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os\nimport gc\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","metadata":{"execution":{"iopub.execute_input":"2026-04-09T01:27:44.226758Z","iopub.status.busy":"2026-04-09T01:27:44.225864Z","iopub.status.idle":"2026-04-09T01:28:04.756517Z","shell.execute_reply":"2026-04-09T01:28:04.755381Z"},"papermill":{"duration":20.536911,"end_time":"2026-04-09T01:28:04.758674+00:00","exception":false,"start_time":"2026-04-09T01:27:44.221763+00:00","status":"completed"},"tags":[]},"outputs":[],"execution_count":null},{"id":"65d9d5af","cell_type":"code","source":"# ==========================================\n# 1. CẤU HÌNH ĐƯỜNG DẪN \n# ==========================================\n# ĐƯỜNG DẪN DỮ LIỆU GỐC\nDATA_DIR = '/kaggle/input/competitions/malware-classification'\nLABELS_CSV = os.path.join(DATA_DIR, 'trainLabels.csv')\nSAMPLE_SUB_CSV = os.path.join(DATA_DIR, 'sampleSubmission.csv')\n\nTRAIN_BYTES_DIR = '/kaggle/input/datasets/trankimhuu/images-2-datasets-of-big2015/train/train/train_images_bytes' \nTRAIN_ASM_DIR = '/kaggle/input/datasets/trankimhuu/images-2-datasets-of-big2015/train/train/train_images_asm'\n\nTEST_BYTES_DIR = '/kaggle/input/datasets/trankimhuu/images-2-datasets-of-big2015/test/test/test_images_bytes'\nTEST_ASM_DIR = '/kaggle/input/datasets/trankimhuu/images-2-datasets-of-big2015/test/test/test_images_asm'\n\n# THƯ MỤC LƯU MODEL\nMODEL_SAVE_PATH = '/kaggle/working/best_dual_model.pth'\nOUTPUT_SUBMISSION = '/kaggle/working/submission.csv'\n\n# ==========================================\n# 2. HYPERPARAMETERS & 2-PHASE STRATEGY\n# ==========================================\nBATCH_SIZE = 32\nLEARNING_RATE = 1e-4\nDEVICE = torch.device(\"cuda\" if torch.cuda.is_available() else \"cpu\")\n\n# Phân chia số Epoch cho từng giai đoạn\nEPOCHS_PHASE_1 = 5    # Đóng băng Backbone, chỉ train lớp phân loại\nEPOCHS_PHASE_2 = 45   # Mở băng toàn bộ, tinh chỉnh (Fine-tuning)\nTOTAL_EPOCHS = EPOCHS_PHASE_1 + EPOCHS_PHASE_2\n\nEARLY_STOP_PATIENCE = 7","metadata":{"_cell_guid":"b1076dfc-b9ad-4769-8c92-a6c4dae69d19","_uuid":"8f2839f25d086af736a60e9eeb907d3b93b6e0e5","execution":{"iopub.execute_input":"2026-04-09T01:28:04.765045Z","iopub.status.busy":"2026-04-09T01:28:04.764137Z","iopub.status.idle":"2026-04-09T01:28:05.031169Z","shell.execute_reply":"2026-04-09T01:28:05.030374Z"},"papermill":{"duration":0.271929,"end_time":"2026-04-09T01:28:05.032853+00:00","exception":false,"start_time":"2026-04-09T01:28:04.760924+00:00","status":"completed"},"tags":[]},"outputs":[],"execution_count":null},{"id":"861b715b","cell_type":"code","source":"class DualBranchDataset(Dataset):\n    def __init__(self, df, bytes_dir, asm_dir, transform=None, is_test=False):\n        self.df = df\n        self.bytes_dir = bytes_dir\n        self.asm_dir = asm_dir\n        self.transform = transform\n        self.is_test = is_test\n\n    def __len__(self):\n        return len(self.df)\n\n    def __getitem__(self, idx):\n        img_id = str(self.df.iloc[idx]['Id'])\n        \n        # Đường dẫn ảnh\n        bytes_path = os.path.join(self.bytes_dir, f\"{img_id}.png\")\n        asm_path = os.path.join(self.asm_dir, f\"{img_id}.png\")\n        \n        # 1. Đọc ảnh Bytes (Bắt buộc phải có)\n        try:\n            img_bytes = Image.open(bytes_path).convert('RGB')\n        except FileNotFoundError:\n            # Fallback an toàn nếu lỗi vật