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install -q timm","metadata":{"_cell_guid":"b1076dfc-b9ad-4769-8c92-a6c4dae69d19","_uuid":"8f2839f25d086af736a60e9eeb907d3b93b6e0e5","execution":{"iopub.execute_input":"2026-04-07T12:54:41.340122Z","iopub.status.busy":"2026-04-07T12:54:41.339583Z","iopub.status.idle":"2026-04-07T12:54:45.985158Z","shell.execute_reply":"2026-04-07T12:54:45.984133Z"},"papermill":{"duration":4.65118,"end_time":"2026-04-07T12:54:45.987118+00:00","exception":false,"start_time":"2026-04-07T12:54:41.335938+00:00","status":"completed"},"tags":[]},"outputs":[],"execution_count":null},{"id":"6ad683ea","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 torchvision.transforms import InterpolationMode\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# ĐÃ SỬA LẠI ĐƯỜNG DẪN CHUẨN: Bổ sung thêm đoạn /kaggle/working/train_images bị lồng bên trong\nTRAIN_IMG_DIR = f\"{DATASET_BASE_PATH}/train_images/kaggle/working/train_images\" \nCSV_PATH = f\"{DATASET_BASE_PATH}/trainLabels.csv\"\n\n# Tập Test\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 (Lưu tại working)\nMODEL_SAVE_PATH = \"/kaggle/working/best_levit384_model.pth\"\nOUTPUT_SUBMISSION_PATH = \"/kaggle/working/submission_levit384.csv\"\n\n# Hyperparameters\nBATCH_SIZE = 16       \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":"2026-04-07T12:54:45.991684Z","iopub.status.busy":"2026-04-07T12:54:45.991435Z","iopub.status.idle":"2026-04-07T12:55:02.846634Z","shell.execute_reply":"2026-04-07T12:55:02.845682Z"},"papermill":{"duration":16.859254,"end_time":"2026-04-07T12:55:02.848150+00:00","exception":false,"start_time":"2026-04-07T12:54:45.988896+00:00","status":"completed"},"tags":[]},"outputs":[],"execution_count":null},{"id":"011e7d59","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# Dùng NEAREST đưa về 224x224 để không văng lỗi timm nhưng vẫn bảo toàn byte mã độc\ntransform = transforms.Compose([\n    transforms.Resize((224, 224), interpolation=InterpolationMode.NEAREST),\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":"2026-04-07T12:55:02.852874Z","iopub.status.busy":"2026-04-07T12:55:02.852193Z","iopub.status.idle":"2026-04-07T12:55:02.901350Z","shell.execute_reply":"2026-04-07T12:55:02.900793Z"},"papermill":{"duration":0.052996,"end_time":"2026-04-07T12:55:02.902855+00:00","exception":false,"start_time":"2026-04-07T12:55:02.849859+00:00","status":"completed"},"tags":[]},"outputs":[],"execution_count":null},{"id":"b14409f9","cell_type":"code","source":"# ==========================================\n# 3. MÔ HÌNH LEVIT-384 & TRAINING LOOP\n# ==========================================\nclass LeViT_384_Malware(nn.Module):\n    def __init__(self, num_classes=9, pretrained=True):\n        super().__init__()\n        self.backbone = timm.create_model('levit_384', pretrained=pretrained, num_classes=0)\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 = LeViT_384_Malware(pretrained=True).to(device)\ncriterion = nn.CrossEntropyLoss()\n\ndef run_training_loop():\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            # ĐÃ GIẢM LR VÀ TĂNG WEIGHT DECAY ĐỂ TRÁNH LOSS EXPLOSION\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, 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)\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:\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)\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\ntraining_history = run_training_loop()","metadata":{"execution":{"iopub.execute_input":"2026-04-07T12:55:02.907062Z","iopub.status.busy":"2026-04-07T12:55:02.906736Z","iopub.status.idle":"2026-04-07T13:47:10.920208Z","shell.execute_reply":"2026-04-07T13:47:10.919168Z"},"papermill":{"duration":3128.017753,"end_time":"2026-04-07T13:47:10.922084+00:00","exception":false,"start_time":"2026-04-07T12:55:02.904331+00:00","status":"completed"},"tags":[]},"outputs":[],"execution_count":null},{"id":"0f7f84da","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":"2026-04-07T13:47:10.938708Z","iopub.status.busy":"2026-04-07T13:47:10.938028Z","iopub.status.idle":"2026-04-07T13:47:11.936087Z","shell.execute_reply":"2026-04-07T13:47:11.935375Z"},"papermill":{"duration":1.008171,"end_time":"2026-04-07T13:47:11.937810+00:00","exception":false,"start_time":"2026-04-07T13:47:10.929639+00:00","status":"completed"},"tags":[]},"outputs":[],"execution_count":null},{"id":"a210f735","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":"2026-04-07T13:47:11.956343Z","iopub.status.busy":"2026-04-07T13:47:11.955856Z","iopub.status.idle":"2026-04-07T13:48:14.276650Z","shell.execute_reply":"2026-04-07T13:48:14.275690Z"},"papermill":{"duration":62.332027,"end_time":"2026-04-07T13:48:14.278265+00:00","exception":false,"start_time":"2026-04-07T13:47:11.946238+00:00","status":"completed"},"tags":[]},"outputs":[],"execution_count":null}]}