/test_images\"\nSAMPLE_SUB_PATH = \"/kaggle/input/competitions/malware-classification/sampleSubmission.csv\"\n\n# Tệp đầu ra\nMODEL_SAVE_PATH = \"/kaggle/working/best_deit_model.pth\"\nOUTPUT_SUBMISSION_PATH = \"/kaggle/working/submission_deit.csv\"\n\n# Hyperparameters\nBATCH_SIZE = 32       \nEPOCHS_PHASE_1 = 10   \nEPOCHS_PHASE_2 = 90   \nTOTAL_EPOCHS = EPOCHS_PHASE_1 + EPOCHS_PHASE_2\nPATIENCE = 10         \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":"2026-04-07T15:53:41.178989Z","iopub.status.busy":"2026-04-07T15:53:41.178460Z","iopub.status.idle":"2026-04-07T15:54:04.389215Z","shell.execute_reply":"2026-04-07T15:54:04.388336Z"},"papermill":{"duration":23.215249,"end_time":"2026-04-07T15:54:04.390854+00:00","exception":false,"start_time":"2026-04-07T15:53:41.175605+00:00","status":"completed"},"tags":[]},"outputs":[],"execution_count":null},{"id":"93f78301","cell_type":"code","source":"# ==========================================\n# 2. CHUẨN BỊ DỮ LIỆU\n# ==========================================\nclass MalwareDataset(Dataset):\n    def __init__(self, dataframe, img_dir, transform=None, is_test=False):\n        self.dataframe = dataframe\n        self.img_dir = img_dir\n        self.transform = transform\n        self.is_test = is_test\n\n    def __len__(self):\n        return len(self.dataframe)\n\n    def __getitem__(self, idx):\n        if self.is_test:\n            img_id = str(self.dataframe.iloc[idx]['Id'])\n            img_name = img_id + \".png\"\n            img_path = os.path.join(self.img_dir, img_name)\n            image = Image.open(img_path).convert('RGB')\n            if self.transform: image = self.transform(image)\n            return image, img_id\n        else:\n            img_name = str(self.dataframe.iloc[idx, 0]) + \".png\"\n            img_path = os.path.join(self.img_dir, img_name)\n            image = Image.open(img_path).convert('RGB')\n            label = int(self.dataframe.iloc[idx, 1]) - 1 \n            if self.transform: image = self.transform(image)\n            return image, label\n\n# KHÔNG ÉP VỀ 224, GIỮ NGUYÊN 256x256 ĐỂ BẢO TOÀN BYTE MÃ ĐỘC\ntransform = transforms.Compose([\n    transforms.Resize((256, 256)), \n    transforms.ToTensor(),\n    transforms.Normalize(mean=[0.485, 0.456, 0.406], std=[0.229, 0.224, 0.225]),\n])\n\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_loader = DataLoader(MalwareDataset(train_df, TRAIN_IMG_DIR, transform), batch_size=BATCH_SIZE, shuffle=True, num_workers=2)\nval_loader = DataLoader(MalwareDataset(val_df, TRAIN_IMG_DIR, transform), batch_size=BATCH_SIZE, shuffle=False, num_workers=2)","metadata":{"execution":{"iopub.execute_input":"2026-04-07T15:54:04.395596Z","iopub.status.busy":"2026-04-07T15:54:04.394907Z","iopub.status.idle":"2026-04-07T15:54:04.466125Z","shell.execute_reply":"2026-04-07T15:54:04.465473Z"},"papermill":{"duration":0.075139,"end_time":"2026-04-07T15:54:04.467707+00:00","exception":false,"start_time":"2026-04-07T15:54:04.392568+00:00","status":"completed"},"tags":[]},"outputs":[],"execution_count":null},{"id":"153ebea0","cell_type":"code","source":"# ==========================================\n# 3. MÔ HÌNH DEIT & TRAINING LOOP\n# ==========================================\nclass DeiT_Malware(nn.Module):\n    def __init__(self, num_classes=9, pretrained=True):\n        super().