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echo state network

echo state network用のプログラム
train.pyを実行

args一覧

for reservoir
  • '--in_size', '-i', type=int,help='input size(default=1)', default=1
  • '--res_size', '-r', type=int,help='reservoir size(default=100)', default=100
  • '--out_size', '-o', type=int,help='output size(default=1)', default=1
  • '--con', '-c', type=float,help='connectivity range:0~1(default=0.05)', default=0.05
  • '--dataset', '-d', type=str,help='dataset name MG:Mackey_Glass(default)', default='MG'
  • '--data_len', '-l', type=int,help='dataset length(default=2000)', default=2000
  • '--folder', '-f', type=str,help='output folder name(default=nowtime)', default=datetime.datetime.now().strftime('%Y-%m-%d_%H-%M-%S')
  • '--topology', '-t', type=str,help='topology:array (default:array)', default='random'
for readout (for chainer)
  • '--epoch', '-e', type=int, default=100, help='Number of sweeps over the dataset to train'
  • '--batchsize', '-b', type=int, default=100, help='Number of images in each mini-batch'
  • '--frequency', type=int, default=-1, help='Frequency of taking a snapshot'
  • '--gpu', '-g', type=int, default=-1, help='GPU ID (negative value indicates CPU)'
  • '--resume', default='', help='Resume the training from snapshot'
  • '--noplot', dest='plot', action='store_false', help='Disable PlotReport extension'

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