lý\n            img_bytes = Image.new('RGB', (256, 256), color='black')\n            \n        # 2. Đọc ảnh ASM (Nếu khuyết thì tạo ảnh đen)\n        try:\n            img_asm = Image.open(asm_path).convert('RGB')\n        except FileNotFoundError:\n            img_asm = Image.new('RGB', (256, 256), color='black')\n            \n        # Áp dụng Transform\n        if self.transform:\n            img_bytes = self.transform(img_bytes)\n            img_asm = self.transform(img_asm)\n            \n        if self.is_test:\n            return img_bytes, img_asm, img_id\n        else:\n            label = int(self.df.iloc[idx]['Class']) - 1 # Chuyển nhãn 1-9 thành 0-8\n            return img_bytes, img_asm, label\n\n# Transform: Swin và ResNet đều nhận đầu vào 224x224 hoặc 256x256 và cần Normalize chuẩn ImageNet\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\n# Phân chia Train/Val (80/20)\ndf_train_full = pd.read_csv(LABELS_CSV)\ndf_train, df_val = train_test_split(df_train_full, test_size=0.2, stratify=df_train_full['Class'], random_state=42)\n\ntrain_loader = DataLoader(DualBranchDataset(df_train, TRAIN_BYTES_DIR, TRAIN_ASM_DIR, transform), batch_size=BATCH_SIZE, shuffle=True, num_workers=2)\nval_loader = DataLoader(DualBranchDataset(df_val, TRAIN_BYTES_DIR, TRAIN_ASM_DIR, transform), batch_size=BATCH_SIZE, shuffle=False, num_workers=2)","metadata":{"execution":{"iopub.execute_input":"2026-04-09T01:28:05.038516Z","iopub.status.busy":"2026-04-09T01:28:05.038185Z","iopub.status.idle":"2026-04-09T01:28:05.090222Z","shell.execute_reply":"2026-04-09T01:28:05.089020Z"},"papermill":{"duration":0.057574,"end_time":"2026-04-09T01:28:05.092406+00:00","exception":false,"start_time":"2026-04-09T01:28:05.034832+00:00","status":"completed"},"tags":[]},"outputs":[],"execution_count":null},{"id":"78deeec2","cell_type":"code","source":"class DualBranchMalwareNet(nn.Module):\n    def __init__(self, num_classes=9):\n        super().__init__()\n        \n        # Nhánh 1: Trích xuất không gian bằng Swin-Tiny (Tối ưu cho ảnh Bytes)\n        self.branch_bytes = timm.create_model('swinv2_tiny_window8_256', pretrained=True, num_classes=0)\n        bytes_out_dim = self.branch_bytes.num_features \n        \n        # Nhánh 2: Trích xuất hành vi bằng ResNet18 (Tối ưu cho ảnh ASM Markov mỏng)\n        self.branch_asm = timm.create_model('resnet18', pretrained=True, num_classes=0)\n        asm_out_dim = self.branch_asm.num_features \n        \n        # Khối Phân loại (Classifier Head)\n        self.classifier = nn.Sequential(\n            nn.Dropout(p=0.4),\n            nn.Linear(bytes_out_dim + asm_out_dim, 512),\n            nn.BatchNorm1d(512),\n            nn.ReLU(),\n            nn.Dropout(p=0.4),\n            nn.Linear(512, num_classes)\n        )\n\n    def forward(self, img_bytes, img_asm):\n        # Chạy song song 2 luồng\n        feat_bytes = self.branch_bytes(img_bytes)\n        feat_asm = self.branch_asm(img_asm)\n        \n        # Ghép nối (Concatenate) đặc trưng dọc theo chiều feature\n        combined_features = torch.cat((feat_bytes, feat_asm), dim=1)\n        \n        # Phân loại\n        out = self.classifier(combined_features)\n        return out\n\nmodel = DualBranchMalwareNet(num_classes=9).to(DEVICE)\ncriterion = nn.CrossEntropyLoss()\n","metadata":{"execution":{"iopub.execute_input":"2026-04-09T01:28:05.098372Z","iopub.status.busy":"2026-04-09T01:28:05.097549Z","iopub.status.idle":"2026-04-09T01:28:12.751178Z","shell.execute_reply":"2026-04-09T01:28:12.750433Z"},"papermill":{"duration":7.658747,"end_time":"2026-04-09T01:28:12.753285+00:00","exception":false,"start_time":"2026-04-09T01:28:05.094538+00:00","status":"completed"},"tags":[]},"outputs":[],"execution_count":null},{"id":"4544189d","cell_type":"code","source":"def train_model():\n    # Khởi tạo best_val_loss bằng vô cực để tìm giá trị nhỏ dần\n    best_val_loss = float('inf')\n\n    history = {'train_loss': [], 'train_acc': [], 'val_loss': [], 'val_acc': []}\n\n    early_stop_counter = 0\n    \n    for epoch in range(TOTAL_EPOCHS):\n        \n        # ==========================================\n        # ĐIỀU PHỐI CHIẾN LƯỢC 2-PHASE\n        # ==========================================\n        if epoch == 0:\n            print(f\"\\n[PHASE 1] FREEZE BACKBONE (Epoch 1 - {EPOCHS_PHASE_1}) - Chỉ huấn luyện Classifier Head\")\n            # Khóa trọng số nhánh ảnh Bytes (Swin) và nhánh ảnh ASM (ResNet)\n            for param in model.branch_bytes.parameters(): \n                param.requires_grad = False\n            for param in model.branch_asm.parameters(): \n                param.requires_grad = False\n            \n            # Chỉ nạp Optimizer cho lớp phân loại với LR tiêu chuẩn\n            optimizer = optim.AdamW(model.classifier.parameters(), lr=1e-3, weight_decay=1e-2)\n            \n        elif epoch == EPOCHS_PHASE_1:\n            print(f\"\\n[PHASE 2] UNFREEZE TOÀN MẠNG (Epoch {EPOCHS_PHASE_1 + 1} - {TOTAL_EPOCHS}) - Differential LR\")\n            # Mở khóa toàn bộ trọng số để Fine-tune\n            for param in model.branch_bytes.parameters(): \n                param.requires_grad = True\n            for param in model.branch_asm.parameters(): \n                param.requires_grad = True\n            \n            # Áp dụng Differential Learning Rate để bảo vệ tri thức đã pre-trained\n            optimizer = optim.AdamW([\n                {'params': model.branch_bytes.parameters(), 'lr': 1e-5}, # LR cực nhỏ cho Swin\n                {'params': model.branch_asm.parameters(), 'lr': 1e-5},   # LR cực nhỏ cho ResNet\n                {'params': model.classifier.parameters(), 'lr': 1e-4}    # LR bình thường cho Classifier\n            ], weight_decay=1e-2)\n\n        # ============ VÒNG LẶP TRAIN ============\n        model.train()\n        train_loss, train_correct, train_total = 0.0, 0, 0\n        \n        for bytes_imgs, asm_imgs, labels in tqdm(train_loader, desc=f\"Epoch {epoch+1}/{TOTAL_EPOCHS} [Train]\", leave=False):\n            bytes_imgs = bytes_imgs.to(DEVICE)\n            asm_imgs = asm_imgs.to(DEVICE)\n            labels = labels.to(DEVICE)\n            \n            optimizer.zero_grad()\n            outputs = model(bytes_imgs, asm_imgs)\n            loss = criterion(outputs, labels)\n            loss.backward()\n            \n            # Cắt xén gradient để chống bùng nổ, đặc biệt quan trọng với kiến trúc kép\n            torch.nn.utils.clip_grad_norm_(model.parameters(), max_norm=1.0)\n            optimizer.step()\n            \n            train_loss += loss.item()\n            _, preds = outputs.max(1)\n            train_correct += preds.eq(labels).sum().item()\n            train_total += labels.size(0)\n            \n        epoch_train_loss = train_loss / len(train_loader)\n        epoch_train_acc = train_correct / train_total\n        \n        # ============ VÒNG LẶP VALIDATION ============\n        model.eval()\n        val_loss, val_correct, val_total = 0.0, 0, 0\n        \n        with torch.no_grad():\n            for bytes_imgs, asm_imgs, labels in tqdm(val_loader, desc=f\"Epoch {epoch+1}/{TOTAL_EPOCHS} [Val]\", leave=False):\n                bytes_imgs = bytes_imgs.to(DEVICE)\n                asm_imgs = asm_imgs.to(DEVICE)\n                labels = labels.to(DEVICE)\n                \n                outputs = model(bytes_imgs, asm_imgs)\n                loss = criterion(outputs, labels)\n                \n                val_loss += loss.item()\n                _, preds = outputs.max(1)\n                val_correct += preds.eq(labels).sum().item()\n                val_total += labels.size(0)\n                \n        epoch_val_loss = val_loss / len(val_loader)\n        epoch_val_acc = val_correct / val_total\n\n        history['train_loss'].append(epoch_train_loss)\n        history['train_acc'].append(epoch_train_acc)\n        history['val_loss'].append(epoch_val_loss)\n        history['val_acc'].append(epoch_val_acc)\n        \n        # In báo cáo tiến độ\n        print(f\"Epoch {epoch+1:02d}/{TOTAL_EPOCHS} | \"\n              f\"Train Loss: {epoch_train_loss:.4f} - Acc: {epoch_train_acc:.4f} | \"\n              f\"Val Loss: {epoch_val_loss:.4f} - Acc: {epoch_val_acc:.4f}\")\n        \n        # ==========================================\n        # CƠ CHẾ LƯU MODEL & EARLY STOPPING\n        # ==========================================\n        if epoch_val_loss < best_val_loss:\n            print(f\"LƯU MODEL (Val Loss giảm: {best_val_loss:.4f} -> {epoch_val_loss:.4f})\\n\")\n            best_val_loss = epoch_val_loss\n            torch.save(model.state_dict(), MODEL_SAVE_PATH)\n            early_stop_counter = 0 \n            \n        else:\n            early_stop_counter += 1\n            # Gọi biến toàn cục ở đây\n            print(f\"Val Loss không giảm. Early Stop Counter: {early_stop_counter}/{EARLY_STOP_PATIENCE}\\n\")\n            \n            if early_stop_counter >= EARLY_STOP_PATIENCE:\n                print(f\"KÍCH HOẠT EARLY STOPPING! Dừng huấn luyện sớm tại Epoch {epoch+1}.\")\n                break\n\n    return history\n\n# Kích hoạt quá trình huấn luyện\ntraining_history = train_model()","metadata":{"execution":{"iopub.execute_input":"2026-04-09T01:28:12.759914Z","iopub.status.busy":"2026-04-09T01:28:12.759623Z","iopub.status.idle":"2026-04-09T02:31:34.166099Z","shell.execute_reply":"2026-04-09T02:31:34.164786Z"},"papermill":{"duration":3801.412265,"end_time":"2026-04-09T02:31:34.168117+00:00","exception":false,"start_time":"2026-04-09T01:28:12.755852+00:00","status":"completed"},"tags":[]},"outputs":[],"execution_count":null},{"id":"ff88aed9","cell_type":"code","source":"# ==========================================\n# 6. VẼ ĐỒ THỊ HUẤN LUYỆN\n# ==========================================\ndef plot_training_history(history):\n    epochs = range(1, len(history['train_loss']) + 1)\n    \n    # Tạo một khung tranh lớn chứa 2 biểu đồ cạnh nhau\n    plt.figure(figsize=(16, 6))\n    \n    # ----- Biểu đồ 1: Sự biến thiên của Loss -----\n    plt.subplot(1, 2, 1)\n    plt.plot(epochs, history['train_loss'], label='Train Loss', color='#2196F3', marker='o', markersize=5, linewidth=2)\n    plt.plot(epochs, history['val_loss'], label='Validation