__init__()\n        # timm sẽ tự động tương thích Positional Embedding cho ảnh 256x256 với mô hình DeiT\n        self.backbone = timm.create_model('deit_small_patch16_224', pretrained=pretrained, num_classes=0, img_size=256)\n        num_features = self.backbone.num_features\n        \n        self.head = nn.Sequential(\n            nn.BatchNorm1d(num_features),\n            nn.Dropout(p=0.4),\n            nn.Linear(num_features, 512),\n            nn.GELU(),\n            nn.BatchNorm1d(512),\n            nn.Dropout(p=0.4),\n            nn.Linear(512, num_classes)\n        )\n        \n    def forward(self, x):\n        return self.head(self.backbone(x))\n\nmodel = DeiT_Malware(pretrained=True).to(device)\ncriterion = nn.CrossEntropyLoss()\n\ndef run_training_loop(train_loader_in, val_loader_in):\n    best_val_loss = float('inf') \n    early_stop_cnt = 0\n    history = {'train_loss': [], 'train_acc': [], 'val_loss': [], 'val_acc': []} \n    \n    for epoch in range(TOTAL_EPOCHS):\n        # --- Quản lý Phase & Learning Rate ---\n        if epoch == 0:\n            print(\"\\n[PHASE 1] Đóng băng Backbone, chỉ train Custom Head\")\n            for param in model.backbone.parameters(): param.requires_grad = False\n            optimizer = optim.AdamW(model.head.parameters(), lr=1e-3)\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(): param.requires_grad = True\n            optimizer = optim.AdamW([{'params': model.backbone.parameters(), 'lr': 5e-6},\n                                     {'params': model.head.parameters(), 'lr': 5e-5}], \n                                     weight_decay=0.02)\n\n        # --- TRAIN ---\n        model.train()\n        train_running_loss, train_correct, train_total = 0.0, 0, 0\n        \n        for imgs, labels in tqdm(train_loader_in, desc=f\"Epoch {epoch+1}/{TOTAL_EPOCHS} Train\", leave=False):\n            imgs, labels = imgs.to(device), labels.to(device)\n            optimizer.zero_grad()\n            outputs = model(imgs)\n            loss = criterion(outputs, labels)\n            loss.backward()\n            \n            # --- CHỐNG BÙNG NỔ GRADIENT (CLIP GRAD NORM) ---\n            torch.nn.utils.clip_grad_norm_(model.parameters(), max_norm=1.0)\n            \n            optimizer.step()\n            \n            train_running_loss += loss.item()\n            _, pred = outputs.max(1)\n            train_total += labels.size(0)\n            train_correct += pred.eq(labels).sum().item()\n            \n        train_loss = train_running_loss / len(train_loader_in)\n        train_acc = train_correct / train_total\n\n        # --- VAL ---\n        model.eval()\n        val_running_loss, val_correct, val_total = 0.0, 0, 0\n        \n        with torch.no_grad():\n            for imgs, labels in val_loader_in:\n                imgs, labels = imgs.to(device), labels.to(device)\n                outputs = model(imgs)\n                loss = criterion(outputs, labels)\n                \n                val_running_loss += loss.item()\n                _, pred = outputs.max(1)\n                val_total += labels.size(0)\n                val_correct += pred.eq(labels).sum().item()\n        \n        val_loss = val_running_loss / len(val_loader_in)\n        val_acc = val_correct / val_total\n        \n        history['train_loss'].append(train_loss)\n        history['train_acc'].append(train_acc)\n        history['val_loss'].append(val_loss)\n        history['val_acc'].append(val_acc)\n        \n        print(f\"Epoch {epoch+1:02d}/{TOTAL_EPOCHS} | \"\n              f\"Train Loss: {train_loss:.4f} - Train Acc: {train_acc:.4f} | \"\n              f\"Val Loss: {val_loss:.4f} - Val Acc: {val_acc:.4f}\")\n\n        # --- EARLY STOPPING & SAVING ---\n        if val_loss < best_val_loss:\n            print(f\"--> Val Loss cải thiện ({best_val_loss:.4f} -> {val_loss:.4f}). Đã lưu mô hình!\\n\")\n            best_val_loss = val_loss\n            torch.save(model.state_dict(), MODEL_SAVE_PATH)\n            early_stop_cnt = 0\n        else:\n            early_stop_cnt += 1\n            print(f\"--> Val Loss không giảm. EarlyStopping counter: {early_stop_cnt}/{PATIENCE}\\n\")\n            if early_stop_cnt >= PATIENCE: \n                print(\"Đã đạt giới hạn Early Stopping. Dừng huấn luyện sớm!