config.json

{
    "SEED": 123,
    "data": {
        "DATA_PATH": "./data"
    }, 
    "training": {
        "IMG_SIZE": 28, 
        "N_OUTPUTS": 10, 
        "N_RESERVOIR": 20, 
        "ALPHA": 0.0001, 
        "SPECTRAL_RADIUS": 1, 
        "SPARSITY": 0.5, 
        "NOISE": 0.001, 
        "INPUT_SCALING": 0.1, 
        "INPUT_SHIFT": 0.05, 
        "TEACHER_SCALING": 0.001, 
        "TEACHER_SHIFT": 0.1, 
        "TEACHER_FORCING": true, 
        "FEEDBACK_SCALING": 0.2, 
        "OUT_ACTIVATION": "identity", 
        "INVERSE_OUT_ACTIVATION": "identity", 
        "USE_GRADIENT_DESCENT": false, 
        "LEARNING_RATE": 0.0001, 
        "L2_RATE": 0.01, 
        "N_EPOCHS": 1, 
        "BATCH_SIZE": 1, 
        "USE_RLS": false, 
        "FORGET_RATE": 0.9, 
        "N_TRAINING": 50000, 
        "N_TEST": 10000
    }, 
    "training_gridsearch": {
        "N_RESERVOIR": [200, 400, 600, 1000, 2000], 
        "ALPHA": [0.00001, 0.0001, 0.001, 0.01], 
        "SPECTRAL_RADIUS": [0.5, 0.7, 0.9, 1], 
        "INPUT_SCALING": [0.01, 0.1, 0.2, 0.5], 
        "INPUT_SHIFT": [0.01, 0.05, 0.1, 0.2], 
        "TEACHER_SCALING": [0.0001, 0.001, 0.01, 0.1], 
        "TEACHER_SHIFT": [0.01, 0.1, 0.2, 0.5], 
        "TEACHER_FORCING": [false, true], 
        "FEEDBACK_SCALING": [0.05, 0.1, 0.2, 0.5], 
        "LEARNING_RATE": [0.00001, 0.0001, 0.001], 
        "L2_RATE": [0.001, 0.01, 0.1], 
        "FORGET_RATE": [0.5, 0.6, 0.7, 0.8, 0.9]
    }, 
    "training_randomsearch": {
        "N_RESERVOIR": [200, 400, 600, 1000, 2000], 
        "TEACHER_FORCING": [false, true], 
        "FORGET_RATE": [0.5, 0.6, 0.7, 0.8, 0.9]
    }
}