Loss', color='#F44336', marker='s', markersize=5, linewidth=2)\n    plt.title('Training and Validation Loss', fontsize=15, fontweight='bold')\n    plt.xlabel('Epochs', fontsize=12)\n    plt.ylabel('Loss (Cross Entropy)', fontsize=12)\n    plt.legend(fontsize=12)\n    plt.grid(True, linestyle='--', alpha=0.6)\n    \n    # ----- Biểu đồ 2: Sự biến thiên của Accuracy -----\n    plt.subplot(1, 2, 2)\n    plt.plot(epochs, history['train_acc'], label='Train Accuracy', color='#4CAF50', marker='o', markersize=5, linewidth=2)\n    plt.plot(epochs, history['val_acc'], label='Validation Accuracy', color='#FF9800', marker='s', markersize=5, linewidth=2)\n    plt.title('Training and Validation Accuracy', fontsize=15, fontweight='bold')\n    plt.xlabel('Epochs', fontsize=12)\n    plt.ylabel('Accuracy', fontsize=12)\n    plt.legend(fontsize=12)\n    plt.grid(True, linestyle='--', alpha=0.6)\n    \n    # Tối ưu khoảng cách và lưu file\n    plt.tight_layout()\n    plt.savefig('/kaggle/working/dual_branch_training_graphs.png', dpi=300, bbox_inches='tight')\n    plt.show()\n\n# Kích hoạt vẽ đồ thị\nplot_training_history(training_history)","metadata":{"execution":{"iopub.execute_input":"2026-04-09T02:31:34.184172Z","iopub.status.busy":"2026-04-09T02:31:34.183310Z","iopub.status.idle":"2026-04-09T02:31:35.656030Z","shell.execute_reply":"2026-04-09T02:31:35.655023Z"},"papermill":{"duration":1.483097,"end_time":"2026-04-09T02:31:35.658277+00:00","exception":false,"start_time":"2026-04-09T02:31:34.175180+00:00","status":"completed"},"tags":[]},"outputs":[],"execution_count":null},{"id":"e65c7f9a","cell_type":"code","source":"def inference_and_submit():\n    print(\"Đang nạp trọng số mô hình tốt nhất...\")\n    model.load_state_dict(torch.load(MODEL_SAVE_PATH))\n    model.eval()\n    \n    df_sub = pd.read_csv(SAMPLE_SUB_CSV)\n    test_loader = DataLoader(DualBranchDataset(df_sub, TEST_BYTES_DIR, TEST_ASM_DIR, transform, is_test=True), \n                             batch_size=BATCH_SIZE, shuffle=False, num_workers=2)\n    \n    all_preds = []\n    all_ids = []\n    \n    print(\"Bắt đầu dự đoán trên tập Test...\")\n    with torch.no_grad():\n        for bytes_imgs, asm_imgs, img_ids in tqdm(test_loader, desc=\"Testing\"):\n            bytes_imgs = bytes_imgs.to(DEVICE)\n            asm_imgs = asm_imgs.to(DEVICE)\n            \n            # Xuất ra xác suất dạng Softmax \n            outputs = model(bytes_imgs, asm_imgs)\n            probs = F.softmax(outputs, dim=1)\n            \n            all_preds.extend(probs.cpu().numpy())\n            all_ids.extend(img_ids)\n            \n    # Tạo DataFrame chuẩn định dạng Kaggle\n    col_names = [f'Prediction{i}' for i in range(1, 10)]\n    df_result = pd.DataFrame(all_preds, columns=col_names)\n    df_result.insert(0, 'Id', all_ids)\n    \n    df_result.to_csv(OUTPUT_SUBMISSION, index=False)\n    print(f\"Hoàn tất! File nộp bài đã được lưu tại: {OUTPUT_SUBMISSION}\")\n\n# Chạy Inference\ninference_and_submit()","metadata":{"execution":{"iopub.execute_input":"2026-04-09T02:31:35.676208Z","iopub.status.busy":"2026-04-09T02:31:35.675642Z","iopub.status.idle":"2026-04-09T02:33:43.393121Z","shell.execute_reply":"2026-04-09T02:33:43.391925Z"},"papermill":{"duration":127.728701,"end_time":"2026-04-09T02:33:43.395124+00:00","exception":false,"start_time":"2026-04-09T02:31:35.666423+00:00","status":"completed"},"tags":[]},"outputs":[],"execution_count":null}]}