LineamentLearning/config_example.json at master · RichardScottOZ/LineamentLearning · GitHub

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{
    "model": {
        "architecture": "UNet",
        "window_size": 64,
        "layers": 8,
        "learning_rate": 0.001,
        "batch_size": 32,
        "epochs": 100,
        "use_batch_normalization": true,
        "use_dropout": true,
        "dropout_rate": 0.3,
        "use_mixed_precision": false,
        "use_early_stopping": true,
        "early_stopping_patience": 10,
        "use_augmentation": true,
        "rotation_range": 360,
        "flip_horizontal": false,
        "flip_vertical": false
    },
    "data": {
        "mask_threshold": 0.9,
        "radian_threshold": 0.2618,
        "dataset_dir": "./Dataset/Australia/Rotations/",
        "results_dir": "./Results/",
        "callbacks_dir": "./CallBacks/Rotate/",
        "figures_dir": "./Figures/Rotate/",
        "filters_dir": "./Filters/",
        "pmap_dir": "./Pmaps/",
        "train_ratio": 0.7,
        "val_ratio": 0.15,
        "test_ratio": 0.15,
        "normalize_inputs": true
    },
    "inference": {
        "threshold": 0.5,
        "cutoff": 0.3,
        "eps": 0.3,
        "min_cluster_size": 20,
        "use_clustering": true,
        "clustering_method": "DBSCAN",
        "line_fitting_method": "BestCurve",
        "polynomial_degrees": [1, 3, 5]
    },
    "debug_mode": true,
    "random_seed": 42,
    "num_workers": 4,
    "device": "auto"
}