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install -q timm","metadata":{"_cell_guid":"b1076dfc-b9ad-4769-8c92-a6c4dae69d19","_uuid":"8f2839f25d086af736a60e9eeb907d3b93b6e0e5","execution":{"iopub.execute_input":"2026-04-07T07:27:53.888210Z","iopub.status.busy":"2026-04-07T07:27:53.887319Z","iopub.status.idle":"2026-04-07T07:27:58.703472Z","shell.execute_reply":"2026-04-07T07:27:58.702353Z"},"papermill":{"duration":4.821267,"end_time":"2026-04-07T07:27:58.705414+00:00","exception":false,"start_time":"2026-04-07T07:27:53.884147+00:00","status":"completed"},"tags":[]},"outputs":[],"execution_count":null},{"cell_type":"code","source":"import os\nimport csv\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 TRỰC TIẾP TỪ INPUT\n# ==========================================\n# Gốc dữ liệu trong mục input\nDATASET_BASE_PATH = \"/kaggle/input/datasets/trankimhuu/images-datasets-of-big2015\"\n\n# Đường dẫn tập Train (Trỏ thẳng vào Input)\nTRAIN_IMG_DIR = f\"{DATASET_BASE_PATH}/train_images/kaggle/working/train_images\" \nCSV_PATH = f\"{DATASET_BASE_PATH}/trainLabels.csv\"\n\n# Đường dẫn tập Test (Trỏ thẳng vào Input)\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# Các file đầu ra (Lưu tại working)\nMODEL_SAVE_PATH = \"/kaggle/working/best_effnetv2_l_model.pth\"\nOUTPUT_SUBMISSION_PATH = \"/kaggle/working/submission_effnetv2_l.csv\"\n\nBATCH_SIZE = 16 \nEPOCHS_PHASE_1 = 10   \nEPOCHS_PHASE_2 = 90   \nTOTAL_EPOCHS = EPOCHS_PHASE_1 + EPOCHS_PHASE_2\nPATIENCE = 15         \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":"2026-04-07T07:27:58.709989Z","iopub.status.busy":"2026-04-07T07:27:58.709597Z","iopub.status.idle":"2026-04-07T07:28:16.149852Z","shell.execute_reply":"2026-04-07T07:28:16.148797Z"},"papermill":{"duration":17.444256,"end_time":"2026-04-07T07:28:16.151302+00:00","exception":false,"start_time":"2026-04-07T07:27:58.707046+00:00","status":"completed"},"tags":[]},"outputs":[],"execution_count":null},{"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":"2026-04-07T07:28:16.156410Z","iopub.status.busy":"2026-04-07T07:28:16.155419Z","iopub.status.idle":"2026-04-07T07:28:16.198890Z","shell.execute_reply":"2026-04-07T07:28:16.198249Z"},"papermill":{"duration":0.047505,"end_time":"2026-04-07T07:28:16.200392+00:00","exception":false,"start_time":"2026-04-07T07:28:16.152887+00:00","status":"completed"},"tags":[]},"outputs":[],"execution_count":null},{"cell_type":"code","source":"# ==========================================\n# 3. MÔ HÌNH VÀ CÁC HÀM HỖ TRỢ\n# ==========================================\nclass EfficientNetV2_L_Malware(nn.Module):\n    def __init__(self, num_classes=9, pretrained=True):\n        super().__init__()\n        self.backbone = timm.create_model('tf_efficientnetv2_l', pretrained=pretrained, num_classes=0)\n        num_features = self.backbone.num_features\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    def forward(self, x):\n        return self.head(self.backbone(x))\n\nmodel = EfficientNetV2_L_Malware(pretrained=True).to(device)\ncriterion = nn.CrossEntropyLoss()\n\ndef run_training_loop():\n    # Khởi tạo loss tốt nhất là vô cực (để tìm min)\n    best_val_loss = float('inf') \n    early_stop_cnt = 0\n    \n    for epoch in range(TOTAL_EPOCHS):\n        # Phase Management\n        if epoch == 0:\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            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            \n            optimizer.zero_grad()\n            outputs = model(imgs)\n            loss = criterion(outputs, labels)\n            loss.backward()\n            optimizer.step()\n            \n            # Ghi nhận kết quả Train\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        # ------------------- VALIDATION -------------------\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                \n                outputs = model(imgs)\n                loss = criterion(outputs, labels)\n                \n                # Ghi nhận kết quả Val\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        # In ra màn hình đầy đủ 4 chỉ số\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        # Lưu mô hình dựa trên val_loss nhỏ nhất\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# Chạy vòng lặp\nrun_training_loop()","metadata":{"execution":{"iopub.execute_input":"2026-04-07T07:28:16.204449Z","iopub.status.busy":"2026-04-07T07:28:16.204180Z","iopub.status.idle":"2026-04-07T11:00:22.085819Z","shell.execute_reply":"2026-04-07T11:00:22.084861Z"},"papermill":{"duration":12725.891492,"end_time":"2026-04-07T11:00:22.093285+00:00","exception":false,"start_time":"2026-04-07T07:28:16.201793+00:00","status":"completed"},"tags":[]},"outputs":[],"execution_count":null},{"cell_type":"code","source":"# ==========================================\n# 4. SUY LUẬN TRÊN TẬP TEST\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\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\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":"2026-04-07T11:00:22.106858Z","iopub.status.busy":"2026-04-07T11:00:22.106585Z","iopub.status.idle":"2026-04-07T11:02:31.742215Z","shell.execute_reply":"2026-04-07T11:02:31.741309Z"},"papermill":{"duration":129.644723,"end_time":"2026-04-07T11:02:31.743991+00:00","exception":false,"start_time":"2026-04-07T11:00:22.099268+00:00","status":"completed"},"tags":[]},"outputs":[],"execution_count":null}]}