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config.json
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config.json
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{
"name": "MyRoad",
"n_gpu": 0,
"arch": {
"type": "RoadModel",
"args": {}
},
"dataset": {
"type": "SpaceNetDataset",
"args": {
"datasets_root": "datasets",
"image_root": "toy-spacenet/vegas/train/images",
"mask_root": "toy-spacenet/vegas/train/masks",
"centerline_root": "toy-spacenet/vegas/train/centerlines",
"intersection_root": "toy-spacenet/vegas/train/intersections"
}
},
"data_loader": {
"type": "SpaceNetDataLoader",
"args":{
"batch_size": 1,
"shuffle": true,
"validation_split": 0.1,
"num_workers": 1
}
},
"optimizer": {
"type": "Adam",
"args":{
"lr": 0.001,
"eps": 1e-3,
"weight_decay": 0,
"amsgrad": true
}
},
"loss": "bce_loss",
"metrics": ["IoU"],
"lr_scheduler": {
"type": "StepLR",
"args": {
"step_size": 50,
"gamma": 0.1
}
},
"trainer": {
"epochs": 100,
"save_dir": "saved/",
"save_period": 10,
"verbosity": 2,
"monitor": "min val_loss",
"early_stop": 10,
"tensorboard": true
}
}