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sys\nsys.path.append(\"/kaggle/input/tez-lib\")","metadata":{"execution":{"iopub.execute_input":"2025-10-11T11:47:35.641648Z","iopub.status.busy":"2025-10-11T11:47:35.641015Z","iopub.status.idle":"2025-10-11T11:47:35.647175Z","shell.execute_reply":"2025-10-11T11:47:35.646633Z"},"papermill":{"duration":0.011021,"end_time":"2025-10-11T11:47:35.648359","exception":false,"start_time":"2025-10-11T11:47:35.637338","status":"completed"},"tags":[]},"outputs":[],"execution_count":null},{"id":"35de76aa","cell_type":"code","source":"import random\nimport numpy as np\nimport torch\nimport os\n\ndef seed_everything(seed):\n    random.seed(seed)\n    os.environ['PYTHONHASHSEED'] = str(seed)\n    np.random.seed(seed)\n    torch.manual_seed(seed)\n    torch.cuda.manual_seed(seed)\n    torch.backends.cudnn.deterministic = True\n    \nseed_everything(42)","metadata":{"execution":{"iopub.execute_input":"2025-10-11T11:47:35.653469Z","iopub.status.busy":"2025-10-11T11:47:35.653012Z","iopub.status.idle":"2025-10-11T11:47:39.426098Z","shell.execute_reply":"2025-10-11T11:47:39.425505Z"},"papermill":{"duration":3.776808,"end_time":"2025-10-11T11:47:39.427389","exception":false,"start_time":"2025-10-11T11:47:35.650581","status":"completed"},"tags":[]},"outputs":[],"execution_count":null},{"id":"55bdb0c7","cell_type":"code","source":"import torch.nn as nn\n\nfrom tez import Tez, TezConfig\nimport tez\nimport albumentations\nimport pandas as pd\nimport cv2\nimport numpy as np\nimport timm\nimport torch.nn as nn\nfrom sklearn import metrics\nimport torch\nfrom tez.callbacks import EarlyStopping\nfrom tqdm import tqdm","metadata":{"execution":{"iopub.execute_input":"2025-10-11T11:47:39.433085Z","iopub.status.busy":"2025-10-11T11:47:39.432331Z","iopub.status.idle":"2025-10-11T11:47:52.115783Z","shell.execute_reply":"2025-10-11T11:47:52.115152Z"},"papermill":{"duration":12.687399,"end_time":"2025-10-11T11:47:52.117117","exception":false,"start_time":"2025-10-11T11:47:39.429718","status":"completed"},"tags":[]},"outputs":[],"execution_count":null},{"id":"ed253ce9","cell_type":"code","source":"class args:\n    batch_size = 8\n    image_size = 384\n    epochs = 10 #10\n    fold = 5","metadata":{"execution":{"iopub.execute_input":"2025-10-11T11:47:52.122429Z","iopub.status.busy":"2025-10-11T11:47:52.122039Z","iopub.status.idle":"2025-10-11T11:47:52.125761Z","shell.execute_reply":"2025-10-11T11:47:52.125045Z"},"papermill":{"duration":0.007568,"end_time":"2025-10-11T11:47:52.126913","exception":false,"start_time":"2025-10-11T11:47:52.119345","status":"completed"},"tags":[]},"outputs":[],"execution_count":null},{"id":"fa7544d8","cell_type":"code","source":"class MelanomaDataset:\n    def __init__(self, image_paths, dense_features, targets, augmentations):\n        self.image_paths = image_paths\n        self.dense_features = dense_features\n        self.targets = targets\n        self.augmentations = augmentations\n        \n    def __len__(self):\n        return len(self.image_paths)\n    \n    def __getitem__(self, item):\n        image = cv2.imread(self.image_paths[item])\n        image = cv2.cvtColor(image, cv2.COLOR_BGR2RGB)\n        \n        if self.augmentations is not None:\n            augmented = self.augmentations(image=image)\n            image = augmented[\"image\"]\n            \n        image = np.transpose(image, (2, 0, 1)).astype(np.float32)\n        \n        features = self.dense_features[item, :]\n        targets = self.targets[item]\n        \n        return {\n            \"image\": torch.tensor(image, dtype=torch.float),\n            \"features\": torch.tensor(features, dtype=torch.float),\n            \"targets\": torch.tensor(targets, dtype=torch.float),\n        }","metadata":{"execution":{"iopub.execute_input":"2025-10-11T11:47:52.131624Z","iopub.status.busy":"2025-10-11T11:47:52.131396Z","iopub.status.idle":"2025-10-11T11:47:52.136674Z","shell.execute_reply":"2025-10-11T11:47:52.136147Z"},"papermill":{"duration":0.008732,"end_time":"2025-10-11T11:47:52.137719","exception":false,"start_time":"2025-10-11T11:47:52.128987","status":"completed"},"tags":[]},"outputs":[],"execution_count":null},{"id":"0be4d628","cell_type":"code","source":"# class PawpularModel(tez.Model):\nclass MelanomaModel(nn.Module):\n    def __init__(self):\n        super().__init__()        \n        self.model = timm.create_model(\"resnet50\", pretrained=True, in_chans=3)#resnet50#resnet101#eca_nfnet_l1#resnest101e\n\n        \n        self.dropout = nn.Dropout(0.5)# increase dropout\n        # self.out = nn.Linear(1280+12, 1)\n        self.out = nn.Linear(1000, 1)\n        # self.out_final = nn.Linear(512, 1)\n        \n        self.step_scheduler_after = \"epoch\"\n\n\n    def monitor_metrics(self, outputs, targets, loss):\n        # Convert logits to probabilities\n        probs = torch.sigmoid(outputs)\n        \n        # Binary predictions\n        preds = (probs > 0.5).float()\n        \n        # Accuracy as a tensor\n        accuracy = (preds == targets.view(-1, 1)).float().mean()\n        \n        # Keep everything as tensors (don’t convert to numpy or float)\n        metrics = {\n            \"accuracy\": accuracy,\n            \"loss\": loss  # keep as tensor\n        }\n        return metrics\n\n    def optimizer_scheduler(self):\n        opt = torch.optim.AdamW(self.parameters(), lr=2.5e-05, weight_decay=0.01)\n        sch = torch.optim.lr_scheduler.CosineAnnealingWarmRestarts(\n            opt, T_0=10, T_mult=1, eta_min=1e-6, last_epoch=-1\n        )\n        return opt,sch\n\n    def forward(self, image, features, targets=None):\n\n        x = self.model(image)\n        x = self.dropout(x)\n        # x = torch.cat([x, features], dim=1)\n        # x = self.dropout(x)\n        x = self.out(x)\n        # x = self.dropout(x)\n        # x = self.out_final(x)\n\n        \n        if targets is not None:\n\n            loss = nn.BCEWithLogitsLoss()(x, targets.view(-1, 1).type_as(x))\n            # loss = nn.MSELoss()(x, targets.view(-1, 1))\n            metrics = self.monitor_metrics(x, targets, loss)\n            return x, loss, metrics\n        return x, 0, {}\n\n# PawpularModel()","metadata":{"execution":{"iopub.execute_input":"2025-10-11T11:47:52.142328Z","iopub.status.busy":"2025-10-11T11:47:52.142106Z","iopub.status.idle":"2025-10-11T11:47:52.148797Z","shell.execute_reply":"2025-10-11T11:47:52.148087Z"},"papermill":{"duration":0.010318,"end_time":"2025-10-11T11:47:52.149906","exception":false,"start_time":"2025-10-11T11:47:52.139588","status":"completed"},"tags":[]},"outputs":[],"execution_count":null},{"id":"5abf41ab","cell_type":"code","source":"train_aug = albumentations.Compose(\n    [\n#         albumentations.Resize(args.image_size, args.image_size, p=1),\n        albumentations.LongestMaxSize(args.image_size, p=1),\n        albumentations.PadIfNeeded(args.image_size,args.image_size, p=1,border_mode=0),\n        \n       albumentations.HorizontalFlip(p=0.5),\n       albumentations.VerticalFlip(p=0.1),\n       albumentations.Rotate(limit=180, p=0.5),\n       albumentations.ShiftScaleRotate(\n                shift_limit=0.1, scale_limit=0.1, rotate_limit=45, p=0.5\n            ),\n        \n        albumentations.HueSaturationValue(\n            hue_shift_limit=0.2, sat_shift_limit=0.2, val_shift_limit=0.2, p=0.5\n        ),\n        albumentations.RandomBrightnessContrast(\n            brightness_limit=(-0.1, 