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os, 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 StratifiedKFold\nfrom sklearn.metrics import log_loss\nfrom tqdm.notebook import tqdm\nfrom safetensors.torch import load_file","metadata":{"execution":{"iopub.execute_input":"2026-04-13T08:01:44.105037Z","iopub.status.busy":"2026-04-13T08:01:44.104347Z","iopub.status.idle":"2026-04-13T08:02:00.494147Z","shell.execute_reply":"2026-04-13T08:02:00.493546Z"},"papermill":{"duration":16.395194,"end_time":"2026-04-13T08:02:00.495881+00:00","exception":false,"start_time":"2026-04-13T08:01:44.100687+00:00","status":"completed"},"tags":[]},"outputs":[],"execution_count":null},{"id":"4a579996","cell_type":"code","source":"# ================================================================\n# NOTEBOOK NÀY CHẠY FOLD 1/5\n# Chạy độc lập, output ra /kaggle/working/ rồi add vào notebook tổng\n# ================================================================\nFOLD_IDX = 3   # ← chỉ dòng này khác nhau giữa 5 notebooks\n# ================================================================\n# CẤU HÌNH CHUNG  –  giống nhau ở TẤT CẢ 6 notebooks\n# Giữ nguyên các giá trị này để 5 fold dùng đúng cùng 1 split\n# ================================================================\nDATA_DIR        = '/kaggle/input/competitions/malware-classification'\nLABELS_CSV      = os.path.join(DATA_DIR, 'trainLabels.csv')\nSAMPLE_SUB      = 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'\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# ── Hyperparameters ──────────────────────────────────────────\nBATCH_SIZE          = 32\nN_FOLDS             = 5\nEPOCHS_PHASE_1      = 5    # freeze backbone\nEPOCHS_PHASE_2      = 45   # unfreeze + cosine LR\nTOTAL_EPOCHS        = EPOCHS_PHASE_1 + EPOCHS_PHASE_2\nEARLY_STOP_PATIENCE = 7\n\n# !! QUAN TRỌNG: random_state=42 phải giống nhau ở tất cả notebooks\n# để 5 fold dùng đúng cùng 1 cách chia dữ liệu\nKFOLD_SEED = 42\n\nDEVICE = torch.device('cuda' if torch.cuda.is_available() else 'cpu')\nprint(f'Device: {DEVICE}')\n\ndf_train_full = pd.read_csv(LABELS_CSV)\nprint(f'Train samples: {len(df_train_full):,}')\n","metadata":{"execution":{"iopub.execute_input":"2026-04-13T08:02:00.500243Z","iopub.status.busy":"2026-04-13T08:02:00.499525Z","iopub.status.idle":"2026-04-13T08:02:00.778434Z","shell.execute_reply":"2026-04-13T08:02:00.777657Z"},"papermill":{"duration":0.282537,"end_time":"2026-04-13T08:02:00.779919+00:00","exception":false,"start_time":"2026-04-13T08:02:00.497382+00:00","status":"completed"},"tags":[]},"outputs":[],"execution_count":null},{"id":"2de7447d","cell_type":"code","source":"# ================================================================\n# DATASET + MODEL  –  copy y hệt ở tất cả 6 notebooks\n# ================================================================\n\nclass DualBranchDataset(Dataset):\n    def __init__(self, df, bytes_dir, asm_dir, transform=None, is_test=False):\n        self.df        = df.reset_index(drop=True)\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): return len(self.df)\n\n    def __getitem__(self, idx):\n        img_id = str(self.df.iloc[idx]['Id'])\n\n        try:    img_bytes = Image.open(os.path.join(self.bytes_dir, f'{img_id}.png')).convert('RGB')\n        except: img_bytes = Image.new('RGB', (256, 256), 'black')\n\n        try:    img_asm = Image.open(os.path.join(self.asm_dir, f'{img_id}.png')).convert('RGB')\n        except: img_asm = Image.new('RGB', (256, 256), 'black')\n\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        label = int(self.df.iloc[idx]['Class']) - 1  # 1-9 → 0-8\n        return img_bytes, img_asm, label\n\n\n# Transform không augment (bytes/ASM image nhạy cảm với spatial structure)\nbase_transform = 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\nclass DualBranchMalwareNet(nn.Module):\n    def __init__(self, num_classes=9):\n        super().