"""

Stefania Fresca, MOX Laboratory, Politecnico di Milano

April 2019

"""

import os

os.environ['TF_CPP_MIN_LOG_LEVEL'] = '2'

import sys

sys.stdout = open('*.out', 'w')

import utils

from DecNet import DecNet

if __name__ == '__main__':

    config = dict()

    config['n'] = 3

    config['n_params'] = 3

    config['lr'] = 0.0001

    config['omega_h'] = 0.5

    config['omega_n'] = 0.5

    config['batch_size'] = 40

    config['n_data'] = 49000

    config['N_h'] = 4096

    config['n_h'] = 8

    config['N_t'] = 1000

    config['train_mat'] = 'data/scar/S_train.mat'

    config['test_mat'] = 'data/scar/S_test.mat'

    config['train_params'] = 'data/scar/params_train.mat'

    config['test_params'] = 'data/scar/params_test.mat'

    config['checkpoints_folder'] = 'checkpoints'

    config['graph_folder'] = 'graphs'

    config['large'] = False

    config['zero_padding'] = False

    config['p'] = 0

    config['restart'] = False                                                      # False with DecNet

    model = DecNet(config)

    model.build()

    model.test_all()