{ "model_type": "densenet", "model_name": "Densenet169_pnuemonia_binaryclassification", "architecture": "densenet169", "task": "image-classification", "num_labels": 2, "label2id": { "Normal": 0, "Pneumonia": 1 }, "id2label": { "0": "Normal", "1": "Pneumonia" }, "input_size": [224, 224], "pretrained": true, "weights": "models.DenseNet169_Weights.DEFAULT", "classifier_dropout": 0.4, "batch_size": 128, "epochs": 30, "optimizer": "Lion", "scheduler": "OneCycleLR", "learning_rate": { "features_lr": 7e-5, "classifier_lr": 1e-4 }, "loss_function": "FocalLoss", "focal_loss_params": { "alpha": 2.5, "gamma": 2 }, "augmentation": { "resize": [224, 224], "random_flip": 0.3, "random_affine": { "degrees": [-15, 15], "translate": [0.1, 0.1], "scale": [0.85, 1.15] }, "random_color_jitter": { "brightness": 0.2, "contrast": 0.2 }, "random_blur": 0.2, "random_erasing": 0.1 }, "early_stopping_patience": 7, "device": "cuda" }