__init__()\n        \n        # Đường dẫn tới thư mục dataset chứa weights của bạn\n        SWIN_WEIGHTS = '/kaggle/input/datasets/trankimhuu/weight-model/swinv2_tiny_window8_256.safetensors' # Chỉnh lại tên file swin cho đúng thực tế\n        RESNET_WEIGHTS = '/kaggle/input/datasets/trankimhuu/weight-model/resnet18.safetensors'\n        \n        # Bước 1: Khởi tạo kiến trúc rỗng (KHÔNG truyền checkpoint_path vào timm)\n        self.branch_bytes = timm.create_model('swinv2_tiny_window8_256', pretrained=False, num_classes=0)\n        self.branch_asm   = timm.create_model('resnet18', pretrained=False, num_classes=0)\n        \n        # Bước 2: Nạp weights thủ công với strict=False để bỏ qua các keys thừa\n        self.branch_bytes.load_state_dict(load_file(SWIN_WEIGHTS), strict=False)\n        self.branch_asm.load_state_dict(load_file(RESNET_WEIGHTS), strict=False)\n        \n        # Cấu hình lớp phân loại fusion\n        dim = self.branch_bytes.num_features + self.branch_asm.num_features  # 768+512=1280\n        self.classifier = nn.Sequential(\n            nn.Dropout(0.4),\n            nn.Linear(dim, 512), nn.BatchNorm1d(512), nn.ReLU(),\n            nn.Dropout(0.4),\n            nn.Linear(512, num_classes)\n        )\n\n    def forward(self, b, a):\n        return self.classifier(torch.cat([self.branch_bytes(b), self.branch_asm(a)], dim=1))","metadata":{"execution":{"iopub.execute_input":"2026-04-13T08:02:00.784131Z","iopub.status.busy":"2026-04-13T08:02:00.783896Z","iopub.status.idle":"2026-04-13T08:02:00.793677Z","shell.execute_reply":"2026-04-13T08:02:00.793061Z"},"papermill":{"duration":0.013648,"end_time":"2026-04-13T08:02:00.795007+00:00","exception":false,"start_time":"2026-04-13T08:02:00.781359+00:00","status":"completed"},"tags":[]},"outputs":[],"execution_count":null},{"id":"b83e91ac","cell_type":"code","source":"# ================================================================\n# TRAIN  –  chỉ chạy 1 fold duy nhất, lưu 2 file ra /kaggle/working\n#   • best_model_fold{N}.pth   → add vào notebook tổng làm dataset\n#   • oof_fold{N}.npz          → probs + labels cho OOF scoring\n# ================================================================\ncriterion   = nn.CrossEntropyLoss()   # KHÔNG dùng label_smoothing\nMODEL_PATH  = f'/kaggle/working/best_model_fold{FOLD_IDX+1}.pth'\nOOF_PATH    = f'/kaggle/working/oof_fold{FOLD_IDX+1}.npz'\n\n# Tạo lại toàn bộ split với cùng seed để lấy đúng fold này\nskf = StratifiedKFold(n_splits=N_FOLDS, shuffle=True, random_state=KFOLD_SEED)\nsplits = list(skf.split(df_train_full, df_train_full['Class']))\ntr_idx, vl_idx = splits[FOLD_IDX]\n\ndf_tr = df_train_full.iloc[tr_idx]\ndf_vl = df_train_full.iloc[vl_idx]\nprint(f'Fold {FOLD_IDX+1}: train={len(df_tr):,}  val={len(df_vl):,}')\n\ntrain_loader = DataLoader(\n    DualBranchDataset(df_tr, TRAIN_BYTES_DIR, TRAIN_ASM_DIR, base_transform),\n    batch_size=BATCH_SIZE, shuffle=True, num_workers=2, pin_memory=True)\nval_loader = DataLoader(\n    DualBranchDataset(df_vl, TRAIN_BYTES_DIR, TRAIN_ASM_DIR, base_transform),\n    batch_size=BATCH_SIZE, shuffle=False, num_workers=2, pin_memory=True)\n\nmodel            = DualBranchMalwareNet(num_classes=9).to(DEVICE)\nbest_val_loss    = float('inf')\nearly_stop_count = 0\nscheduler        = None\n\nfor epoch in range(TOTAL_EPOCHS):\n\n    # ── Phase 1: freeze backbone ────────────────────────────\n    if epoch == 0:\n        print(f'[Phase 1] Freeze backbone  (epoch 1-{EPOCHS_PHASE_1})')\n        for p in model.branch_bytes.parameters(): p.requires_grad = False\n        for p in model.branch_asm.parameters():   p.requires_grad = False\n        