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install -q timm","metadata":{"_cell_guid":"b1076dfc-b9ad-4769-8c92-a6c4dae69d19","_uuid":"8f2839f25d086af736a60e9eeb907d3b93b6e0e5","execution":{"iopub.execute_input":"2026-04-07T12:08:15.279633Z","iopub.status.busy":"2026-04-07T12:08:15.279380Z","iopub.status.idle":"2026-04-07T12:08:19.821584Z","shell.execute_reply":"2026-04-07T12:08:19.820831Z"},"papermill":{"duration":4.547518,"end_time":"2026-04-07T12:08:19.823779+00:00","exception":false,"start_time":"2026-04-07T12:08:15.276261+00:00","status":"completed"},"tags":[]},"outputs":[],"execution_count":null},{"id":"93ff1b11","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\n\n# ==========================================\n# 1. CẤU HÌNH ĐƯỜNG DẪN TỪ INPUT\n# ==========================================\nDATASET_BASE_PATH = \"/kaggle/input/datasets/trankimhuu/images-datasets-of-big2015\"\n\n# Tập Train\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 = 32      \nEPOCHS_PHASE_1 = 10   # Đóng băng backbone\nEPOCHS_PHASE_2 = 90   # Mở băng fine-tune\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":"2026-04-07T12:08:19.828326Z","iopub.status.busy":"2026-04-07T12:08:19.828013Z","iopub.status.idle":"2026-04-07T12:08:36.629938Z","shell.execute_reply":"2026-04-07T12:08:36.628948Z"},"papermill":{"duration":16.806316,"end_time":"2026-04-07T12:08:36.631753+00:00","exception":false,"start_time":"2026-04-07T12:08:19.825437+00:00","status":"completed"},"tags":[]},"outputs":[],"execution_count":null},{"id":"ea9ac1ad","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\ntransform = transforms.Compose([\n    transforms.Resize((224, 224)),\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":"2026-04-07T12:08:36.636982Z","iopub.status.busy":"2026-04-07T12:08:36.636268Z","iopub.status.idle":"2026-04-07T12:08:36.687391Z","shell.execute_reply":"2026-04-07T12:08:36.686862Z"},"papermill":{"duration":0.055685,"end_time":"2026-04-07T12:08:36.689261+00:00","exception":false,"start_time":"2026-04-07T12:08:36.633576+00:00","status":"completed"},"tags":[]},"outputs":[],"execution_count":null},{"id":"9784023d","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    # Khởi tạo dictionary để lưu lịch sử\n    history = {'train_loss': [], 'train_acc': [], 'val_loss': [], 'val_acc': []} \n    \n    for epoch in range(TOTAL_EPOCHS):\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': 1e-5},\n                                     {'params': model.head.parameters(), 'lr': 1e-4}])\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            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        # Lưu vào history\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 # Trả về dữ liệu để vẽ\n\n# Chạy vòng lặp và nhận lại lịch sử\ntraining_history = run_training_loop()","metadata":{"execution":{"iopub.execute_input":"2026-04-07T12:08:36.694187Z","iopub.status.busy":"2026-04-07T12:08:36.693933Z","iopub.status.idle":"2026-04-07T12:32:30.384176Z","shell.execute_reply":"2026-04-07T12:32:30.383271Z"},"papermill":{"duration":1433.699701,"end_time":"2026-04-07T12:32:30.390646+00:00","exception":false,"start_time":"2026-04-07T12:08:36.690945+00:00","status":"completed"},"tags":[]},"outputs":[],"execution_count":null},{"id":"dbab16cf","cell_type":"code","source":"# ==========================================\n# 4. 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...\")\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":"2026-04-07T12:32:30.401337Z","iopub.status.busy":"2026-04-07T12:32:30.401061Z","iopub.status.idle":"2026-04-07T12:33:54.749551Z","shell.execute_reply":"2026-04-07T12:33:54.748467Z"},"papermill":{"duration":84.355767,"end_time":"2026-04-07T12:33:54.751162+00:00","exception":false,"start_time":"2026-04-07T12:32:30.395395+00:00","status":"completed"},"tags":[]},"outputs":[],"execution_count":null},{"id":"fb6c82a2","cell_type":"code","source":"# ==========================================\n# 5. VẼ ĐỒ THỊ HUẤN LUYỆN (LOSS & ACCURACY)\n# ==========================================\nimport matplotlib.pyplot as plt\n\ndef plot_training_history(history):\n    # Lấy mốc epoch thực tế (trong trường hợp bị dừng sớm do Early Stopping)\n    epochs = range(1, len(history['train_loss']) + 1)\n    \n    # Tạo khung hình với 2 biểu đồ đặt cạnh nhau\n    plt.figure(figsize=(15, 5))\n    \n    # Biểu đồ 1: 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 2: 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    # Lưu hình ảnh đồ thị ra ổ đĩa\n    plt.savefig('/kaggle/working/training_graphs.png', dpi=300)\n    plt.show()\n\n# Gọi hàm vẽ\nplot_training_history(training_history)","metadata":{"execution":{"iopub.execute_input":"2026-04-07T12:33:54.762804Z","iopub.status.busy":"2026-04-07T12:33:54.761928Z","iopub.status.idle":"2026-04-07T12:33:55.750293Z","shell.execute_reply":"2026-04-07T12:33:55.749589Z"},"papermill":{"duration":0.996646,"end_time":"2026-04-07T12:33:55.752897+00:00","exception":false,"start_time":"2026-04-07T12:33:54.756251+00:00","status":"completed"},"tags":[]},"outputs":[],"execution_count":null}]}