{
    "name": "WRS_Adaptive_Patching",
    "n_gpu": 1,

    "arch": {
        "type": "UNet",
        "args": {
            "n_channels": 3,
            "n_classes": 2
        }
    },
    "data_loader": {
        "type": "PatchedDataLoader",
        "args":{
            "data_dir": "/scratch/sukhan/wrs/datads-cv/",
            "patch_size": 128,
            "batch_size": 64,
            "patch_stride": 32,
            "target_dist": 0.01,
            "shuffle": true,
            "validation_split": 0.1,
            "num_workers": 8
        }
    },
    "optimizer": {
        "type": "RMSprop",
        "args":{
            "lr": 1e-6,
            "weight_decay": 0
        }
    },
    "loss": "focal_loss",
    "metrics": [
        "precision",
        "recall",
        "f1_score"
    ],
    "lr_scheduler": {
        "type": "ExponentialLR",
        "args": {
            "gamma": 0.998
        }
    },
    "trainer": {
        "epochs": 500,
        "adaptive_step": 5,

        "save_dir": "/scratch/sukhan/wrs/saved/",
        "save_period": 1,
        "verbosity": 2,
        
        "monitor": "min val_loss",
        "early_stop": 50,

        "tensorboard": true
    }
}