0.1), contrast_limit=(-0.1, 0.1), p=0.5\n        ),\n        albumentations.Normalize(\n            mean=[0.485, 0.456, 0.406],\n            std=[0.229, 0.224, 0.225],\n            max_pixel_value=255.0,\n            p=1.0,\n        ),\n    ],\n    p=1.0,\n)\n\nvalid_aug = albumentations.Compose(\n    [\n#         albumentations.Resize(args.image_size, args.image_size, p=1),\n        albumentations.LongestMaxSize(args.image_size, p=1),\n        albumentations.PadIfNeeded(args.image_size,args.image_size, p=1,border_mode=0),\n        albumentations.Normalize(\n            mean=[0.485, 0.456, 0.406],\n            std=[0.229, 0.224, 0.225],\n            max_pixel_value=255.0,\n            p=1.0,\n        ),\n    ],\n    p=1.0,\n)","metadata":{"execution":{"iopub.execute_input":"2025-10-11T11:47:52.154689Z","iopub.status.busy":"2025-10-11T11:47:52.154070Z","iopub.status.idle":"2025-10-11T11:47:52.167295Z","shell.execute_reply":"2025-10-11T11:47:52.166591Z"},"papermill":{"duration":0.016675,"end_time":"2025-10-11T11:47:52.168366","exception":false,"start_time":"2025-10-11T11:47:52.151691","status":"completed"},"tags":[]},"outputs":[],"execution_count":null},{"id":"dcee57e6","cell_type":"code","source":"df = pd.read_csv(\"/kaggle/input/10040-hemkesh-melanoma-kfold/train_5folds.csv\")\ndf.head()","metadata":{"execution":{"iopub.execute_input":"2025-10-11T11:47:52.173255Z","iopub.status.busy":"2025-10-11T11:47:52.172552Z","iopub.status.idle":"2025-10-11T11:47:52.270690Z","shell.execute_reply":"2025-10-11T11:47:52.269982Z"},"papermill":{"duration":0.10179,"end_time":"2025-10-11T11:47:52.272064","exception":false,"start_time":"2025-10-11T11:47:52.170274","status":"completed"},"tags":[]},"outputs":[],"execution_count":null},{"id":"38f9f79e","cell_type":"code","source":"i=0\nprint(f'training fold: {i} start')\nargs.fold = 0\ndf_train = df[df.kfold != args.fold].reset_index(drop=True)\ndf_valid = df[df.kfold == args.fold].reset_index(drop=True)\ndense_features = [\n    \n]\ntrain_img_paths = [f\"/kaggle/input/siim-isic-melanoma-classification/jpeg/train/{x}.jpg\" for x in df_train[\"image_name\"].values]\nvalid_img_paths = [f\"/kaggle/input/siim-isic-melanoma-classification/jpeg/train/{x}.jpg\" for x in df_valid[\"image_name\"].values]\ntrain_dataset = MelanomaDataset(\n    image_paths=train_img_paths,\n    dense_features=df_train[dense_features].values,\n    targets=df_train.target.values,\n    augmentations=train_aug,\n)\n\nvalid_dataset = MelanomaDataset(\n    image_paths=valid_img_paths,\n    dense_features=df_valid[dense_features].values,\n    targets=df_valid.target.values,\n    augmentations=valid_aug,\n)\n\nmodel = MelanomaModel()\nmodel = Tez(model)\nconfig = TezConfig(\n    training_batch_size=args.batch_size,\n    validation_batch_size=2 * args.batch_size,\n    epochs=args.epochs,\n    step_scheduler_after=\"epoch\",\n    step_scheduler_metric=\"valid_loss\",\n    fp16=True,\n    # fp16=False,\n    val_strategy=\"batch\",\n    val_steps=900,\n)\n\nes = EarlyStopping(\n    monitor=\"valid_loss\",\n    model_path=f\"model_f{args.fold}.bin\",\n    patience=4,#3,\n    mode=\"min\",\n    save_weights_only=True,\n)\n\nmodel.fit(\n    train_dataset,\n    valid_dataset=valid_dataset,\n    callbacks=[es],\n    config=config,\n)\nprint(f'training fold: {i} complete')","metadata":{"execution":{"iopub.execute_input":"2025-10-11T11:47:52.277726Z","iopub.status.busy":"2025-10-11T11:47:52.277475Z","iopub.status.idle":"2025-10-11T14:23:22.739153Z","shell.execute_reply":"2025-10-11T14:23:22.738337Z"},"papermill":{"duration":9330.465698,"end_time":"2025-10-11T14:23:22.740360","exception":false,"start_time":"2025-10-11T11:47:52.274662","status":"completed"},"tags":[]},"outputs":[],"execution_count":null}]}