Example JSON config

config.json

{
    "val_size": 10000, 
    "data_path": "/home/ebattenberg/data", 
    "plot_curves": true, 
    "batch_size": 128, 
    "learning_rate_schedule": {
        "init": 0.1, 
        "final": 0.0001
    }, 
    "momentum_schedule": {
        "0": 0.0, 
        "1": 0.5, 
        "2": 0.9
    }, 
    "output_path": "/home/ebattenberg/output", 
    "num_epochs": 200, 
    "train_chunk_size": 40000, 
    "layer_config": {
        "0": {
            "layer_type": "InputLayer", 
            "input_shape": [ 128, 1, 91, 64 ]
        }, 
        "1": {
            "layer_type": "Conv2DLayer", 
            "filter_size": [ 8, 59 ], 
            "n_filters": 64, 
            "nonlinearity": "rectifier", 
            "init_bias_value": 0.01
        }, 
        "2": {
            "layer_type": "MaxPooling2DLayer", 
            "ignore_border": false, 
            "pool_size": [ 6, 3 ]
        }, 
        "3": {
            "layer_type": "DenseLayer", 
            "n_outputs": 500, 
            "dropout": 0.5, 
            "nonlinearity": "rectifier", 
            "init_bias_value": 0.1
        }, 
        "4": {
            "layer_type": "DenseLayer", 
            "n_outputs": 2, 
            "dropout": 0.0, 
            "nonlinearity": "sigmoid", 
            "init_bias_value": 0.1
        }, 
        "5": {
            "layer_type": "OutputLayer"
        }
    }, 
    "weight_decay": 0.0005, 
    "validation_every": 1
}