optimizer = optim.AdamW(model.classifier.parameters(), lr=1e-3, weight_decay=1e-2)\n\n    # ── Phase 2: unfreeze + differential LR + cosine decay ──\n    elif epoch == EPOCHS_PHASE_1:\n        print(f'[Phase 2] Unfreeze + Cosine LR  (epoch {EPOCHS_PHASE_1+1}-{TOTAL_EPOCHS})')\n        for p in model.parameters(): p.requires_grad = True\n        optimizer = optim.AdamW([\n            {'params': model.branch_bytes.parameters(), 'lr': 1e-5},\n            {'params': model.branch_asm.parameters(),   'lr': 1e-5},\n            {'params': model.classifier.parameters(),   'lr': 1e-4},\n        ], weight_decay=1e-2)\n        # LR giảm dần theo cosine từ max → 1e-7 trong suốt Phase 2\n        scheduler = torch.optim.lr_scheduler.CosineAnnealingLR(\n            optimizer, T_max=EPOCHS_PHASE_2, eta_min=1e-7)\n\n    # ── Train ────────────────────────────────────────────────\n    model.train()\n    t_loss = t_correct = t_total = 0\n    for b, a, y in tqdm(train_loader, desc=f'E{epoch+1:02d} Train', leave=False):\n        b, a, y = b.to(DEVICE), a.to(DEVICE), y.to(DEVICE)\n        optimizer.zero_grad()\n        out  = model(b, a)\n        loss = criterion(out, y)\n        loss.backward()\n        torch.nn.utils.clip_grad_norm_(model.parameters(), 1.0)\n        optimizer.step()\n        t_loss    += loss.item(); t_correct += out.argmax(1).eq(y).sum().item(); t_total += y.size(0)\n    if scheduler: scheduler.step()\n\n    # ── Validation ───────────────────────────────────────────\n    model.eval(); v_loss = v_correct = v_total = 0\n    with torch.no_grad():\n        for b, a, y in tqdm(val_loader, desc=f'E{epoch+1:02d} Val', leave=False):\n            b, a, y = b.to(DEVICE), a.to(DEVICE), y.to(DEVICE)\n            out  = model(b, a); loss = criterion(out, y)\n            v_loss += loss.item(); v_correct += out.argmax(1).eq(y).sum().item(); v_total += y.size(0)\n\n    tl = t_loss/len(train_loader); vl = v_loss/len(val_loader)\n    ta = t_correct/t_total;        va = v_correct/v_total\n    lr = optimizer.param_groups[-1]['lr']\n    print(f'E{epoch+1:02d}/{TOTAL_EPOCHS}  '\n          f'train {tl:.4f}/{ta:.3f}  val {vl:.4f}/{va:.3f}  lr {lr:.1e}')\n\n    # ── Checkpoint ───────────────────────────────────────────\n    if vl < best_val_loss:\n        print(f'  ✓ Val Loss {best_val_loss:.4f} → {vl:.4f}  saved')\n        best_val_loss = vl; early_stop_count = 0\n        torch.save(model.state_dict(), MODEL_PATH)\n    else:\n        early_stop_count += 1\n        if early_stop_count >= EARLY_STOP_PATIENCE:\n            print(f'  ⏹  Early stop epoch {epoch+1}'); break\n\n# ── OOF predictions ──────────────────────────────────────────\n# Load lại model tốt nhất, dự đoán trên val set của fold này\nmodel.load_state_dict(torch.load(MODEL_PATH))\nmodel.eval()\noof_p, oof_y = [], []\nwith torch.no_grad():\n    for b, a, y in val_loader:\n        b, a = b.to(DEVICE), a.to(DEVICE)\n        oof_p.extend(F.softmax(model(b, a), dim=1).cpu().numpy())\n        oof_y.extend(y.numpy())\n\noof_p = np.array(oof_p); oof_y = np.array(oof_y)\nfold_ll = log_loss(oof_y, oof_p)\nprint(f'\\nFold {FOLD_IDX+1} OOF log loss: {fold_ll:.5f}')\n\n# Lưu kèm val_idx để notebook tổng ghép lại đúng vị trí\nnp.savez(OOF_PATH, probs=oof_p, labels=oof_y, val_idx=vl_idx)\nprint(f'Saved: {MODEL_PATH}')\nprint(f'Saved: {OOF_PATH}')\n","metadata":{"execution":{"iopub.execute_input":"2026-04-13T08:02:00.798688Z","iopub.status.busy":"2026-04-13T08:02:00.798433Z","iopub.status.idle":"2026-04-13T08:57:04.124620Z","shell.execute_reply":"2026-04-13T08:57:04.123717Z"},"papermill":{"duration":3303.330049,"end_time":"2026-04-13T08:57:04.126328+00:00","exception":false,"start_time":"2026-04-13T08:02:00.796279+00:00","status":"completed"},"tags":[]},"outputs":[],"execution_count":null}]}