{ "model_type": "googlenet", "model_name": "Googlenet_pneumonia_binaryclassification", "architecture": "googlenet", "task": "image-classification", "num_labels": 2, "label2id": { "Normal": 0, "Pneumonia": 1 }, "id2label": { "0": "Normal", "1": "Pneumonia" }, "input_size": [224, 224], "pretrained": true, "weights": "models.GoogLeNet_Weights.DEFAULT", "classifier_dropout": 0.5, "batch_size": 256, "epochs": 20, "optimizer": "Adam", "scheduler": "ReduceLROnPlateau", "learning_rate": { "features_lr": 1e-4, "classifier_lr": 1e-4 }, "loss_function": "CrossEntropyLoss", "label_smoothing": 0.1, "augmentation": { "resize": [224, 224], "random_flip": 0.3, "random_affine": { "degrees": [-5, 5], "translate": [0.05, 0.05], "scale": [0.95, 1.05] }, "random_color_jitter": { "brightness": 0.2, "contrast": 0.2 } }, "early_stopping_patience": 3, "device": "cuda" }