\")\n                break\n                \n    return history\n\n# Chạy vòng lặp\ntraining_history = run_training_loop(train_loader, val_loader)","metadata":{"execution":{"iopub.execute_input":"2026-04-07T15:54:04.472283Z","iopub.status.busy":"2026-04-07T15:54:04.472064Z","iopub.status.idle":"2026-04-07T16:59:31.183354Z","shell.execute_reply":"2026-04-07T16:59:31.182357Z"},"papermill":{"duration":3926.715778,"end_time":"2026-04-07T16:59:31.185057+00:00","exception":false,"start_time":"2026-04-07T15:54:04.469279+00:00","status":"completed"},"tags":[]},"outputs":[],"execution_count":null},{"id":"f107b952","cell_type":"code","source":"# ==========================================\n# 4. VẼ ĐỒ THỊ HUẤN LUYỆN\n# ==========================================\ndef plot_training_history(history):\n    epochs = range(1, len(history['train_loss']) + 1)\n    plt.figure(figsize=(15, 5))\n    \n    # Biểu đồ Loss\n    plt.subplot(1, 2, 1)\n    plt.plot(epochs, history['train_loss'], label='Train Loss', color='blue', marker='o', markersize=4)\n    plt.plot(epochs, history['val_loss'], label='Validation Loss', color='red', marker='o', markersize=4)\n    plt.title('Training and Validation Loss', fontsize=14)\n    plt.xlabel('Epochs', fontsize=12)\n    plt.ylabel('Loss', fontsize=12)\n    plt.legend(fontsize=12)\n    plt.grid(True, linestyle='--', alpha=0.7)\n    \n    # Biểu đồ Accuracy\n    plt.subplot(1, 2, 2)\n    plt.plot(epochs, history['train_acc'], label='Train Accuracy', color='blue', marker='o', markersize=4)\n    plt.plot(epochs, history['val_acc'], label='Validation Accuracy', color='red', marker='o', markersize=4)\n    plt.title('Training and Validation Accuracy', fontsize=14)\n    plt.xlabel('Epochs', fontsize=12)\n    plt.ylabel('Accuracy', fontsize=12)\n    plt.legend(fontsize=12)\n    plt.grid(True, linestyle='--', alpha=0.7)\n    \n    plt.tight_layout()\n    plt.savefig('/kaggle/working/training_graphs.png', dpi=300)\n    plt.show()\n\nplot_training_history(training_history)","metadata":{"execution":{"iopub.execute_input":"2026-04-07T16:59:31.197580Z","iopub.status.busy":"2026-04-07T16:59:31.197276Z","iopub.status.idle":"2026-04-07T16:59:32.202928Z","shell.execute_reply":"2026-04-07T16:59:32.202251Z"},"papermill":{"duration":1.014904,"end_time":"2026-04-07T16:59:32.205560+00:00","exception":false,"start_time":"2026-04-07T16:59:31.190656+00:00","status":"completed"},"tags":[]},"outputs":[],"execution_count":null},{"id":"21f86336","cell_type":"code","source":"# ==========================================\n# 5. SUY LUẬN TRÊN TẬP TEST (TEST SET)\n# ==========================================\nprint(\"\\n--- BẮT ĐẦU INFERENCE ---\")\nsample_sub = pd.read_csv(SAMPLE_SUB_PATH)\ntest_loader = DataLoader(MalwareDataset(sample_sub, TEST_IMG_DIR, transform, is_test=True), \n                         batch_size=BATCH_SIZE, shuffle=False, num_workers=2)\n\nprint(\"Đang nạp trọng số mô hình tốt nhất (Val Loss Min)...\")\nmodel.load_state_dict(torch.load(MODEL_SAVE_PATH))\nmodel.eval()\n\npreds, ids = [], []\nwith torch.no_grad():\n    for imgs, img_ids in tqdm(test_loader, desc=\"Testing\"):\n        probs = F.softmax(model(imgs.to(device)), dim=1)\n        preds.extend(probs.cpu().numpy())\n        ids.extend(img_ids)\n\nprint(\"\\nĐang tạo file submission...\")\nsubmission = pd.DataFrame(preds, columns=[f'Prediction{i}' for i in range(1, 10)])\nsubmission.insert(0, 'Id', ids) \nsubmission.to_csv(OUTPUT_SUBMISSION_PATH, index=False)\nprint(f\"Hoàn tất! Kết quả tại: {OUTPUT_SUBMISSION_PATH}\")","metadata":{"execution":{"iopub.execute_input":"2026-04-07T16:59:32.220889Z","iopub.status.busy":"2026-04-07T16:59:32.220346Z","iopub.status.idle":"2026-04-07T17:00:58.608767Z","shell.execute_reply":"2026-04-07T17:00:58.607768Z"},"papermill":{"duration":86.397411,"end_time":"2026-04-07T17:00:58.610256+00:00","exception":false,"start_time":"2026-04-07T16:59:32.212845+00:00","status":"completed"},"tags":[]},"outputs":[],"execution_count":null}]}